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Is there an ideal farming system to maximise
stored soil water in the Eastern Australian,
Vertosol dominated, semi arid sub tropics?



Jeremy Whish
Key Messages


       • Complex systems analysis does not need to be done with
         a single complex model

       • Reducing complex systems to simple messages is useful

       • A single picture can capture the learning of 1000
         simulations

       • Risk and Variability should be managed at both the farm
         and paddock(field) levels




CSIRO. Using models to support farmer decision-making
Background




                                                                    Brisbane
                                                        Walgett

                                                                  Sydney



CSIRO. Using models to support farmer decision-making
Background




CSIRO. Using models to support farmer decision-making
The Initial Problem




                     • Could APSIM be used to identify if our current
                       farming system is matched to our
                       environment ?




CSIRO. Using models to support farmer decision-making
0
                                                                      200
                                                                            400
                                                                                  600
                                                                                        800
                                                                                                         1000




                                                           -200
                                                        1970


                                                        1971


                                                        1972


                                                        1973


                                                        1974


                                                        1975


                                                        1976


                                                        1977


                                                        1978


                                                        1979


                                                        1980


                                                        1981




CSIRO. Using models to support farmer decision-making
                                                        1982


                                                        1983


                                                        1984


                                                        1985


                                                        1986


                                                        1987


                                                        1988


                                                        1989


                                                        1990


                                                        1991


                                                        1992


                                                        1993


                                                        1994


                                                        1995


                                                        1996
                                                                                                                single wheat paddock gross margins




                                                        1997


                                                        1998


                                                        1999


                                                        2000


                                                        2001


                                                        2002


                                                        2003


                                                        2004


                                                        2005


                                                        2006
                                                                                              wheat_sf




                                                        2007
The starting point


           • How much rainfall ?

           • When does it fall ?

           • How much do you need ?

           • How variable is it ?




CSIRO. Using models to support farmer decision-making
Rainfall (mm)                                                 Probability of exceedence (%)




                                                               0
                                                                   100
                                                                           200
                                                                                        300
                                                                                              400
                                                                                                                                 0.0
                                                                                                                                          0.2
                                                                                                                                                  0.4
                                                                                                                                                                   0.6
                                                                                                                                                                           0.8
                                                                                                                                                                                       1.0
                                                        1957
                                                        1994
                                                        1940




                                                                             ave= 208
                                                        1902                                                              100
                                                        2002
                                                        1982
                                                        1914
                                                        1965
                                                        1911
                                                        1929
                                                        1927
                                                        2006
                                                        1905
                                                        1928
                                                        1919
                                                        1946
                                                        1972                                                              200
                                                        1977
                                                        1926
                                                        1953
                                                        1980
                                                        1941
                                                        1937
                                                        2004
                                                        1915
                                                        1967
                                                        1932
                                                        1944
                                                        1908                                                              300
                                                        1918



                                                                                                    Total rainfall (mm)
                                                        1936




CSIRO. Using models to support farmer decision-making
                                                        1922
                                                        1951
                                                        2003
                                                        1943
                                                        2001
                                                        1961
                                                        1987
                                                        1900
                                                        1923
                                                        1975                                                              400
                                                        1935
                                                        1992
                                                        1976
                                                        2007
                                                        2009
                                                        1945
                                                        1974
                                                        1904
                                                        1968
                                                        1960
                                                        1997
                                                        1912
                                                        1990                                                                                    Rainfall (mm)
                                                        1910
                                                        1971
                                                        1959
                                                        1989
                                                        1907
                                                                                                                                 0
                                                                                                                                         100
                                                                                                                                                   200
                                                                                                                                                                     300
                                                                                                                                                                                 400




                                                        1970
                                                        1952
                                                        1913
                                                        1931                                                              1900
                                                        1938                                                              1901
                                                                                                                          1902
                                                                                                                          1903
                                                                                                                                                        ave= 208




                                                        1948                                                              1904
                                                                                                                          1905
                                                        1999                                                              1906
                                                                                                                          1907
                                                        1991                                                              1908
                                                                                                                          1909
                                                        1963                                                              1910
                                                                                                                          1911
                                                        1984                                                              1912
                                                                                                                          1913
                                                        1958                                                              1914
                                                                                                                          1915
                                                        1917                                                              1916
                                                                                                                          1917
                                                                                                                          1918
                                                                                                                          1919
                                                        1985                                                              1920
                                                                                                                                                                                             How much in crop rainfall (winter)




                                                        1964                                                              1921
                                                                                                                          1922
                                                        1996                                                              1923
                                                                                                                          1924
                                                        1956                                                              1925
                                                                                                                          1926
                                                        1930                                                              1927
                                                                                                                          1928
                                                        1934                                                              1929
                                                                                                                          1930
                                                                                                                          1931
                                                                                                                          1932
                                                        1909                                                              1933
                                                        1962                                                              1934
                                                                                                                          1935
                                                        1995                                                              1936
                                                                                                                          1937
                                                        1979                                                              1938
                                                                                                                          1939
                                                        1901                                                              1940
                                                                                                                          1941
                                                                                                                          1942
                                                                                                                          1943
                                                        2005                                                              1944
                                                        1966                                                              1945
                                                                                                                          1946
                                                        1988                                                              1947
                                                                                                                          1948
                                                        1939                                                              1949
                                                                                                                          1950
                                                        1954                                                              1951
                                                                                                                          1952
                                                        1986                                                              1953
                                                                                                                          1954
                                                                                                                          1955
                                                                                                                          1956
                                                        1947                                                              1957
                                                        1973                                                              1958
                                                                                                                          1959
                                                        1925                                                              1960
                                                                                                                          1961
                                                        2000                                                              1962
                                                                                                                          1963
                                                        1993                                                              1964
                                                                                                                          1965
                                                        1969                                                              1966
                                                                                                                          1967
                                                                                                                          1968
                                                                                                                          1969
                                                        1924                                                              1970
                                                        1942                                                              1971
                                                                                                                          1972
                                                        2008                                                              1973
                                                                                                                          1974
                                                        1998                                                              1975
                                                                                                                          1976
                                                        1903                                                              1977
                                                                                                                          1978
                                                                                                                          1979
                                                                                                                          1980
                                                        2010                                                              1981
                                                        1921                                                              1982
                                                                                                                          1983
                                                        1978                                                              1984
                                                                                                                          1985
                                                        1916                                                              1986
                                                                                                                          1987
                                                        1983                                                              1988
                                                                                                                          1989
                                                        1981                                                              1990
                                                                                                                          1991
                                                                                                                          1992
                                                                                                                          1993
                                                        1906                                                              1994
                                                        1949                                                              1995
                                                                                                                          1996
                                                        1955                                                              1997
                                                                                                                          1998
                                                        1933                                                              1999
                                                                                                                          2000
                                                        1920                                                              2001
                                                                                                                          2002
                                                                                                                          2003
                                                                                                                          2004
                                                        1950                                                              2005
                                                                                                                          2006
                                                                                                                          2007
                                                                                                                          2008
                                                                                                                          2009
                                                                                                                          2010
Rainfall (mm)                                                         Probability of exceedence (%)




                                                               0
                                                                   100
                                                                         200
                                                                                          300
                                                                                                400
                                                                                                      500
                                                                                                                                         0.0
                                                                                                                                                  0.2
                                                                                                                                                          0.4
                                                                                                                                                                           0.6
                                                                                                                                                                                       0.8
                                                                                                                                                                                                   1.0
                                                        1900
                                                        1901
                                                        1944




                                                                               ave= 219
                                                        1932
                                                                                                                                  100
                                                        1989
                                                        1951
                                                        1959
                                                        1899
                                                        1928
                                                        1919
                                                        1915
                                                        2002
                                                        1968                                                                      200
                                                        1964
                                                        1982
                                                        1930
                                                        1918
                                                        1986
                                                        1965
                                                        1939
                                                        1945
                                                        1943
                                                        1938
                                                        1937                                                                      300
                                                        1902
                                                        2001
                                                        1922
                                                        1912
                                                        1984
                                                        1914




                                                                                                            Total rainfall (mm)
                                                        1966




CSIRO. Using models to support farmer decision-making
                                                        1985
                                                        1941
                                                        1904                                                                      400
                                                        1978
                                                        1905
                                                        1911
                                                        1926
                                                        1929
                                                        1988
                                                        1995
                                                        1921
                                                        1957
                                                        1936                                                                      500
                                                        1981
                                                        1993
                                                        1913
                                                        2005
                                                        1999
                                                        1935
                                                        1979
                                                        1952
                                                        1920
                                                        1987
                                                        1997                                                                                            Rainfall (mm)
                                                        1948
                                                        1909
                                                        1972
                                                        1967
                                                                                                                                         0
                                                                                                                                                100
                                                                                                                                                        200
                                                                                                                                                                         300
                                                                                                                                                                                 400
                                                                                                                                                                                             500




                                                        1990
                                                        2006
                                                        1956
                                                        1931
                                                        1934                                                                      1899
                                                                                                                                  1900
                                                        1980                                                                      1901
                                                                                                                                  1902
                                                                                                                                                              ave= 219




                                                        2003                                                                      1903
                                                                                                                                  1904
                                                        1998                                                                      1905
                                                                                                                                  1906
                                                                                                                                  1907
                                                                                                                                  1908
                                                        1977                                                                      1909
                                                        1996                                                                      1910
                                                                                                                                  1911
                                                        1927                                                                      1912
                                                                                                                                  1913
                                                        1906                                                                      1914
                                                                                                                                  1915
                                                        2004                                                                      1916
                                                                                                                                  1917
                                                        1950                                                                      1918
                                                                                                                                  1919
                                                                                                                                  1920
                                                                                                                                  1921
                                                        1953                                                                      1922
                                                        1992                                                                      1923
                                                                                                                                  1924
                                                        1970                                                                      1925
                                                                                                                                  1926
                                                        1963                                                                      1927
                                                                                                                                  1928
                                                        1946                                                                      1929
                                                                                                                                  1930
                                                                                                                                  1931
                                                                                                                                                                                                         How much in crop rainfall (summer)




                                                        1903                                                                      1932
                                                                                                                                  1933
                                                        1923                                                                      1934
                                                                                                                                  1935
                                                        1924                                                                      1936
                                                                                                                                  1937
                                                        1908                                                                      1938
                                                                                                                                  1939
                                                        1960                                                                      1940
                                                                                                                                  1941
                                                        1917                                                                      1942
                                                                                                                                  1943
                                                                                                                                  1944
                                                                                                                                  1945
                                                        1925                                                                      1946
                                                        1971                                                                      1947
                                                                                                                                  1948
                                                        1969                                                                      1949
                                                                                                                                  1950
                                                        1940                                                                      1951
                                                                                                                                  1952
                                                        2000                                                                      1953
                                                                                                                                  1954
                                                                                                                                  1955
                                                                                                                                  1956
                                                        2009                                                                      1957
                                                        1976                                                                      1958
                                                                                                                                  1959
                                                        1910                                                                      1960
                                                                                                                                  1961
                                                        1947                                                                      1962
                                                                                                                                  1963
                                                        1942                                                                      1964
                                                                                                                                  1965
                                                        1907                                                                      1966
                                                                                                                                  1967
                                                                                                                                  1968
                                                                                                                                  1969
                                                        1974                                                                      1970
                                                        1991                                                                      1971
                                                                                                                                  1972
                                                        1961                                                                      1973
                                                                                                                                  1974
                                                        1949                                                                      1975
                                                                                                                                  1976
                                                        1933                                                                      1977
                                                                                                                                  1978
                                                                                                                                  1979
                                                                                                                                  1980
                                                        2010                                                                      1981
                                                        2007                                                                      1982
                                                                                                                                  1983
                                                        1916                                                                      1984
                                                                                                                                  1985
                                                        1962                                                                      1986
                                                                                                                                  1987
                                                        1958                                                                      1988
                                                                                                                                  1989
                                                        2008                                                                      1990
                                                                                                                                  1991
                                                                                                                                  1992
                                                                                                                                  1993
                                                        1983                                                                      1994
                                                        1954                                                                      1995
                                                                                                                                  1996
                                                        1994                                                                      1997
                                                                                                                                  1998
                                                        1975                                                                      1999
                                                                                                                                  2000
                                                        1973                                                                      2001
                                                                                                                                  2002
                                                        1955                                                                      2003
                                                                                                                                  2004
                                                                                                                                  2005
                                                                                                                                  2006
                                                                                                                                  2007
                                                                                                                                  2008
                                                                                                                                  2009
                                                                                                                                  2010
Rainfall (mm)                                                  Probability of exceedence (%)




                                                               0
                                                                   100
                                                                           200
                                                                                       300
                                                                                             400
                                                                                                                                0.0
                                                                                                                                             0.2
                                                                                                                                                             0.4
                                                                                                                                                                              0.6
                                                                                                                                                                                       0.8
                                                                                                                                                                                                   1.0
                                                        1957
                                                        1994
                                                        1940




                                                                            ave= 193
                                                                            ave= 208
                                                        1902                                                             100
                                                        2002
                                                        1982
                                                        1914
                                                        1965
                                                                                                                                                                                        1972
                                                                                                                                                                                        1977
                                                                                                                                                                                         1980




                                                        1911
                                                        1929
                                                        1927
                                                        2006
                                                        1905
                                                        1928
                                                                                                                                                                             1975




                                                        1919
                                                                                                                                                                               1976
                                                                                                                                                                               1974



                                                        1946
                                                        1972                                                             200
                                                                                                                                                                   1971



                                                        1977
                                                        1926
                                                                                                                                                                      1970




                                                        1953
                                                        1980
                                                        1941
                                                        1937
                                                        2004
                                                        1915
                                                                                                                                                    1979




                                                        1967
                                                        1932
                                                        1944
                                                        1908                                                             300
                                                                                                                                             1973




                                                        1918



                                                                                                   Total rainfall (mm)
                                                        1936




CSIRO. Using models to support farmer decision-making
                                                        1922
                                                        1951
                                                        2003
                                                        1943
                                                        2001
                                                        1961
                                                        1987
                                                                                                                                      1978




                                                        1900
                                                        1923
                                                        1975                                                             400
                                                        1935
                                                        1992
                                                        1976
                                                        2007
                                                        2009
                                                        1945
                                                        1974
                                                        1904
                                                        1968
                                                        1960
                                                        1997
                                                        1912
                                                        1990                                                                                               Rainfall (mm)
                                                        1910
                                                        1971
                                                        1959
                                                        1989
                                                        1907
                                                                                                                                0
                                                                                                                                             100
                                                                                                                                                              200
                                                                                                                                                                                 300
                                                                                                                                                                                             400




                                                        1970
                                                        1952
                                                        1913
                                                        1931                                                             1900
                                                        1938                                                             1901
                                                                                                                         1902
                                                        1948                                                             1903
                                                                                                                         1904
                                                                                                                                                               ave= 193
                                                                                                                                                               ave= 208




                                                        1999                                                             1905
                                                                                                                         1906
                                                                                                                         1907
                                                                                                                         1908
                                                        1991                                                             1909
                                                        1963                                                             1910
                                                                                                                         1911
                                                        1984                                                             1912
                                                                                                                         1913
                                                        1958                                                             1914
                                                                                                                         1915
                                                        1917                                                             1916
                                                                                                                         1917
                                                                                                                         1918
                                                                                                                         1919
                                                        1985                                                             1920
                                                                                                                                                                                                         How much in crop rainfall (winter)




                                                        1964                                                             1921
                                                                                                                         1922
                                                        1996                                                             1923
                                                                                                                         1924
                                                        1956                                                             1925
                                                                                                                         1926
                                                        1930                                                             1927
                                                                                                                         1928
                                                        1934                                                             1929
                                                                                                                         1930
                                                                                                                         1931
                                                                                                                         1932
                                                        1909                                                             1933
                                                        1962                                                             1934
                                                                                                                         1935
                                                        1995                                                             1936
                                                                                                                         1937
                                                        1979                                                             1938
                                                                                                                         1939
                                                        1901                                                             1940
                                                                                                                         1941
                                                                                                                         1942
                                                                                                                         1943
                                                        2005                                                             1944
                                                        1966                                                             1945
                                                                                                                         1946
                                                        1988                                                             1947
                                                                                                                         1948
                                                        1939                                                             1949
                                                                                                                         1950
                                                        1954                                                             1951
                                                                                                                         1952
                                                        1986                                                             1953
                                                                                                                         1954
                                                                                                                         1955
                                                                                                                         1956
                                                        1947                                                             1957
                                                        1973                                                             1958
                                                                                                                         1959
                                                        1925                                                             1960
                                                                                                                         1961
                                                        2000                                                             1962
                                                                                                                         1963
                                                        1993                                                             1964
                                                                                                                         1965
                                                        1969                                                             1966
                                                                                                                         1967
                                                                                                                         1968
                                                                                                                         1969
                                                        1924                                                             1970
                                                        1942                                                             1971
                                                                                                                         1972
                                                        2008                                                             1973
                                                                                                                         1974
                                                        1998                                                             1975
                                                                                                                         1976
                                                        1903                                                             1977
                                                                                                                         1978
                                                                                                                         1979
                                                                                                                         1980
                                                        2010                                                             1981
                                                        1921                                                             1982
                                                                                                                         1983
                                                        1978                                                             1984
                                                                                                                         1985
                                                        1916                                                             1986
                                                                                                                         1987
                                                        1983                                                             1988
                                                                                                                         1989
                                                        1981                                                             1990
                                                                                                                         1991
                                                                                                                         1992
                                                                                                                         1993
                                                        1906                                                             1994
                                                        1949                                                             1995
                                                                                                                         1996
                                                        1955                                                             1997
                                                                                                                         1998
                                                        1933                                                             1999
                                                                                                                         2000
                                                        1920                                                             2001
                                                                                                                         2002
                                                                                                                         2003
                                                                                                                         2004
                                                        1950                                                             2005
                                                                                                                         2006
                                                                                                                         2007
                                                                                                                         2008
                                                                                                                         2009
                                                                                                                         2010
Rainfall (mm)                                                                   Probability of exceedence (%)




                                                               0
                                                                   100
                                                                         200
                                                                                          300
                                                                                                     400
                                                                                                           500
                                                                                                                                              0.0
                                                                                                                                                             0.2
                                                                                                                                                                                  0.4
                                                                                                                                                                                                               0.6
                                                                                                                                                                                                                              0.8
                                                                                                                                                                                                                                          1.0
                                                        1900
                                                        1901
                                                        1944




                                                                               ave= 219
                                                                                          ave= 291
                                                        1932
                                                                                                                                       100
                                                        1989
                                                        1951
                                                        1959
                                                        1899
                                                        1928
                                                        1919
                                                        1915
                                                                                                                                                                                                                     1978



                                                        2002
                                                        1968                                                                           200
                                                        1964
                                                                                                                                                                                                    1979


                                                        1982
                                                        1930
                                                        1918
                                                                                                                                                                                             1972



                                                        1986
                                                                                                                                                                                  1980


                                                        1965
                                                                                                                                                                                   1977


                                                        1939
                                                        1945
                                                        1943
                                                                                                                                                                           1970



                                                        1938
                                                        1937                                                                           300
                                                        1902
                                                                                                                                                                    1971



                                                        2001
                                                        1922
                                                                                                                                                          1976




                                                        1912
                                                        1984
                                                                                                                                                             1974




                                                        1914




                                                                                                                 Total rainfall (mm)
                                                        1966




CSIRO. Using models to support farmer decision-making
                                                        1985
                                                        1941
                                                        1904                                                                           400
                                                        1978
                                                        1905
                                                        1911
                                                        1926
                                                        1929
                                                        1988
                                                        1995
                                                        1921
                                                        1957
                                                        1936                                                                           500
                                                                                                                                                  1975




                                                        1981
                                                        1993
                                                        1913
                                                        2005
                                                                                                                                               1973




                                                        1999
                                                        1935
                                                        1979
                                                        1952
                                                        1920
                                                        1987
                                                        1997                                                                                                               Rainfall (mm)
                                                        1948
                                                        1909
                                                        1972
                                                        1967
                                                                                                                                              0
                                                                                                                                                          100
                                                                                                                                                                            200
                                                                                                                                                                                                    300
                                                                                                                                                                                                                        400
                                                                                                                                                                                                                                    500




                                                        1990
                                                        2006
                                                        1956
                                                        1931
                                                        1934                                                                           1899
                                                                                                                                       1900
                                                        1980                                                                           1901
                                                                                                                                       1902
                                                                                                                                       1903
                                                                                                                                                                                  ave= 219
                                                                                                                                                                                                    ave= 291




                                                        2003                                                                           1904
                                                        1998                                                                           1905
                                                                                                                                       1906
                                                                                                                                       1907
                                                                                                                                       1908
                                                        1977                                                                           1909
                                                        1996                                                                           1910
                                                                                                                                       1911
                                                        1927                                                                           1912
                                                                                                                                       1913
                                                        1906                                                                           1914
                                                                                                                                       1915
                                                        2004                                                                           1916
                                                                                                                                       1917
                                                        1950                                                                           1918
                                                                                                                                       1919
                                                                                                                                       1920
                                                                                                                                       1921
                                                        1953                                                                           1922
                                                        1992                                                                           1923
                                                                                                                                       1924
                                                        1970                                                                           1925
                                                                                                                                       1926
                                                        1963                                                                           1927
                                                                                                                                       1928
                                                        1946                                                                           1929
                                                                                                                                       1930
                                                                                                                                       1931
                                                                                                                                                                                                                                                How much in crop rainfall (summer)




                                                        1903                                                                           1932
                                                                                                                                       1933
                                                        1923                                                                           1934
                                                                                                                                       1935
                                                        1924                                                                           1936
                                                                                                                                       1937
                                                        1908                                                                           1938
                                                                                                                                       1939
                                                        1960                                                                           1940
                                                                                                                                       1941
                                                        1917                                                                           1942
                                                                                                                                       1943
                                                                                                                                       1944
                                                                                                                                       1945
                                                        1925                                                                           1946
                                                        1971                                                                           1947
                                                                                                                                       1948
                                                        1969                                                                           1949
                                                                                                                                       1950
                                                        1940                                                                           1951
                                                                                                                                       1952
                                                        2000                                                                           1953
                                                                                                                                       1954
                                                                                                                                       1955
                                                                                                                                       1956
                                                        2009                                                                           1957
                                                        1976                                                                           1958
                                                                                                                                       1959
                                                        1910                                                                           1960
                                                                                                                                       1961
                                                        1947                                                                           1962
                                                                                                                                       1963
                                                        1942                                                                           1964
                                                                                                                                       1965
                                                        1907                                                                           1966
                                                                                                                                       1967
                                                                                                                                       1968
                                                                                                                                       1969
                                                        1974                                                                           1970
                                                        1991                                                                           1971
                                                                                                                                       1972
                                                        1961                                                                           1973
                                                                                                                                       1974
                                                        1949                                                                           1975
                                                                                                                                       1976
                                                        1933                                                                           1977
                                                                                                                                       1978
                                                                                                                                       1979
                                                                                                                                       1980
                                                        2010                                                                           1981
                                                        2007                                                                           1982
                                                                                                                                       1983
                                                        1916                                                                           1984
                                                                                                                                       1985
                                                        1962                                                                           1986
                                                                                                                                       1987
                                                        1958                                                                           1988
                                                                                                                                       1989
                                                        2008                                                                           1990
                                                                                                                                       1991
                                                                                                                                       1992
                                                                                                                                       1993
                                                        1983                                                                           1994
                                                        1954                                                                           1995
                                                                                                                                       1996
                                                        1994                                                                           1997
                                                                                                                                       1998
                                                        1975                                                                           1999
                                                                                                                                       2000
                                                        1973                                                                           2001
                                                                                                                                       2002
                                                        1955                                                                           2003
                                                                                                                                       2004
                                                                                                                                       2005
                                                                                                                                       2006
                                                                                                                                       2007
                                                                                                                                       2008
                                                                                                                                       2009
                                                                                                                                       2010
The value of stored water




                                                        !
CSIRO. Using models to support farmer decision-making
Accumulation of water between crops




CSIRO. Using models to support farmer decision-making
Accumulation of water between crops




CSIRO. Using models to support farmer decision-making
Explore how rotations affect risk




CSIRO. Using models to support farmer decision-making
Explore how rotations affect risk




CSIRO. Using models to support farmer decision-making
In field decisions




CSIRO. Using models to support farmer decision-making
Conclusion


       • Was there an ideal crop rotation for the region that
         maximised yield and minimised risk ?

       • yes but flexible management is needed in a variable
         environment

       • Was simulation modelling the right approach ?

       • yes but it needs to be combined with simple models.




CSIRO. Using models to support farmer decision-making
Thank you




CSIRO. Using models to support farmer decision-making

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Is there an ideal farming system to maximise stored soil water in the Eastern Australian, Vertosol dominated, semi-arid sub tropics? Jeremy Whish

  • 1. Is there an ideal farming system to maximise stored soil water in the Eastern Australian, Vertosol dominated, semi arid sub tropics? Jeremy Whish
  • 2. Key Messages • Complex systems analysis does not need to be done with a single complex model • Reducing complex systems to simple messages is useful • A single picture can capture the learning of 1000 simulations • Risk and Variability should be managed at both the farm and paddock(field) levels CSIRO. Using models to support farmer decision-making
  • 3. Background Brisbane Walgett Sydney CSIRO. Using models to support farmer decision-making
  • 4. Background CSIRO. Using models to support farmer decision-making
  • 5. The Initial Problem • Could APSIM be used to identify if our current farming system is matched to our environment ? CSIRO. Using models to support farmer decision-making
  • 6. 0 200 400 600 800 1000 -200 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981 CSIRO. Using models to support farmer decision-making 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 single wheat paddock gross margins 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 wheat_sf 2007
  • 7. The starting point • How much rainfall ? • When does it fall ? • How much do you need ? • How variable is it ? CSIRO. Using models to support farmer decision-making
  • 8. Rainfall (mm) Probability of exceedence (%) 0 100 200 300 400 0.0 0.2 0.4 0.6 0.8 1.0 1957 1994 1940 ave= 208 1902 100 2002 1982 1914 1965 1911 1929 1927 2006 1905 1928 1919 1946 1972 200 1977 1926 1953 1980 1941 1937 2004 1915 1967 1932 1944 1908 300 1918 Total rainfall (mm) 1936 CSIRO. Using models to support farmer decision-making 1922 1951 2003 1943 2001 1961 1987 1900 1923 1975 400 1935 1992 1976 2007 2009 1945 1974 1904 1968 1960 1997 1912 1990 Rainfall (mm) 1910 1971 1959 1989 1907 0 100 200 300 400 1970 1952 1913 1931 1900 1938 1901 1902 1903 ave= 208 1948 1904 1905 1999 1906 1907 1991 1908 1909 1963 1910 1911 1984 1912 1913 1958 1914 1915 1917 1916 1917 1918 1919 1985 1920 How much in crop rainfall (winter) 1964 1921 1922 1996 1923 1924 1956 1925 1926 1930 1927 1928 1934 1929 1930 1931 1932 1909 1933 1962 1934 1935 1995 1936 1937 1979 1938 1939 1901 1940 1941 1942 1943 2005 1944 1966 1945 1946 1988 1947 1948 1939 1949 1950 1954 1951 1952 1986 1953 1954 1955 1956 1947 1957 1973 1958 1959 1925 1960 1961 2000 1962 1963 1993 1964 1965 1969 1966 1967 1968 1969 1924 1970 1942 1971 1972 2008 1973 1974 1998 1975 1976 1903 1977 1978 1979 1980 2010 1981 1921 1982 1983 1978 1984 1985 1916 1986 1987 1983 1988 1989 1981 1990 1991 1992 1993 1906 1994 1949 1995 1996 1955 1997 1998 1933 1999 2000 1920 2001 2002 2003 2004 1950 2005 2006 2007 2008 2009 2010
  • 9. Rainfall (mm) Probability of exceedence (%) 0 100 200 300 400 500 0.0 0.2 0.4 0.6 0.8 1.0 1900 1901 1944 ave= 219 1932 100 1989 1951 1959 1899 1928 1919 1915 2002 1968 200 1964 1982 1930 1918 1986 1965 1939 1945 1943 1938 1937 300 1902 2001 1922 1912 1984 1914 Total rainfall (mm) 1966 CSIRO. Using models to support farmer decision-making 1985 1941 1904 400 1978 1905 1911 1926 1929 1988 1995 1921 1957 1936 500 1981 1993 1913 2005 1999 1935 1979 1952 1920 1987 1997 Rainfall (mm) 1948 1909 1972 1967 0 100 200 300 400 500 1990 2006 1956 1931 1934 1899 1900 1980 1901 1902 ave= 219 2003 1903 1904 1998 1905 1906 1907 1908 1977 1909 1996 1910 1911 1927 1912 1913 1906 1914 1915 2004 1916 1917 1950 1918 1919 1920 1921 1953 1922 1992 1923 1924 1970 1925 1926 1963 1927 1928 1946 1929 1930 1931 How much in crop rainfall (summer) 1903 1932 1933 1923 1934 1935 1924 1936 1937 1908 1938 1939 1960 1940 1941 1917 1942 1943 1944 1945 1925 1946 1971 1947 1948 1969 1949 1950 1940 1951 1952 2000 1953 1954 1955 1956 2009 1957 1976 1958 1959 1910 1960 1961 1947 1962 1963 1942 1964 1965 1907 1966 1967 1968 1969 1974 1970 1991 1971 1972 1961 1973 1974 1949 1975 1976 1933 1977 1978 1979 1980 2010 1981 2007 1982 1983 1916 1984 1985 1962 1986 1987 1958 1988 1989 2008 1990 1991 1992 1993 1983 1994 1954 1995 1996 1994 1997 1998 1975 1999 2000 1973 2001 2002 1955 2003 2004 2005 2006 2007 2008 2009 2010
  • 10. Rainfall (mm) Probability of exceedence (%) 0 100 200 300 400 0.0 0.2 0.4 0.6 0.8 1.0 1957 1994 1940 ave= 193 ave= 208 1902 100 2002 1982 1914 1965 1972 1977 1980 1911 1929 1927 2006 1905 1928 1975 1919 1976 1974 1946 1972 200 1971 1977 1926 1970 1953 1980 1941 1937 2004 1915 1979 1967 1932 1944 1908 300 1973 1918 Total rainfall (mm) 1936 CSIRO. Using models to support farmer decision-making 1922 1951 2003 1943 2001 1961 1987 1978 1900 1923 1975 400 1935 1992 1976 2007 2009 1945 1974 1904 1968 1960 1997 1912 1990 Rainfall (mm) 1910 1971 1959 1989 1907 0 100 200 300 400 1970 1952 1913 1931 1900 1938 1901 1902 1948 1903 1904 ave= 193 ave= 208 1999 1905 1906 1907 1908 1991 1909 1963 1910 1911 1984 1912 1913 1958 1914 1915 1917 1916 1917 1918 1919 1985 1920 How much in crop rainfall (winter) 1964 1921 1922 1996 1923 1924 1956 1925 1926 1930 1927 1928 1934 1929 1930 1931 1932 1909 1933 1962 1934 1935 1995 1936 1937 1979 1938 1939 1901 1940 1941 1942 1943 2005 1944 1966 1945 1946 1988 1947 1948 1939 1949 1950 1954 1951 1952 1986 1953 1954 1955 1956 1947 1957 1973 1958 1959 1925 1960 1961 2000 1962 1963 1993 1964 1965 1969 1966 1967 1968 1969 1924 1970 1942 1971 1972 2008 1973 1974 1998 1975 1976 1903 1977 1978 1979 1980 2010 1981 1921 1982 1983 1978 1984 1985 1916 1986 1987 1983 1988 1989 1981 1990 1991 1992 1993 1906 1994 1949 1995 1996 1955 1997 1998 1933 1999 2000 1920 2001 2002 2003 2004 1950 2005 2006 2007 2008 2009 2010
  • 11. Rainfall (mm) Probability of exceedence (%) 0 100 200 300 400 500 0.0 0.2 0.4 0.6 0.8 1.0 1900 1901 1944 ave= 219 ave= 291 1932 100 1989 1951 1959 1899 1928 1919 1915 1978 2002 1968 200 1964 1979 1982 1930 1918 1972 1986 1980 1965 1977 1939 1945 1943 1970 1938 1937 300 1902 1971 2001 1922 1976 1912 1984 1974 1914 Total rainfall (mm) 1966 CSIRO. Using models to support farmer decision-making 1985 1941 1904 400 1978 1905 1911 1926 1929 1988 1995 1921 1957 1936 500 1975 1981 1993 1913 2005 1973 1999 1935 1979 1952 1920 1987 1997 Rainfall (mm) 1948 1909 1972 1967 0 100 200 300 400 500 1990 2006 1956 1931 1934 1899 1900 1980 1901 1902 1903 ave= 219 ave= 291 2003 1904 1998 1905 1906 1907 1908 1977 1909 1996 1910 1911 1927 1912 1913 1906 1914 1915 2004 1916 1917 1950 1918 1919 1920 1921 1953 1922 1992 1923 1924 1970 1925 1926 1963 1927 1928 1946 1929 1930 1931 How much in crop rainfall (summer) 1903 1932 1933 1923 1934 1935 1924 1936 1937 1908 1938 1939 1960 1940 1941 1917 1942 1943 1944 1945 1925 1946 1971 1947 1948 1969 1949 1950 1940 1951 1952 2000 1953 1954 1955 1956 2009 1957 1976 1958 1959 1910 1960 1961 1947 1962 1963 1942 1964 1965 1907 1966 1967 1968 1969 1974 1970 1991 1971 1972 1961 1973 1974 1949 1975 1976 1933 1977 1978 1979 1980 2010 1981 2007 1982 1983 1916 1984 1985 1962 1986 1987 1958 1988 1989 2008 1990 1991 1992 1993 1983 1994 1954 1995 1996 1994 1997 1998 1975 1999 2000 1973 2001 2002 1955 2003 2004 2005 2006 2007 2008 2009 2010
  • 12. The value of stored water ! CSIRO. Using models to support farmer decision-making
  • 13. Accumulation of water between crops CSIRO. Using models to support farmer decision-making
  • 14. Accumulation of water between crops CSIRO. Using models to support farmer decision-making
  • 15. Explore how rotations affect risk CSIRO. Using models to support farmer decision-making
  • 16. Explore how rotations affect risk CSIRO. Using models to support farmer decision-making
  • 17. In field decisions CSIRO. Using models to support farmer decision-making
  • 18. Conclusion • Was there an ideal crop rotation for the region that maximised yield and minimised risk ? • yes but flexible management is needed in a variable environment • Was simulation modelling the right approach ? • yes but it needs to be combined with simple models. CSIRO. Using models to support farmer decision-making
  • 19. Thank you CSIRO. Using models to support farmer decision-making