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Vegetation Mapping
 and Measurement
   using LiDAR




an INDUSTRY SURVEY
Vegetation Mapping

Toby Clewett                                            and Measurement
                                                             using LiDAR

Geospatial Analyst                                      INDUSTRY SURVEY
                                                         by TOBY CLEWETT



                              Sunshine Coast
                     Captain Cook’s   ‘Glasshouse Mountains’
Vegetation Mapping

Toby Clewett                              and Measurement
                                               using LiDAR

Geospatial Analyst                        INDUSTRY SURVEY
                                           by TOBY CLEWETT



    Geographical                 Software
Information Systems             Engineering
      GIS

                      Remote
                      Sensing
Project Motivations                                                              Vegetation Mapping
                                                                                   and Measurement
                                                                                        using LiDAR
  Project           Survey                          LiDAR
                                    Spatial                      Coordination
                  Method and                      Applications                     INDUSTRY SURVEY
Motivations                        Cognition                     in the Future
                   Response                        Diversity                        by TOBY CLEWETT




                               Project Motivations
              • LiDAR Technology opportunities
              • gain knowledge of industry Best Practice
              • further my Structured Research and technical skills
Geospatial Revolution                                                 Vegetation Mapping
                                                                        and Measurement
                                                                             using LiDAR
  Project       Survey                   LiDAR
                            Spatial                   Coordination
              Method and               Applications                     INDUSTRY SURVEY
Motivations                Cognition                  in the Future
               Response                 Diversity                        by TOBY CLEWETT
LiDAR Success on the Sunshine Coast                                            Vegetation Mapping
                                                                                 and Measurement
                                                                                      using LiDAR
  Project             Survey                   LiDAR
                                  Spatial                      Coordination
                    Method and               Applications                        INDUSTRY SURVEY
Motivations                      Cognition                     in the Future
                     Response                 Diversity                           by TOBY CLEWETT




 - Detailed topographic
 maps for intensely
 vegetated environments
 with a canopy height                                 Vegetation Patch Mean Crown Height
 thematic for ‘Emergent’
 Trees

 - Vegetation maps for the
 Sunshine Coast
 highlighting                                                  14m
 remnant, regrowth and
 other patch types such as       22m
 plantation forestry

 - Regional Vegetation
 Maps Patch Crown Height
                                                                               6m
 - Sippy Downs Riparian
 Area
Point Clouds – a Rich Source of Information                                          Vegetation Mapping
                                                                                       and Measurement
                                                                                            using LiDAR
  Project       Survey                               LiDAR
                                  Spatial                            Coordination
              Method and                           Applications                        INDUSTRY SURVEY
Motivations                      Cognition                           in the Future
               Response                             Diversity                           by TOBY CLEWETT




                   LiDAR presents huge opportunity for
                       the environmental sciences
               •    Visualisation from two LiDAR data sources. Larger points are
                    laser strikes from an Aerial Laser Survey (ALS), whilst the
                    finer points are from a Terrestrial Laser Survey (TLS).
300 Billion Points Across Queensland?                                  Vegetation Mapping
                                                                         and Measurement
                                                                              using LiDAR
  Project       Survey                    LiDAR
                            Spatial                    Coordination
              Method and                Applications                     INDUSTRY SURVEY
Motivations                Cognition                   in the Future
               Response                  Diversity                        by TOBY CLEWETT
Industry Best Practice                                                      Vegetation Mapping
                                                                              and Measurement
                                                                                   using LiDAR
  Project           Survey                     LiDAR
                                  Spatial                   Coordination
                  Method and                 Applications                     INDUSTRY SURVEY
Motivations                      Cognition                  in the Future
                   Response                   Diversity                        by TOBY CLEWETT




              Gain knowledge of industry
                   Best Practice
Structured Research                                                           Vegetation Mapping
                                                                                and Measurement
                                                                                     using LiDAR
   Project        Survey                        LiDAR
                                 Spatial                      Coordination
                Method and                    Applications                      INDUSTRY SURVEY
 Motivations                    Cognition                     in the Future
                 Response                      Diversity                         by TOBY CLEWETT




      Structured Research - Spatial Sciences Thesis



      How do we best inform vegetation                         Professor Stuart Phinn
                                                               Director, Centre for Spatial
       management at local to regional                       Environmental Research (CSER)
         scales using LiDAR derived
         biophysical characteristics?


                                                                 Dr Tiffany Morrison
                                                                   Senior Lecturer in
                                                                Environmental Planning
Survey Method and Response                                                     Vegetation Mapping
                                                                                     and Measurement
                                                                                          using LiDAR
  Project         Survey                              LiDAR
                                   Spatial                         Coordination
                Method and                          Applications                     INDUSTRY SURVEY
Motivations                       Cognition                        in the Future
                 Response                            Diversity                        by TOBY CLEWETT



       Survey Method and Response
    ‘Snowball’ or ‘Chain-Referal’
              Sampling
 survey of United States Landsat users:

 The population of Landsat users in the U.S. can
 be characterized as "unknown" because there
 is no list that contains contact information for
 every user in the U.S. from which to sample.




                      Email Based
Survey Method and Response                                                 Vegetation Mapping
                                                                                 and Measurement
                                                                                      using LiDAR
  Project          Survey                         LiDAR
                               Spatial                         Coordination
                 Method and                     Applications                     INDUSTRY SURVEY
Motivations                   Cognition                        in the Future
                  Response                       Diversity                        by TOBY CLEWETT




       Survey Response by Location




              South-east                  Australia                Pacific Rim
              Queensland
Survey Method and Response                                          Vegetation Mapping
                                                                          and Measurement
                                                                               using LiDAR
  Project       Survey                     LiDAR
                              Spatial                   Coordination
              Method and                 Applications                     INDUSTRY SURVEY
Motivations                  Cognition                  in the Future
               Response                   Diversity                        by TOBY CLEWETT



                             57% Response Rate
                           157 Completed Surveys
Survey Method and Response                                               Vegetation Mapping
                                                                               and Measurement
                                                                                    using LiDAR
  Project           Survey                      LiDAR
                                   Spatial                   Coordination
                  Method and                  Applications                     INDUSTRY SURVEY
Motivations                       Cognition                  in the Future
                   Response                    Diversity                        by TOBY CLEWETT



                               ABS Standard Professions
            Maybe 10,000 professionals within South-east Queensland
                        (population 3 million) i.e. 0.3%
Survey Method and Response                                               Vegetation Mapping
                                                                               and Measurement
                                                                                    using LiDAR
  Project          Survey                       LiDAR
                                   Spatial                   Coordination
                 Method and                   Applications                     INDUSTRY SURVEY
Motivations                       Cognition                  in the Future
                  Response                     Diversity                        by TOBY CLEWETT




  Web-Based Survey
   Numerous examples across a
      broad range of areas


    1) Respondent Backgrounds

    2) LiDAR derived vegetation
       mapping information

    3) Barriers and Additional
       Issues
Survey Method and Response                                            Vegetation Mapping
                                                                            and Measurement
                                                                                 using LiDAR
  Project       Survey                      LiDAR
                            Spatial                       Coordination
              Method and                  Applications                      INDUSTRY SURVEY
Motivations                Cognition                      in the Future
               Response                    Diversity                         by TOBY CLEWETT


                                       Twenty-Four Maps
                                              Height, FPC, Aggregated LiDAR Heights
Survey Method and Response                                                  Vegetation Mapping
                                                                                  and Measurement
                                                                                       using LiDAR
  Project          Survey                          LiDAR
                                      Spatial                   Coordination
                 Method and                      Applications                     INDUSTRY SURVEY
Motivations                          Cognition                  in the Future
                  Response                        Diversity                        by TOBY CLEWETT

                                                  Seven Minutes of GIS Video
                                                                  Animation




      http://www.youtube.com/user/tobyclewett
Spatial Cognition                                  Vegetation Mapping
                                                                            and Measurement
                                                                                 using LiDAR
  Project       Survey                       LiDAR
                              Spatial                     Coordination
              Method and                   Applications                     INDUSTRY SURVEY
Motivations                  Cognition                    in the Future
               Response                     Diversity                        by TOBY CLEWETT




      Spatial Cognition
Spatial Cognition                                  Vegetation Mapping
                                                                                 and Measurement
                                                                                      using LiDAR
  Project            Survey                       LiDAR
                                   Spatial                     Coordination
                   Method and                   Applications                     INDUSTRY SURVEY
 How easy is it to
Motivations         Response
                                  Cognition
                                                 Diversity
                                                               in the Future
                                                                                  by TOBY CLEWETT
   look at the
  colours in this
    map and
  determine the
height of objects?

              9
     7




                  83


         Clear (83%)
         Not Clear (7%)
         Unsure (9%)
Spatial Cognition                                  Vegetation Mapping
                                                                            and Measurement
                                                                                 using LiDAR
  Project       Survey                       LiDAR
                              Spatial                     Coordination
              Method and                   Applications                     INDUSTRY SURVEY
Motivations                  Cognition                    in the Future
               Response                     Diversity                        by TOBY CLEWETT
Spatial Cognition                                           Vegetation Mapping
                                                                                       and Measurement
                                                                                            using LiDAR
  Project         Survey                              LiDAR
                                   Spatial                          Coordination
                Method and                          Applications                       INDUSTRY SURVEY
Motivations                       Cognition                         in the Future
                 Response                            Diversity                          by TOBY CLEWETT


                             Mapping Scale Frequency




       Parcel            Street                Suburb          Regional              National
      1:1,000           1:5,000               1:50,000         1:100,000            1:500,000
Spatial Cognition                                  Vegetation Mapping
                                                                            and Measurement
                                                                                 using LiDAR
  Project       Survey                       LiDAR
                              Spatial                     Coordination
              Method and                   Applications                     INDUSTRY SURVEY
Motivations                  Cognition                    in the Future
               Response                     Diversity                        by TOBY CLEWETT


        Question: at what Scale do you most often use Maps?
  “I most often•use parcel scale the most used (32%) mapping scale
                  Parcel Scale was
                                   mapping. The scales I would use
  after that would be Spread with street (26%) Suburb Scale, and so on..”
               • Even Street Scale, then and suburb scales (23%)
LiDAR Applications Diversity                 Vegetation Mapping
                                                                          and Measurement
                                                                               using LiDAR
  Project       Survey                     LiDAR
                              Spatial                   Coordination
              Method and                 Applications                     INDUSTRY SURVEY
Motivations                  Cognition                  in the Future
               Response                   Diversity                        by TOBY CLEWETT


   ‘Vegetated Polygon
    Respondents chose
     Extents’ a list the
        from was of
  A Two Thirds Majority
     vegetation related
       most useful
  put ‘Leaf Area Index’
          biophysical
as less, Even Spreaduseful
    the least or not of
      characteristics.
           ‘Foliage
       indicates the
    Projectiveof uses
     diversity Cover’
   But…11% thought is
             and
      for LiDAR data
    was ‘Most Useful’!
  Theyin ‘Height’ from
         rated them
           vegetation
   were the??? andtord
     ‘most useful’ 3
               2nd
       management
       ‘least useful
       most useful’

 Selection was optional
LiDAR Applications Diversity                       Vegetation Mapping
                                                                                   and Measurement
                                                                                        using LiDAR
  Project         Survey                           LiDAR
                                  Spatial                        Coordination
                Method and                       Applications                      INDUSTRY SURVEY
Motivations                      Cognition                       in the Future
                 Response                         Diversity                         by TOBY CLEWETT




                    LiDAR Applications Diversity
              • regrowth or remnant vegetation status, age, bio-condition, or
                structure, optimising and planning field work
              • wildfire behaviour, prescribed burns, fuel loads and property buffers
              • land-cover classification, the built form, street trees, shade, suburban
                footpaths and recreation, urban vegetation corridors and heat island
                effects
              • flood modelling, riparian condition, status and structure
              • road corridor design
LiDAR Applications Diversity                        Vegetation Mapping
                                                                                        and Measurement
                                                                                             using LiDAR
  Project            Survey                            LiDAR
                                      Spatial                         Coordination
                   Method and                        Applications                       INDUSTRY SURVEY
Motivations                          Cognition                        in the Future
                    Response                          Diversity                          by TOBY CLEWETT


                 Four Questions – Height, FPC, Software, Scaled
               e.g. …Would using Vegetation Height Mapping at a street scale
               (1:2,000), increase the efficiency, quality or consistency of your work? Briefly
               describe why/how in the text box below.



              • Very Likely

                  • Likely

                 • Unsure

                • Unlikely

            • Very Unlikely
                                     71% Likely or Very Likely
Coordination in the Future            Vegetation Mapping
                                                                                    and Measurement
                                                                                         using LiDAR
  Project            Survey                          LiDAR
                                 Spatial                          Coordination
                   Method and                      Applications                     INDUSTRY SURVEY
Motivations                     Cognition                         in the Future
                    Response                        Diversity                        by TOBY CLEWETT




    100
     90
     80
                                      Barriers                         Feedback on this
                                                                       question was very
     70                                                                strong, with 87% of
     60
     50       40           39                                          respondents describing
     40                          31
                                              21
                                                                       barriers that may exist
     30
     20                                                    11          to effectively utilise
     10                                                                LiDAR derived
      0                                                                maps, mapping
                                                                       products or GIS
                                                                       analyses in their work
Coordination in the Future          Vegetation Mapping
                                                                                     and Measurement
                                                                                          using LiDAR
  Project            Survey                           LiDAR
                                    Spatial                        Coordination
                   Method and                       Applications                     INDUSTRY SURVEY
Motivations                        Cognition                       in the Future
                    Response                         Diversity                        by TOBY CLEWETT




                                    Barriers
                                       Knowledge
                                        Systems
                                          Cost

              “Time to barrier. When LIDAR data is purchased, or
              “In terms of utilising LiDAR derived Computing power.”
              “Cost is ado so - do the processing. maps for the purpose of
              riparian the full range of analysis a knowledge/resource
              licensed,modelling, there is a bit ofproducts are seldom gap
              “Appropriate by the project that necessary it. Often it from
              on how to extract and utilise the purchased informationis
              budgeted for hardware to manage large volumes of data”
              LiDAR to provide for another project to require a different
              necessary to waitvaluable inputs into other environmental
              models.”
              product before the money can be found. This approach
              ultimately wastes both time and money.”
Coordination in the Future          Vegetation Mapping
                                                                                and Measurement
                                                                                     using LiDAR
  Project       Survey                           LiDAR
                               Spatial                        Coordination
              Method and                       Applications                     INDUSTRY SURVEY
Motivations                   Cognition                       in the Future
               Response                         Diversity                        by TOBY CLEWETT




                                                                                  #%@*!




                                Key Issues
                                       Quality
                                    Limitations
                                       Accuracy
             “Data quality (i.e. accuracy analysis of products).
    “Assessment of limitations Assessment of accuracy and confidence level of
               “Accuracy of the LiDAR; Field calibration/validation; LiDAR
    information (i.e. especially considering derivative information)” is able
             Comparison between different sensors topurposedata
               capture specifications and sensor type; ensure of the
             tomapping; available skills; data licensing”
                be compared.”
Coordination in the Future          Vegetation Mapping
                                                                             and Measurement
                                                                                  using LiDAR
  Project       Survey                        LiDAR
                            Spatial                        Coordination
              Method and                    Applications                     INDUSTRY SURVEY
Motivations                Cognition                       in the Future
               Response                      Diversity                        by TOBY CLEWETT

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Vegetation Mapping and Measurement using LiDAR - an Industry Survey by Toby Clewett

  • 1. Vegetation Mapping and Measurement using LiDAR an INDUSTRY SURVEY
  • 2. Vegetation Mapping Toby Clewett and Measurement using LiDAR Geospatial Analyst INDUSTRY SURVEY by TOBY CLEWETT Sunshine Coast Captain Cook’s ‘Glasshouse Mountains’
  • 3. Vegetation Mapping Toby Clewett and Measurement using LiDAR Geospatial Analyst INDUSTRY SURVEY by TOBY CLEWETT Geographical Software Information Systems Engineering GIS Remote Sensing
  • 4. Project Motivations Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Project Motivations • LiDAR Technology opportunities • gain knowledge of industry Best Practice • further my Structured Research and technical skills
  • 5. Geospatial Revolution Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT
  • 6. LiDAR Success on the Sunshine Coast Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT - Detailed topographic maps for intensely vegetated environments with a canopy height Vegetation Patch Mean Crown Height thematic for ‘Emergent’ Trees - Vegetation maps for the Sunshine Coast highlighting 14m remnant, regrowth and other patch types such as 22m plantation forestry - Regional Vegetation Maps Patch Crown Height 6m - Sippy Downs Riparian Area
  • 7. Point Clouds – a Rich Source of Information Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT LiDAR presents huge opportunity for the environmental sciences • Visualisation from two LiDAR data sources. Larger points are laser strikes from an Aerial Laser Survey (ALS), whilst the finer points are from a Terrestrial Laser Survey (TLS).
  • 8. 300 Billion Points Across Queensland? Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT
  • 9. Industry Best Practice Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Gain knowledge of industry Best Practice
  • 10. Structured Research Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Structured Research - Spatial Sciences Thesis How do we best inform vegetation Professor Stuart Phinn Director, Centre for Spatial management at local to regional Environmental Research (CSER) scales using LiDAR derived biophysical characteristics? Dr Tiffany Morrison Senior Lecturer in Environmental Planning
  • 11. Survey Method and Response Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Survey Method and Response ‘Snowball’ or ‘Chain-Referal’ Sampling survey of United States Landsat users: The population of Landsat users in the U.S. can be characterized as "unknown" because there is no list that contains contact information for every user in the U.S. from which to sample. Email Based
  • 12. Survey Method and Response Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Survey Response by Location South-east Australia Pacific Rim Queensland
  • 13. Survey Method and Response Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT 57% Response Rate 157 Completed Surveys
  • 14. Survey Method and Response Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT ABS Standard Professions Maybe 10,000 professionals within South-east Queensland (population 3 million) i.e. 0.3%
  • 15. Survey Method and Response Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Web-Based Survey Numerous examples across a broad range of areas 1) Respondent Backgrounds 2) LiDAR derived vegetation mapping information 3) Barriers and Additional Issues
  • 16. Survey Method and Response Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Twenty-Four Maps Height, FPC, Aggregated LiDAR Heights
  • 17. Survey Method and Response Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Seven Minutes of GIS Video Animation http://www.youtube.com/user/tobyclewett
  • 18. Spatial Cognition Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Spatial Cognition
  • 19. Spatial Cognition Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY How easy is it to Motivations Response Cognition Diversity in the Future by TOBY CLEWETT look at the colours in this map and determine the height of objects? 9 7 83 Clear (83%) Not Clear (7%) Unsure (9%)
  • 20. Spatial Cognition Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT
  • 21. Spatial Cognition Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Mapping Scale Frequency Parcel Street Suburb Regional National 1:1,000 1:5,000 1:50,000 1:100,000 1:500,000
  • 22. Spatial Cognition Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Question: at what Scale do you most often use Maps? “I most often•use parcel scale the most used (32%) mapping scale Parcel Scale was mapping. The scales I would use after that would be Spread with street (26%) Suburb Scale, and so on..” • Even Street Scale, then and suburb scales (23%)
  • 23. LiDAR Applications Diversity Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT ‘Vegetated Polygon Respondents chose Extents’ a list the from was of A Two Thirds Majority vegetation related most useful put ‘Leaf Area Index’ biophysical as less, Even Spreaduseful the least or not of characteristics. ‘Foliage indicates the Projectiveof uses diversity Cover’ But…11% thought is and for LiDAR data was ‘Most Useful’! Theyin ‘Height’ from rated them vegetation were the??? andtord ‘most useful’ 3 2nd management ‘least useful most useful’ Selection was optional
  • 24. LiDAR Applications Diversity Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT LiDAR Applications Diversity • regrowth or remnant vegetation status, age, bio-condition, or structure, optimising and planning field work • wildfire behaviour, prescribed burns, fuel loads and property buffers • land-cover classification, the built form, street trees, shade, suburban footpaths and recreation, urban vegetation corridors and heat island effects • flood modelling, riparian condition, status and structure • road corridor design
  • 25. LiDAR Applications Diversity Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Four Questions – Height, FPC, Software, Scaled e.g. …Would using Vegetation Height Mapping at a street scale (1:2,000), increase the efficiency, quality or consistency of your work? Briefly describe why/how in the text box below. • Very Likely • Likely • Unsure • Unlikely • Very Unlikely 71% Likely or Very Likely
  • 26. Coordination in the Future Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT 100 90 80 Barriers Feedback on this question was very 70 strong, with 87% of 60 50 40 39 respondents describing 40 31 21 barriers that may exist 30 20 11 to effectively utilise 10 LiDAR derived 0 maps, mapping products or GIS analyses in their work
  • 27. Coordination in the Future Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT Barriers Knowledge Systems Cost “Time to barrier. When LIDAR data is purchased, or “In terms of utilising LiDAR derived Computing power.” “Cost is ado so - do the processing. maps for the purpose of riparian the full range of analysis a knowledge/resource licensed,modelling, there is a bit ofproducts are seldom gap “Appropriate by the project that necessary it. Often it from on how to extract and utilise the purchased informationis budgeted for hardware to manage large volumes of data” LiDAR to provide for another project to require a different necessary to waitvaluable inputs into other environmental models.” product before the money can be found. This approach ultimately wastes both time and money.”
  • 28. Coordination in the Future Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT #%@*! Key Issues Quality Limitations Accuracy “Data quality (i.e. accuracy analysis of products). “Assessment of limitations Assessment of accuracy and confidence level of “Accuracy of the LiDAR; Field calibration/validation; LiDAR information (i.e. especially considering derivative information)” is able Comparison between different sensors topurposedata capture specifications and sensor type; ensure of the tomapping; available skills; data licensing” be compared.”
  • 29. Coordination in the Future Vegetation Mapping and Measurement using LiDAR Project Survey LiDAR Spatial Coordination Method and Applications INDUSTRY SURVEY Motivations Cognition in the Future Response Diversity by TOBY CLEWETT