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M. Khairul Bahri




                        Review Model
Which is the better end use efficiency or extraction efficiency?




                                         by :
                                 Muhamad Khairul Bahri




                     POSTGRADUATE PROGRAM DEVELOPMENT STUDI ES
        SCHOOL OF ARCHI TECTURE, PLANNI NG AND POLI CY DEVELOPMENT
                            I NSTI TUT TEKNOLOGI BANDUNG
                                        2008
M. Khairul Bahri

 Phenomenon: Efficiency in Natural Resource Utilization.
 Problem : Which is the better end use efficiency or extraction efficiency.

 This paper is a further task of Annababette Wills’s End-use or extraction efficiency in natural resource
 utilization: which is better ? (System Dynamics Review vol 14, 1998, page 163-188). Wills (1998) stated that
 end use efficiency is socially optimal for society need.

 Differ from Wills’s work, this paper focus on understanding dynamic interaction between two types of
 efficiency. My paper conclude that from starting time, end use efficiency is a very important factor but until
 its time, extraction efficiency will need more notice to support society need.
                                                          List Variables
                Endogenous                                        Exogenous                                 Excluded
 Cumulative Use, Cumulative Service               Cost Increased Unit (Resource)                  Government Subsidy on
 Demand (Resource)                                Maximum Subsitution Fraction (dimensionless)    technology development
 Effort Multiplier (Dimensionless)                Unit, unit cost , substitute price (US$/
 Actual Cost (US$/ Resource)                      Resource)
 Use Rate, Service Demand                         Subsititute Teechnology Adjustment, delay
 (Resource/year)                                  efficiency technology (year)
 Price/Service Unit (US$/ Resource)               Efficiency Initial (Technology)
 Subsitution Fraction,Potential                   Initial Market Size (resource/year)
 Subsitution Fraction (Dimensionless)             Market Growth Rate, percent invested
                                                  (dimensionless)
 Cost all efficiency type (US$/technology)
 Sales Revenue, R-D Investment
 (US$/year)
 All type Efficiency (Technology)
 Profit US$/year


 The first modified Model

                                                       Cumulative_Use
                                           Annual_demand
       sector mining
                                                                                          Profit_Loss
                             service_demand                                                                      RD_investment
                                                                     sales_revenue
                                                                                mining_margin
          ciu
Cumulative_Use
                effort_multiplier                            mining_selling_price_to_service           percent_RD

            unit_cost                                                                      operating_cost
                                    actual_cost
                                                                                            sector subsitution
                                                     extraction_efficiency
      sector service                                                    Annual_demandprice_per_service_unit
                                      end_use_efficiency
                                                            derivn_actual_cost price_subsitute         max_subsitution
price_per_service_unit
        market_size
                      substitution_fraction                                                             potential_subsitution_fraction
                                                             switch_1

                                     fraction_extraction_cost_dynamic

                         service_demand                                                                          subsitution_time
         unit                                                                   substitution_fraction
                                                  fract_extraction_cost_fixed               substitution_change_rate

                            cum_service_demand
                  service
 By modified Wills’s work, this model has new variables: Profit_Loss, Mining_Margin, Mining_selling_price
 to service, derivn_actual_cost (the first derivative of actual cost variable) and fract_extraction_cost_dynamic.
M. Khairul Bahri

In short words, this model work on two basic principles, if profit_loss > 0, then allocate it to RD_investment
and if derivn_actual_cost greater then RD allocation (research and development) for extraction also rise.
This model sums that we need interact dynamically between two efficiency, indeed extraction efficiency
need more allocation while extraction go to very expensive matter to support society need.

                                                                                                                                40                                                         3
cum_service_demand




                         2.500                                                                     1
                                                                                                                                                                                           1




                                                                                                            service_demand
                                                                                                                                30
                         2.000                                                                                                                                                 3
                                                                                           3
                         1.500                                                         2                                        20                                         2
                                                                                   1                                                                                   1
                         1.000
                                                                                                                                                              3
                                                                           3                                                    10                     12
                                 500                                  12                                                                    123
                                                            3
                                  01 2 3            12                                                                           01 2 3
                                   0               50                100        150             200                               0         50        100           150                  200
                                                                 Time                                                                                Time

                         6                                                                         3                             40                                                          3
price_per_service_unit




                         5

                                                                                                               actual_cost
                                                                                                                                 30
                         4                                                          23
                                                                                1
                         3                                                                                                       20                                              3
                                                                                                                                                                             2
                                                                                                                                                                         1
                         2                                           23
                                                                 1                                                               10
                         11 2                                                                                                                                  3
                                  3
                                              123                                                                                                         12
                         0                                                                                                        01 2 3    123
                             0                50                100            150              200                                0        50        100              150               200
                                                                Time                                                                                  Time


                         0,4                                                                   3
                                                                                                                                                                                         1
substitution_fraction




                                                                                                       Cumulative_Use




                         0,3                                                                                                    600
                                                                                                                                                                         23
                                                                                                                                                                    1
                         0,2                                                        23                                          400
                                                                               1                                                                          23
                                                                                                                                                      1
                         0,1                                                                                                    200
                                                                    3                                                                           23
                                                                 12                                                                         1
                         0,0 1 2 3             123                                                                               01 2 3
                             0                 50                100           150             200                                0         50        100          150                200
                                                                Time                                                                                 Time
Line 1 and 2 allocation of 15%, 20% for extraction                                                     DERIVN(actual_cost)
technology of sales revenue (switch_1=0). While                                                        GRAPH(derivn_actual_cost,0,0.1,[0,0.08,0.2,0.3,0.4,0.5,
switch_1 set 1, line 3 show that extraction efficiency                                                 0.6,0.65,0.7"Min:0;Max:1.5"])*(1-
has dynamics RD funding – as the right equation.                                                       switch_1)+switch_1*fract_extraction_cost_fixed
                         1,0 1                                                                                                  1,0 1 2 3
                                                                                                        extraction_efficiency




                                      2                                                                                                     3
 end_use_efficiency




                                          3                                                                                     0,8         1
                         0,8                                                                                                                    2     3
                                                                                                                                0,6                   1
                         0,6                   1
                                                    2                                                                                                     2
                                                        3                                                                       0,4
                         0,4                                                                                                                                       1
                                                                                                                                                                       23
                                                                  12                                                            0,2                                                  1
                                                                       3
                         0,2                                                    123
                                                                                                1                               0,0
                         0,0                                                                                                          0     50       100           150               200
                                  0            50                100           150             200                                                   Time
                                                                Time

The simulation shows that to fulfill society needs, we need dynamics interaction between two efficiency. The
right-above graph reveals that extraction efficiency more important since year 150.
M. Khairul Bahri



                                                                                       1                                                                                                 3
                                                                                                                               5
       Cumulative_Use




                                                                                                               Annual_demand
                        600                                                                                                                         2
                                                                             23                                                                1                               3         1
                                                                         1                                                     4                                                 2
                                                                                                                                               3                               1
                        400                                                                                                                                       123
                                                               23                                                              3
                                                           1
                        200                                                                                                    2
                                                 23
                                             1                                                                                         3
                            01 2 3                                                                                             11 2
                             0               50           100            150          200                                          0           50             100             150       200
                                                         Time                                                                                                 Time

       The second modified Model
       The second modified model based on addition of profit loss variable for two sector (mining and service). If
       actual cost greater then R&D for extraction cost rise. In service sector, if subsitution greater then we shall
       rise R&D for end use efficiency. For comprehensive view, how important combination between two
       efficiency, effort equation change to be ((1+(Cumulative_Use/ciu)^8) and simulation time set to 300 years-
       simulation.
                                                          +
                                                                     Extraction Effort

                                                                                                                           +
                                                                     -                                        Extraction Cost                      -
                        Cumulative Use
                                                                                                                                                                                                      End Use
                            +                                                               +                                                                                                         Efficiency
                                                          Potential Subsitution                                                    +
                                                                                                                                                                      Operating cost
                                                                                                     Selling price mining to service                          +              service                          +
                                                                                                     Service
                                                                                  +                  -                                                                                            -
                                                               Actual Subsitution                                                  +
                                                  -
                                                                                                                                                        + Sales Revenue                           RD Investment
             Annual Demand                                                                          Selling price in society                              Sector Service                            End Use
                                                      Market Size
                                                                                                                                                                                              +               +
                                         +                       +                -    -                                                                          +
                                                                                                                                                                                              Derivn Actual
                                                                                                                                                                                               Subsitution
                                                                     Service demand             -
                                                                                                                                                                                                              +
                                                                                                                                                                                         Actual Subsitution
Extraction Cost                      +                                                                    +
                                                                          +                                                            +                                         Extraction
                                                                                      Sales Revenue                                            RD Investment                     Efficiency
                                Operating cost                                        Sector Mining                                             Extraction
  +                     +          mining                                                                                                                                 +
    Derivn                                                                                                                                 -              +
Extraction Cost
M. Khairul Bahri

  By looking at causal loop we simply can conclude that RD for extraction efficiency rise while actual cost
  more expensively. In line with that, if subsitution rise then service sector tend to set greater RD funding for
  end use technology.

                                    End Use Efficiency-end value Extraction Efficiency-end value
                  Simulation 1                0,0720                         0,0787
                  Simulation 2                0,0342                         0,0553
                  Simulation 3                0,0698                         0,0608
                  Simulation 4                0,0332                         0,0430

  Simulation 1 : variable percen_RD_extraction dan percen_RD_end-use not increase.
  Simulation 2 variable percen_RD_extraction not increase while percen_RD_end-use increased twice;
  Simulation 3 : variable percen_RD_extraction set twice and percen_RD_end-use no incresae;
  Simulation 4 : variable percen_RD_extraction and percen_RD_end-use set twice together.

  Simulation reveals that increasing percen_RD_end-use force setting higher of extraction efficiency. This
  simply give us more understanding that society need two efficiency work together dynamically.
                                                       Cumulative_Use
                                           Annual_demand
       sector mining
                                                                                 Profit_Loss_Mining_Sector
                            service_demand
                                                                       sales_revenue                         RD_extraction_tech
           ciu
                                                                              mining_margin
 Cumulative_Use
               effort_multiplier           selling_price_mining_to_service
               unit_cost                                                        operating_cost_mining_sector
                                                                                                     percent_RD_extraction
                                actual_cost         extraction_efficiency
                                      end_use_efficiency                    Annual_demand
  derivn_actual_cost
                                        percent_RD_extraction                               sector subsitution

                                                                                       price_per_service_unit

                                                                                 price_subsitute     max_subsitution
               sector service

                                  operating_cost_sektor_service
               selling_price_in_society                                                             potential_subsitution_fraction
  end_use_efficiency
                                                         service_demand
                                   service_margin
                                                                                                            subsitution_time
price_per_service_unit                                                        substitution_fraction
                                                             Profit_Loss_Service
                                                                                          substitution_change_rate
   market_size     substitution_fraction

                                selling_price_mining_to_service


                       service_demand                                         market_growth_rate
                                    sales_revenue_service
        unit                                                                                       sector market

                       cum_service_demand
                                                                             market_size           previos_ms_x_mkt_growth
                 service        percent_RD_end_use

 Profit_Loss_Service
                                                                                              previous_market_size
               RD_end_use_tech

                                                                                     initial_market_size
  substitution_fraction
                       derivn_SF
M. Khairul Bahri




                                                                                                                                          cum_service_demand
                            20
service_demand                                                                                                                                                                                                                             4       2
                                                                           24               4
                                                                                                                                                               3.000                                                           4 2
                            15                   2                4                     2                                                                                                                                  2
                                                                                                                                                                                                                       4
                                                 1            2                                                                                                2.000                                      2
                            10                                                                       24                                                                                                 4
                                             4           4                     3                                                                                                                      2       3                        13          1
                                                     3        13           1                                                                                   1.000                                      3 1
                            5                                                           13
                                                                                                                2                                                                                  4 13 1
                                         3                                                           13                                                                            23
                                                                                                                                                                                 1
                                                                                                                1                                                       01 2 3 4
                            01 2
                                                                                                                                                                         0     50 100                     150          200         250             300
                                 0           50              100           150         200          250     300
                                                                       Time                                                                                                                               Time

                            10
price_per_service_unit




                                                                                       34123412341                                                             200
                                                                               12                                                                                                                                                                      2
                                                                       3                                                                                                                                                                       4
                                                               12                                                                                              150                                                                      2
                                                                                                                                                                                                                                   4




                                                                                                                                          actual_cost
                                                             34                                                                                                                                                                2
                            5                                4                                                                                                                                                         4
                                                                                                                                                               100
                                                         2                                                                                                                                                         2                                   1
                                                                                                                                                                                                                                        13
                                                     1                                                                                                                                                        4                13
                                                                                                                                                                50                                        2        13
                                 123                                                                                                                                                                          3
                                             4                                                                                                                                                        1
                            0                                                                                                                                                   4
                                                                                                                                                                 01 2 3 4 1 2 3
                                 0           50               100          150          200           250       300
                                                                                                                                                                  0      50   100                         150           200            250           300
                                                                           Time
                                                                                                                                                                                                      Time

                            1,0 1                                                                                                                     1,0 1
                                         2                                                                                                                          2
                                                                                                                                                                        3
                                             3                                                                                                                          4
                            0,8                                                                                                                       0,8
                                                 41
    extraction_efficiency




                                                                                                                            end_use_efficiency




                                                                                                                                                                             1
                            0,6                      3                                                                                                0,6
                                                         2                                                                                                                   23
                                                         4
                                                                                                                                                                                 4
                            0,4                                                                                                                       0,4


                                                                                                                                                                                             1
                            0,2                                    1                                                                                  0,2                                    23
                                                                       2                                                                                                                      4
                                                                           3                                                                                                                               1
                                                                                   1                                                                                                                               3       1
                                                                               4       23       1                                                                                                                                  3       1
                                                                                            4       234123              1                                                                                      2       4       2       4       2
                                                                                                                                                                                                                                                   3       1
                                                                                                                    4                                 0,0                                                                                              4
                            0,0
                                     0               50           100          150           200          250       300                                         0            50              100          150           200             250              300
                                                                               Time                                                                                                                   Time

                            1,0
                                                                           1234 1234 12                                                                                                                                       4
                                                                                                                                                                                                                       4 24 2
 substitution_fraction




                            0,8                                                                                                                   500                                                             23      3 13
                                                                                                                            Cumulative_Use




                                                                  34                                                                                                                                  4                 1
                                                                                                                                                                                                              1
                                                                                                                                                  400                                            23
                            0,6                                12                                                                                                                            1
                                                                                                                                                  300                                    4
                                                              3                                                                                                                      3
                            0,4                                                                                                                                                  2
                                                              4                                                                                   200
                                                                                                                                                                             1
                            0,2                                                                                                                   100
                                                          2                                                                                                                 4
                                                     1
                            0,0 1 2 3 4                                                                                                                        01 2 3
                                0     50                      100          150         200          250     300                                                 0     50                 100       150            200          250             300
                                                                       Time                                                                                                                      Time

This simulation has wider conclusion that extraction, end use dan subsitution (technology) has dependent and
important rules to fulfill society need. While non renewable resource tend to scarce , subsitution technology
will has very important concern.
M. Khairul Bahri


                                                                    sektor technology
                                                                    end_use_efficiency_delayed
                                                cost_end_use_efficiency



                                                                                            delay_time

                                                     end_use_efficiency_expected
                                         efficiency_initial                  RD_end_use_tech


                             best_end_use_efficiency



                                                                          end_use_efficiency
                                   best_end_in_use

                                                                    average_end_use_efficiency


                                           technology_residence_time
                                                                            old_end_use_out
                        extraction_tech_advanced
                                                                            best_extraction_tech_in
     best_extraction_technology
                                               RD_extraction_tech

                                                          best_extraction_technology
   extraction_technology_initial

                   cost_extract_tech_advance

                                           extraction_tech_change_delayed
                                                                                  extraction_tech_res_time
              avg_extract_efficiency delay_time
extraction_efficiency

                                                              avg_extract_efficiency
                                              old_extraction_tech_out

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Enduse Extract Efficiency

  • 1. M. Khairul Bahri Review Model Which is the better end use efficiency or extraction efficiency? by : Muhamad Khairul Bahri POSTGRADUATE PROGRAM DEVELOPMENT STUDI ES SCHOOL OF ARCHI TECTURE, PLANNI NG AND POLI CY DEVELOPMENT I NSTI TUT TEKNOLOGI BANDUNG 2008
  • 2. M. Khairul Bahri Phenomenon: Efficiency in Natural Resource Utilization. Problem : Which is the better end use efficiency or extraction efficiency. This paper is a further task of Annababette Wills’s End-use or extraction efficiency in natural resource utilization: which is better ? (System Dynamics Review vol 14, 1998, page 163-188). Wills (1998) stated that end use efficiency is socially optimal for society need. Differ from Wills’s work, this paper focus on understanding dynamic interaction between two types of efficiency. My paper conclude that from starting time, end use efficiency is a very important factor but until its time, extraction efficiency will need more notice to support society need. List Variables Endogenous Exogenous Excluded Cumulative Use, Cumulative Service Cost Increased Unit (Resource) Government Subsidy on Demand (Resource) Maximum Subsitution Fraction (dimensionless) technology development Effort Multiplier (Dimensionless) Unit, unit cost , substitute price (US$/ Actual Cost (US$/ Resource) Resource) Use Rate, Service Demand Subsititute Teechnology Adjustment, delay (Resource/year) efficiency technology (year) Price/Service Unit (US$/ Resource) Efficiency Initial (Technology) Subsitution Fraction,Potential Initial Market Size (resource/year) Subsitution Fraction (Dimensionless) Market Growth Rate, percent invested (dimensionless) Cost all efficiency type (US$/technology) Sales Revenue, R-D Investment (US$/year) All type Efficiency (Technology) Profit US$/year The first modified Model Cumulative_Use Annual_demand sector mining Profit_Loss service_demand RD_investment sales_revenue mining_margin ciu Cumulative_Use effort_multiplier mining_selling_price_to_service percent_RD unit_cost operating_cost actual_cost sector subsitution extraction_efficiency sector service Annual_demandprice_per_service_unit end_use_efficiency derivn_actual_cost price_subsitute max_subsitution price_per_service_unit market_size substitution_fraction potential_subsitution_fraction switch_1 fraction_extraction_cost_dynamic service_demand subsitution_time unit substitution_fraction fract_extraction_cost_fixed substitution_change_rate cum_service_demand service By modified Wills’s work, this model has new variables: Profit_Loss, Mining_Margin, Mining_selling_price to service, derivn_actual_cost (the first derivative of actual cost variable) and fract_extraction_cost_dynamic.
  • 3. M. Khairul Bahri In short words, this model work on two basic principles, if profit_loss > 0, then allocate it to RD_investment and if derivn_actual_cost greater then RD allocation (research and development) for extraction also rise. This model sums that we need interact dynamically between two efficiency, indeed extraction efficiency need more allocation while extraction go to very expensive matter to support society need. 40 3 cum_service_demand 2.500 1 1 service_demand 30 2.000 3 3 1.500 2 20 2 1 1 1.000 3 3 10 12 500 12 123 3 01 2 3 12 01 2 3 0 50 100 150 200 0 50 100 150 200 Time Time 6 3 40 3 price_per_service_unit 5 actual_cost 30 4 23 1 3 20 3 2 1 2 23 1 10 11 2 3 3 123 12 0 01 2 3 123 0 50 100 150 200 0 50 100 150 200 Time Time 0,4 3 1 substitution_fraction Cumulative_Use 0,3 600 23 1 0,2 23 400 1 23 1 0,1 200 3 23 12 1 0,0 1 2 3 123 01 2 3 0 50 100 150 200 0 50 100 150 200 Time Time Line 1 and 2 allocation of 15%, 20% for extraction DERIVN(actual_cost) technology of sales revenue (switch_1=0). While GRAPH(derivn_actual_cost,0,0.1,[0,0.08,0.2,0.3,0.4,0.5, switch_1 set 1, line 3 show that extraction efficiency 0.6,0.65,0.7"Min:0;Max:1.5"])*(1- has dynamics RD funding – as the right equation. switch_1)+switch_1*fract_extraction_cost_fixed 1,0 1 1,0 1 2 3 extraction_efficiency 2 3 end_use_efficiency 3 0,8 1 0,8 2 3 0,6 1 0,6 1 2 2 3 0,4 0,4 1 23 12 0,2 1 3 0,2 123 1 0,0 0,0 0 50 100 150 200 0 50 100 150 200 Time Time The simulation shows that to fulfill society needs, we need dynamics interaction between two efficiency. The right-above graph reveals that extraction efficiency more important since year 150.
  • 4. M. Khairul Bahri 1 3 5 Cumulative_Use Annual_demand 600 2 23 1 3 1 1 4 2 3 1 400 123 23 3 1 200 2 23 1 3 01 2 3 11 2 0 50 100 150 200 0 50 100 150 200 Time Time The second modified Model The second modified model based on addition of profit loss variable for two sector (mining and service). If actual cost greater then R&D for extraction cost rise. In service sector, if subsitution greater then we shall rise R&D for end use efficiency. For comprehensive view, how important combination between two efficiency, effort equation change to be ((1+(Cumulative_Use/ciu)^8) and simulation time set to 300 years- simulation. + Extraction Effort + - Extraction Cost - Cumulative Use End Use + + Efficiency Potential Subsitution + Operating cost Selling price mining to service + service + Service + - - Actual Subsitution + - + Sales Revenue RD Investment Annual Demand Selling price in society Sector Service End Use Market Size + + + + - - + Derivn Actual Subsitution Service demand - + Actual Subsitution Extraction Cost + + + + Extraction Sales Revenue RD Investment Efficiency Operating cost Sector Mining Extraction + + mining + Derivn - + Extraction Cost
  • 5. M. Khairul Bahri By looking at causal loop we simply can conclude that RD for extraction efficiency rise while actual cost more expensively. In line with that, if subsitution rise then service sector tend to set greater RD funding for end use technology. End Use Efficiency-end value Extraction Efficiency-end value Simulation 1 0,0720 0,0787 Simulation 2 0,0342 0,0553 Simulation 3 0,0698 0,0608 Simulation 4 0,0332 0,0430 Simulation 1 : variable percen_RD_extraction dan percen_RD_end-use not increase. Simulation 2 variable percen_RD_extraction not increase while percen_RD_end-use increased twice; Simulation 3 : variable percen_RD_extraction set twice and percen_RD_end-use no incresae; Simulation 4 : variable percen_RD_extraction and percen_RD_end-use set twice together. Simulation reveals that increasing percen_RD_end-use force setting higher of extraction efficiency. This simply give us more understanding that society need two efficiency work together dynamically. Cumulative_Use Annual_demand sector mining Profit_Loss_Mining_Sector service_demand sales_revenue RD_extraction_tech ciu mining_margin Cumulative_Use effort_multiplier selling_price_mining_to_service unit_cost operating_cost_mining_sector percent_RD_extraction actual_cost extraction_efficiency end_use_efficiency Annual_demand derivn_actual_cost percent_RD_extraction sector subsitution price_per_service_unit price_subsitute max_subsitution sector service operating_cost_sektor_service selling_price_in_society potential_subsitution_fraction end_use_efficiency service_demand service_margin subsitution_time price_per_service_unit substitution_fraction Profit_Loss_Service substitution_change_rate market_size substitution_fraction selling_price_mining_to_service service_demand market_growth_rate sales_revenue_service unit sector market cum_service_demand market_size previos_ms_x_mkt_growth service percent_RD_end_use Profit_Loss_Service previous_market_size RD_end_use_tech initial_market_size substitution_fraction derivn_SF
  • 6. M. Khairul Bahri cum_service_demand 20 service_demand 4 2 24 4 3.000 4 2 15 2 4 2 2 4 1 2 2.000 2 10 24 4 4 4 3 2 3 13 1 3 13 1 1.000 3 1 5 13 2 4 13 1 3 13 23 1 1 01 2 3 4 01 2 0 50 100 150 200 250 300 0 50 100 150 200 250 300 Time Time 10 price_per_service_unit 34123412341 200 12 2 3 4 12 150 2 4 actual_cost 34 2 5 4 4 100 2 2 1 13 1 4 13 50 2 13 123 3 4 1 0 4 01 2 3 4 1 2 3 0 50 100 150 200 250 300 0 50 100 150 200 250 300 Time Time 1,0 1 1,0 1 2 2 3 3 4 0,8 0,8 41 extraction_efficiency end_use_efficiency 1 0,6 3 0,6 2 23 4 4 0,4 0,4 1 0,2 1 0,2 23 2 4 3 1 1 3 1 4 23 1 3 1 4 234123 1 2 4 2 4 2 3 1 4 0,0 4 0,0 0 50 100 150 200 250 300 0 50 100 150 200 250 300 Time Time 1,0 1234 1234 12 4 4 24 2 substitution_fraction 0,8 500 23 3 13 Cumulative_Use 34 4 1 1 400 23 0,6 12 1 300 4 3 3 0,4 2 4 200 1 0,2 100 2 4 1 0,0 1 2 3 4 01 2 3 0 50 100 150 200 250 300 0 50 100 150 200 250 300 Time Time This simulation has wider conclusion that extraction, end use dan subsitution (technology) has dependent and important rules to fulfill society need. While non renewable resource tend to scarce , subsitution technology will has very important concern.
  • 7. M. Khairul Bahri sektor technology end_use_efficiency_delayed cost_end_use_efficiency delay_time end_use_efficiency_expected efficiency_initial RD_end_use_tech best_end_use_efficiency end_use_efficiency best_end_in_use average_end_use_efficiency technology_residence_time old_end_use_out extraction_tech_advanced best_extraction_tech_in best_extraction_technology RD_extraction_tech best_extraction_technology extraction_technology_initial cost_extract_tech_advance extraction_tech_change_delayed extraction_tech_res_time avg_extract_efficiency delay_time extraction_efficiency avg_extract_efficiency old_extraction_tech_out