diff --git a/GAMS/IntExtOpt.gms b/GAMS/IntExtOpt.gms
index 7099ae52b3556cf0dcdb0b6bc0012b59076bd362..5a9c85cebe9439fe58c4b82433d1e58604af640e 100644
--- a/GAMS/IntExtOpt.gms
+++ b/GAMS/IntExtOpt.gms
@@ -1,5 +1,5 @@
- SET all_types / monogastrics, ruminants, wheat, maize, rice, oilcropsNFix, oilcropsOther, pulses, starchyRoots, fruitveg, sugar, energycrops, pasture, setaside, roundwood, fuelwood, carbonCredits, solarEnergy /;
+ SET all_types / monogastrics, ruminants, wheat, maize, rice, oilcropsNFix, oilcropsOther, pulses, starchyRoots, fruitveg, sugar, energycrops, pasture, setaside, roundwood, fuelwood, carbonCredits, energyPV, energyAV /;
SET crop(all_types) / wheat, maize, rice, oilcropsNFix, oilcropsOther, pulses, starchyRoots, fruitveg, sugar, energycrops, pasture, setaside /;
SET crop_less_pasture(crop) / wheat, maize, rice, oilcropsNFix, oilcropsOther, pulses, starchyRoots, fruitveg, sugar, energycrops , setaside /;
@@ -97,7 +97,7 @@
PARAMETER monoculturePenalty(crop);
-*$gdxin "/Users/bart/Documents/PLUM_Output/calib_forest/GamsTmp/loc11259277471310595105/_gams_java_gdb1.gdx"
+*$gdxin "/Users/bart/Documents/PLUM_Output/calib_forest/GamsTmp/China2020landuse.gdx"
$gdxin %gdxincname%
$load location, suitableLandArea, demand
$load previousCropArea, previousFertIntensity, previousIrrigIntensity, previousOtherIntensity, previousRuminantFeed, previousMonogastricFeed, previousImportAmount, previousExportAmount
@@ -225,7 +225,8 @@ totalLandArea(location) = sum((land_cover, protection), previousLandCoverArea(la
ROUNDWOOD_DEMAND_CONSTRAINT satisfy roundwood demand (can only by obtained from older trees)
FORESTRY_NPV_CALC(location) net present value of wood production (Faustmann's formula)
- SOLAR_ENERGY_DEMAND_CONSTRAINT energy production equals consumption
+ PV_ENERGY_DEMAND_CONSTRAINT energy produced from photovoltaics
+ AV_ENERGY_DEMAND_CONSTRAINT energy produced from agrivoltaics
MAX_PHOTOVOLTAICS_CONSTRAINT(protection, location)
MAX_AGRIVOLTAICS_CONSTRAINT(protection, location)
@@ -361,8 +362,10 @@ totalLandArea(location) = sum((land_cover, protection), previousLandCoverArea(la
*********** Energy *********************
- SOLAR_ENERGY_DEMAND_CONSTRAINT .. sum((solar_land, location), solarEnergyDensity(solar_land, location) * landCoverArea(solar_land, 'unprotected', location)) =E= demand('solarEnergy') - importAmount('solarEnergy');
+ PV_ENERGY_DEMAND_CONSTRAINT .. sum(location, solarEnergyDensity('photovoltaics', location) * landCoverArea('photovoltaics', 'unprotected', location)) =E= demand('energyPV') - importAmount('energyPV');
+ AV_ENERGY_DEMAND_CONSTRAINT .. sum(location, solarEnergyDensity('agrivoltaics', location) * landCoverArea('agrivoltaics', 'unprotected', location)) =E= demand('energyAV') - importAmount('energyAV');
+
*************** Trade *******************************
IMPORTS_CALC(import_types) .. importAmount(import_types) =E= feedImportAmount(import_types) + otherImportAmount(import_types);
@@ -379,6 +382,10 @@ totalLandArea(location) = sum((land_cover, protection), previousLandCoverArea(la
* No imports or exports of pasture allowed
exportAmount.FX('pasture') = 0;
+
+* Allow energy import if strictly necessary
+ maxNetImport('energyPV') = demand('energyPV');
+ maxNetImport('energyAV') = demand('energyAV');
************ Total Net Present Value ******************************
@@ -395,8 +402,6 @@ totalLandArea(location) = sum((land_cover, protection), previousLandCoverArea(la
- sum((feed_crop, animal), feedCostCalib(feed_crop) * feed(animal, feed_crop))
* Forest base cost
- sum((managed_forest, location, protection), forestBaseCost(managed_forest) * landCoverArea(managed_forest, protection, location))
-* Allow solar energy import in case cannot produce enough domestically. 10x penalty
- - importAmount('solarEnergy') * energyPrice * 10
) * discountFactor
* NPV of wood production
+ sum(location, forestryNPV(location))
@@ -414,6 +419,8 @@ totalLandArea(location) = sum((land_cover, protection), previousLandCoverArea(la
- sum(crop, monoculturePenalty(crop) * sum(location, sqr(cropProd(crop, location))) / (sum(location, cropProd(crop, location)) + 0.01))
* Small reward for increasing natural area to allow land abandonment
+ 0.0001 * sum((location, protection, land_cover), landCoverChange(land_cover, 'natural', protection, location))
+* Allow solar energy import in case cannot produce enough domestically. 100x penalty
+ - 1e6 * (importAmount('energyPV') + importAmount('energyAV'))
;
diff --git a/data/energy_demand.csv b/data/energy_demand.csv
index f6a826ce3bd50a1dfa3e5801cf387e63c1b6fa55..bd6a2b871b6f10a8282332a9dd5d24ee497855fd 100644
--- a/data/energy_demand.csv
+++ b/data/energy_demand.csv
@@ -1,3078 +1,9232 @@
-Year,Iso3,Solar_TWh,Bioenergy1stGen_TWh,Bioenergy2ndGen_TWh
-2020,AFG,0.038626056,0.13019536535711998,2.125208409282965e-4
-2025,AFG,0.048153911946,0.13019536535711998,0.03961361393445001
-2030,AFG,0.408366,0.13019536535711998,0.13074818089859225
-2035,AFG,1.302882,0.13019536535711998,1.3727054621562886
-2040,AFG,3.422496,0.13019536535711998,1.938027829914957
-2045,AFG,8.478456,0.13019536535711998,1.3127462718803002
-2050,AFG,16.43187,0.13019536535711998,0.0025124004925556926
-2055,AFG,27.768888000000004,0.13019536535711998,0.0031267520511454447
-2060,AFG,44.648016,0.13019536535711998,0.003737303656276327
-2065,AFG,64.07457000000001,0.13019536535711998,0.0044151206475047285
-2070,AFG,89.607168,0.13019536535711998,0.005092937638733129
-2075,AFG,123.4821,0.13019536535711998,0.005626012128670362
-2080,AFG,166.379976,0.13019536535711998,0.006159086618607594
-2085,AFG,209.35563599999998,0.13019536535711998,0.006580708623780909
-2090,AFG,259.31241,0.13019536535711998,0.007002330628954224
-2095,AFG,308.063532,0.13019536535711998,0.007150873179156759
-2100,AFG,361.365018,0.13019536535711998,0.0072994157293592935
-2020,AGO,0.012875352,0.7372447296677399,0.0037911464166293174
-2025,AGO,0.10937596380200001,0.7372447296677399,0.21983806144215065
-2030,AGO,0.9722999999999999,0.7372447296677399,0.6328724875733815
-2035,AGO,2.372412,0.7372447296677399,1.2330095136843437
-2040,AGO,4.725378,0.7372447296677399,5.166261512502711
-2045,AGO,8.672916,0.7372447296677399,14.70382433527451
-2050,AGO,14.953973999999999,0.7372447296677399,29.328724764317133
-2055,AGO,22.576806,0.7372447296677399,22.78544732024609
-2060,AGO,35.48895,0.7372447296677399,15.74898853037777
-2065,AGO,48.653892,0.7372447296677399,11.418632089417514
-2070,AGO,63.568974000000004,0.7372447296677399,7.088275648457255
-2075,AGO,83.26777200000001,0.7372447296677399,4.765691758945883
-2080,AGO,105.06673799999999,0.7372447296677399,2.443107869434512
-2085,AGO,128.88808799999998,0.7372447296677399,1.5606483501074497
-2090,AGO,154.556808,0.7372447296677399,0.6781888307803876
-2095,AGO,178.78652399999999,0.7372447296677399,0.3411311350423407
-2100,AGO,204.37745999999999,0.7372447296677399,0.004073439304293813
-2020,ALB,0.019313028,0.33127292215331994,0.006736169595772787
-2025,ALB,0.05674058691,0.33127292215331994,0.4574237617102782
-2030,ALB,0.447258,0.33127292215331994,1.023403943661972
-2035,ALB,0.816732,0.33127292215331994,1.3377413736203203
-2040,ALB,1.1278679999999999,0.33127292215331994,2.9241333840407466
-2045,ALB,1.400112,0.33127292215331994,2.635570898321817
-2050,ALB,1.614018,0.33127292215331994,4.000998965399887
-2055,ALB,1.9640459999999997,0.33127292215331994,3.917492752996475
-2060,ALB,2.450196,0.33127292215331994,3.1914769888048418
-2065,ALB,2.6835479999999996,0.33127292215331994,3.596603447256019
-2070,ALB,2.9168999999999996,0.33127292215331994,4.0017299057071956
-2075,ALB,3.3447120000000004,0.33127292215331994,5.1007226067500655
-2080,ALB,3.79197,0.33127292215331994,6.1997153077929354
-2085,ALB,4.025322,0.33127292215331994,6.571992725325041
-2090,ALB,4.2781199999999995,0.33127292215331994,6.944270142857145
-2095,ALB,4.492026,0.33127292215331994,6.15320764651754
-2100,ALB,4.725378,0.33127292215331994,5.362145150177936
-2020,ARE,3.334716168,0.4916242433297999,4.371109787234049e-4
-2025,ARE,4.017300741608,0.4916242433297999,0.0013760236386186314
-2030,ARE,26.368775999999997,0.4916242433297999,0.07538094607899257
-2035,ARE,39.76707,0.4916242433297999,0.09824531070727538
-2040,ARE,42.450618,0.4916242433297999,0.36214036122861865
-2045,ARE,41.011613999999994,0.4916242433297999,0.25337171430990696
-2050,ARE,42.58674,0.4916242433297999,0.277931275146009
-2055,ARE,55.771128,0.4916242433297999,0.41222149605291225
-2060,ARE,74.53651799999999,0.4916242433297999,0.4682695309587523
-2065,ARE,86.98195799999999,0.4916242433297999,0.4633427438702694
-2070,ARE,99.56352,0.4916242433297999,0.45841595678178654
-2075,ARE,115.178658,0.4916242433297999,0.3824915704080153
-2080,ARE,130.832688,0.4916242433297999,0.30656718403424404
-2085,ARE,141.97524599999997,0.4916242433297999,0.22199763031529313
-2090,ARE,152.670546,0.4916242433297999,0.13742807659634224
-2095,ARE,157.532046,0.4916242433297999,0.07791299660073105
-2100,ARE,161.479584,0.4916242433297999,0.01839791660511986
-2020,ARG,0.8626485839999999,41.04022755362502,0.03993242697238597
-2025,ARG,12.563702990636003,41.04022755362502,3.27811866122422
-2030,ARG,116.014836,41.04022755362502,11.459889514233636
-2035,ARG,204.08577,41.04022755362502,20.752692923193624
-2040,ARG,257.290026,41.04022755362502,40.82522839881772
-2045,ARG,285.07836,41.04022755362502,74.60670903421949
-2050,ARG,308.80248,41.04022755362502,119.83088675011817
-2055,ARG,340.98561,41.04022755362502,164.49526595415938
-2060,ARG,387.014292,41.04022755362502,195.0846488357686
-2065,ARG,394.8315840000001,41.04022755362502,182.95141946629417
-2070,ARG,400.859844,41.04022755362502,170.81819009681976
-2075,ARG,412.624674,41.04022755362502,162.02161548220081
-2080,ARG,422.386566,41.04022755362502,153.22504086758187
-2085,ARG,414.1997999999999,41.04022755362502,157.56172892356892
-2090,ARG,405.81857399999996,41.04022755362502,161.89841697955598
-2095,ARG,397.84571400000004,41.04022755362502,171.51312172884113
-2100,ARG,391.62299399999995,41.04022755362502,181.12782647812628
-2020,ARM,0.09012746400000007,0.07600176299142,5.891294294913033e-4
-2025,ARM,2.156169177932,0.07600176299142,0.043635209347157956
-2030,ARM,6.8061,0.07600176299142,0.14611784731088764
-2035,ARM,7.836738,0.07600176299142,0.4181461216785
-2040,ARM,9.781338,0.07600176299142,0.9626441091000253
-2045,ARM,11.298126,0.07600176299142,1.4363428235236801
-2050,ARM,10.831422,0.07600176299142,1.3007582511789582
-2055,ARM,11.823168,0.07600176299142,1.5482592677716391
-2060,ARM,13.262172,0.07600176299142,1.8572810972136222
-2065,ARM,13.864998,0.07600176299142,1.8158320244864188
-2070,ARM,14.370593999999997,0.07600176299142,1.7743829517592153
-2075,ARM,15.051203999999998,0.07600176299142,1.7328418124464084
-2080,ARM,15.712367999999998,0.07600176299142,1.6913006731336016
-2085,ARM,16.606884,0.07600176299142,1.5630841278652747
-2090,ARM,17.559738,0.07600176299142,1.4348675825969477
-2095,ARM,18.162564,0.07600176299142,1.20668632529648
-2100,ARM,18.998742,0.07600176299142,0.978505067996012
-2020,AUS,8.24891706848,2.30675088597702,3.263550005842231e-4
-2025,AUS,47.59131648641947,2.30675088597702,0.022109339682147826
-2030,AUS,219.56478600000003,2.30675088597702,0.03570735824855119
-2035,AUS,270.921672,2.30675088597702,0.03213164678885412
-2040,AUS,290.7177,2.30675088597702,0.03190677396780966
-2045,AUS,287.43132599999996,2.30675088597702,0.03229248
-2050,AUS,277.358298,2.30675088597702,0.03352057375024277
-2055,AUS,281.75309400000003,2.30675088597702,0.0346490200602669
-2060,AUS,296.901528,2.30675088597702,0.03521901975658081
-2065,AUS,315.939162,2.30675088597702,0.03822444354991763
-2070,AUS,334.70455200000004,2.30675088597702,0.04122986734325445
-2075,AUS,362.86236,2.30675088597702,0.0433786887151704
-2080,AUS,391.117398,2.30675088597702,0.04552751008708635
-2085,AUS,404.16566399999994,2.30675088597702,0.045038395509253815
-2090,AUS,417.31116000000003,2.30675088597702,0.04454928093142127
-2095,AUS,430.690008,2.30675088597702,0.044837913434201515
-2100,AUS,443.7771659999999,2.30675088597702,0.04512654593698177
-2020,AUT,0.022966226159999915,4.32039734789628,0.008918384435593939
-2025,AUT,5.15917713884463,4.32039734789628,1.061658639024792
-2030,AUT,30.355205999999995,4.32039734789628,3.853977060727871
-2035,AUT,36.422357999999996,4.32039734789628,3.1110571691279287
-2040,AUT,40.875492,4.32039734789628,2.940192292441688
-2045,AUT,40.525464,4.32039734789628,1.3763323980268987
-2050,AUT,38.716986,4.32039734789628,1.93848900936982
-2055,AUT,38.853108,4.32039734789628,1.868104861268599
-2060,AUT,38.658648,4.32039734789628,1.9334224980393906
-2065,AUT,39.747623999999995,4.32039734789628,1.4634574511579348
-2070,AUT,40.817153999999995,4.32039734789628,0.9934924042764791
-2075,AUT,43.247904,4.32039734789628,0.8605430459567435
-2080,AUT,45.425855999999996,4.32039734789628,0.7275936876370078
-2085,AUT,45.289733999999996,4.32039734789628,0.36486041940954433
-2090,AUT,44.998044,4.32039734789628,0.0021271511820808954
-2095,AUT,44.181312000000005,4.32039734789628,0.002028771306612695
-2100,AUT,43.209012,4.32039734789628,0.001930391431144494
-2020,AZE,0.03218838000000003,0.76857134369904,0.0013746353354797077
-2025,AZE,2.499233046212,0.76857134369904,0.08929125344754449
-2030,AZE,20.204394,0.76857134369904,0.1069154980323568
-2035,AZE,25.299245999999997,0.76857134369904,0.2774969716593682
-2040,AZE,28.507836,0.76857134369904,0.9560955097183923
-2045,AZE,35.022246,0.76857134369904,3.387311150662796
-2050,AZE,36.500142000000004,0.76857134369904,8.941134386744684
-2055,AZE,40.681032,0.76857134369904,11.684109135174955
-2060,AZE,47.234334,0.76857134369904,12.027112423529411
-2065,AZE,52.076388,0.76857134369904,11.536323149115262
-2070,AZE,57.540713999999994,0.76857134369904,11.045533874701114
-2075,AZE,63.841218,0.76857134369904,11.065165136243072
-2080,AZE,70.33618200000001,0.76857134369904,11.08479639778503
-2085,AZE,78.425718,0.76857134369904,11.131232964559274
-2090,AZE,87.195864,0.76857134369904,11.177669531333517
-2095,AZE,94.19642400000001,0.76857134369904,11.258709079525184
-2100,AZE,101.37199799999999,0.76857134369904,11.339748627716851
-2020,BDI,0.006437676000000006,0.01070173860588,7.023242713281385e-5
-2025,BDI,0.14334640873,0.01070173860588,0.011738352116848884
-2030,BDI,0.602826,0.01070173860588,0.02936110047210477
-2035,BDI,1.1278679999999999,0.01070173860588,0.06864884394159662
-2040,BDI,2.100168,0.01070173860588,0.32464048507601007
-2045,BDI,4.608701999999999,0.01070173860588,1.1801104821075612
-2050,BDI,10.773083999999999,0.01070173860588,2.3710966062010517
-2055,BDI,19.834919999999997,0.01070173860588,1.978157805937763
-2060,BDI,34.011054,0.01070173860588,1.4743847396815486
-2065,BDI,47.564916000000004,0.01070173860588,1.0991570715374417
-2070,BDI,61.66326599999999,0.01070173860588,0.7239294033933348
-2075,BDI,79.90361399999999,0.01070173860588,0.5093324002163363
-2080,BDI,97.871718,0.01070173860588,0.2947353970393379
-2085,BDI,114.400818,0.01070173860588,0.18717850695636296
-2090,BDI,129.938172,0.01070173860588,0.07962161687338803
-2095,BDI,142.791978,0.01070173860588,0.040037184490735483
-2100,BDI,154.79016,0.01070173860588,4.5275210808292575e-4
-2020,BEL,0.12757989321000016,9.659994980021398,0.006429085587522597
-2025,BEL,7.038506056087029,9.659994980021398,0.7814396462349564
-2030,BEL,48.12884999999999,9.659994980021398,2.9127980578185095
-2035,BEL,66.99146999999999,9.659994980021398,2.695054135561543
-2040,BEL,77.00616,9.659994980021398,2.7065297759272635
-2045,BEL,76.928376,9.659994980021398,1.309718881409514
-2050,BEL,74.555964,9.659994980021398,1.9468087046890035
-2055,BEL,73.70034,9.659994980021398,1.9761908568206747
-2060,BEL,72.96139199999999,9.659994980021398,2.1244473966147113
-2065,BEL,75.411588,9.659994980021398,1.6812647661840339
-2070,BEL,77.861784,9.659994980021398,1.2380821357533565
-2075,BEL,83.151096,9.659994980021398,1.0875201943893955
-2080,BEL,88.14871799999999,9.659994980021398,0.9369582530254345
-2085,BEL,88.790436,9.659994980021398,0.4699105705549703
-2090,BEL,89.21824799999999,9.659994980021398,0.0028628880845062077
-2095,BEL,88.498746,9.659994980021398,0.0028036855797418467
-2100,BEL,87.487554,9.659994980021398,0.0027444830749774863
-2020,BEN,0.006437676,3.29916207697944,0.0013470579524073685
-2025,BEN,2.4951278361940004,3.29916207697944,0.06810130085647527
-2030,BEN,11.570369999999999,3.29916207697944,0.17777543025575765
-2035,BEN,16.665222,3.29916207697944,0.29900385361228754
-2040,BEN,25.338138,3.29916207697944,0.845184711146164
-2045,BEN,31.658088000000003,3.29916207697944,1.7754497999468981
-2050,BEN,37.375212,3.29916207697944,2.599504994871795
-2055,BEN,49.52896199999999,3.29916207697944,1.847051830495494
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-2065,BEN,82.723284,3.29916207697944,0.9309074288748167
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-2070,HRV,13.670538,0.41744728920215995,6.791721036228288
-2075,HRV,14.48727,0.41744728920215995,9.603965156499493
-2080,HRV,15.226217999999998,0.41744728920215995,12.416209276770697
-2085,HRV,15.26511,0.41744728920215995,11.240853611599636
-2090,HRV,15.323447999999999,0.41744728920215995,10.065497946428573
-2095,HRV,15.45957,0.41744728920215995,9.447874262894002
-2100,HRV,15.692922,0.41744728920215995,8.830250579359431
-2020,HTI,0,1.2455971387024198,0.02095151079975749
-2025,HTI,0.04666232991,1.2455971387024198,1.4100956117693337
-2030,HTI,0.29169,1.2455971387024198,4.145866510071398
-2035,HTI,0.719502,1.2455971387024198,5.867732444908021
-2040,HTI,1.6723560000000002,1.2455971387024198,10.694079461741454
-2045,HTI,3.98643,1.2455971387024198,18.738871669878332
-2050,HTI,9.33408,1.2455971387024198,29.094386768580556
-2055,HTI,13.864998,1.2455971387024198,41.95910050658736
-2060,HTI,19.932149999999996,1.2455971387024198,52.039252270394194
-2065,HTI,25.727058,1.2455971387024198,46.84477757544444
-2070,HTI,32.124792,1.2455971387024198,41.65030288049469
-2075,HTI,39.125352,1.2455971387024198,41.64232412979393
-2080,HTI,46.417602,1.2455971387024198,41.63434537909316
-2085,HTI,51.78469799999999,1.2455971387024198,41.70843129979059
-2090,HTI,56.762874,1.2455971387024198,41.782517220488025
-2095,HTI,61.54659,1.2455971387024198,40.37090580815388
-2100,HTI,65.82471,1.2455971387024198,38.95929439581974
-2020,HUN,1.583668296,4.123628139539999,0.003955176531402324
-2025,HUN,9.402953311458,4.123628139539999,0.4680496086401912
-2030,HUN,30.024624000000003,4.123628139539999,1.770781694455687
-2035,HUN,36.247344000000005,4.123628139539999,1.5178731375601107
-2040,HUN,38.814216,4.123628139539999,1.4781534743765137
-2045,HUN,35.39172,4.123628139539999,0.761198205513238
-2050,HUN,31.521965999999995,4.123628139539999,1.2099956879837903
-2055,HUN,30.608004,4.123628139539999,1.232960351323415
-2060,HUN,29.519028,4.123628139539999,1.3277796228841943
-2065,HUN,29.791271999999996,4.123628139539999,1.017481488468452
-2070,HUN,30.005177999999997,4.123628139539999,0.7071833540527098
-2075,HUN,31.40529,4.123628139539999,0.6111515507838997
-2080,HUN,32.727618,4.123628139539999,0.5151197475150896
-2085,HUN,32.649834,4.123628139539999,0.25830371795366075
-2090,HUN,32.610942,4.123628139539999,0.0014876883922318987
-2095,HUN,32.397036,4.123628139539999,0.0014476840091033607
-2100,HUN,32.222021999999996,4.123628139539999,0.0014076796259748225
-2020,IDN,0.10944049199999996,122.86047495792124,0.03356990388610816
-2025,IDN,18.171426594062,122.86047495792124,1.9451282575417923
-2030,IDN,271.602282,122.86047495792124,6.171821898339374
-2035,IDN,671.3342580000001,122.86047495792124,44.47565697386375
-2040,IDN,1038.12471,122.86047495792124,41.6859586068234
-2045,IDN,1335.2401439999999,122.86047495792124,17.008297209551557
-2050,IDN,1665.3748859999998,122.86047495792124,0.025400056778237996
-2055,IDN,1949.5781760000002,122.86047495792124,0.025166509110282363
-2060,IDN,2383.943478,122.86047495792124,0.025339870968828983
-2065,IDN,2582.52603,122.86047495792124,0.025106259410320363
-2070,IDN,2765.80458,122.86047495792124,0.024872647851811744
-2075,IDN,2959.6228619999997,122.86047495792124,0.02423216047278129
-2080,IDN,3132.7311539999996,122.86047495792124,0.023591673093750837
-2085,IDN,3149.3380379999994,122.86047495792124,0.022907973502588108
-2090,IDN,3144.340416,122.86047495792124,0.022224273911425382
-2095,IDN,3055.7444400000004,122.86047495792124,0.02131520568191741
-2100,IDN,2967.537384,122.86047495792124,0.02040613745240944
-2020,IND,37.776282768,117.65288011101156,0.1504697039999984
-2025,IND,523.100630475972,117.65288011101156,9.242885652
-2030,IND,2401.408764,117.65288011101156,20.614070400000003
-2035,IND,3163.403052,117.65288011101156,102.96630960000002
-2040,IND,3613.339044,117.65288011101156,188.5867368
-2045,IND,3818.3221080000003,117.65288011101156,278.936196
-2050,IND,3882.577248,117.65288011101156,215.5411104
-2055,IND,4668.37344,117.65288011101156,160.57382880000003
-2060,IND,5863.6523879999995,117.65288011101156,114.98718000000002
-2065,IND,6461.7669,117.65288011101156,85.01566920000002
-2070,IND,7059.881412,117.65288011101156,55.0441584
-2075,IND,7746.636348,117.65288011101156,38.5614768
-2080,IND,8433.391284,117.65288011101156,22.078795200000002
-2085,IND,8763.901056,117.65288011101156,14.0717808
-2090,IND,9094.410828,117.65288011101156,6.0647664
-2095,IND,9203.269536,117.65288011101156,3.0837575999999998
-2100,IND,9312.128244,117.65288011101156,0.1027488
-2020,IRL,0.03218838000000046,2.1296430695484,0.0013119797638211962
-2025,IRL,8.220034693178002,2.1296430695484,0.33514360641504076
-2030,IRL,27.729996,2.1296430695484,1.0619439516787625
-2035,IRL,32.844294,2.1296430695484,0.8849030045905666
-2040,IRL,35.58618,2.1296430695484,0.8057328155669796
-2045,IRL,32.922078000000006,2.1296430695484,0.363598778203224
-2050,IRL,30.024624000000003,2.1296430695484,0.5012616429808224
-2055,IRL,29.907947999999998,2.1296430695484,0.5226013599373535
-2060,IRL,29.616258,2.1296430695484,0.6294426985842527
-2065,IRL,30.62745,2.1296430695484,0.5560389773378747
-2070,IRL,31.658088000000003,2.1296430695484,0.4826352560914967
-2075,IRL,33.894377999999996,2.1296430695484,0.4741752469761108
-2080,IRL,36.091775999999996,2.1296430695484,0.4657152378607249
-2085,IRL,36.577926,2.1296430695484,0.23359892959720008
-2090,IRL,37.04463,2.1296430695484,0.0014826213336752503
-2095,IRL,37.161305999999996,2.1296430695484,0.0014786197856174448
-2100,IRL,37.258536,2.1296430695484,0.0014746182375596393
-2020,IRN,0.37338520799999997,5.2650083969637,0.016089846978723427
-2025,IRN,2.2573212840220003,5.2650083969637,0
-2030,IRN,81.692646,5.2650083969637,3.273487380652547
-2035,IRN,250.50337199999998,5.2650083969637,3.712193783068449
-2040,IRN,369.921258,5.2650083969637,16.6053426968696
-2045,IRN,479.55780599999997,5.2650083969637,14.78242973202371
-2050,IRN,565.0813139999999,5.2650083969637,15.9924701541207
-2055,IRN,641.718,5.2650083969637,19.473766264817584
-2060,IRN,766.639104,5.2650083969637,17.51951146371284
-2065,IRN,824.3353859999999,5.2650083969637,14.910571937939057
-2070,IRN,877.189614,5.2650083969637,12.301632412165274
-2075,IRN,961.721376,5.2650083969637,8.545036360625817
-2080,IRN,1040.0693099999999,5.2650083969637,4.7884403090863605
-2085,IRN,1062.743346,5.2650083969637,3.011640927934552
-2090,IRN,1088.042592,5.2650083969637,1.2348415467827434
-2095,IRN,1076.024964,5.2650083969637,0.685848353938408
-2100,IRN,1066.729776,5.2650083969637,0.13685516109407272
-2020,IRQ,0.038626056,2.9512045767309,5.619998297872321e-4
-2025,IRQ,0.8320810544339999,2.9512045767309,0.07343828360141134
-2030,IRQ,25.66872,2.9512045767309,0.18286859141385234
-2035,IRQ,58.668582,2.9512045767309,0.30952554878743754
-2040,IRQ,98.20230000000001,2.9512045767309,1.7962161916939485
-2045,IRQ,170.56086599999998,2.9512045767309,2.1234962723116007
-2050,IRQ,221.39271,2.9512045767309,2.9287484028228414
-2055,IRQ,255.90936,2.9512045767309,4.13595567706422
-2060,IRQ,299.215602,2.9512045767309,4.335269528553611
-2065,IRQ,342.677412,2.9512045767309,4.281173596597043
-2070,IRQ,391.486872,2.9512045767309,4.227077664640474
-2075,IRQ,450.155454,2.9512045767309,3.688373921682885
-2080,IRQ,520.102716,2.9512045767309,3.1496701787252968
-2085,IRQ,577.798998,2.9512045767309,2.3305777804989565
-2090,IRQ,642.88476,2.9512045767309,1.511485382272616
-2095,IRQ,705.442542,2.9512045767309,0.8587214489005941
-2100,IRQ,770.93667,2.9512045767309,0.20595751552857228
-2020,ISL,0,0.04433838414935999,3.077437886393633e-4
-2025,ISL,0.895916734272,0.04433838414935999,0.003158872153073041
-2030,ISL,6.183828000000001,0.04433838414935999,0.020468078873239436
-2035,ISL,7.175574,0.04433838414935999,0.024072466877486487
-2040,ISL,6.592193999999999,0.04433838414935999,0.04061296366723259
-2045,ISL,6.300503999999999,0.04433838414935999,0.03725188548864759
-2050,ISL,6.436625999999999,0.04433838414935999,0.062084466704481
-2055,ISL,7.603386,0.04433838414935999,0.07201273443008226
-2060,ISL,7.836738,0.04433838414935999,0.07336728709896186
-2065,ISL,7.4283719999999995,0.04433838414935999,0.0853027919365777
-2070,ISL,7.039452000000001,0.04433838414935999,0.09723829677419353
-2075,ISL,6.747762000000001,0.04433838414935999,0.09895513194157256
-2080,ISL,6.397734,0.04433838414935999,0.10067196710895158
-2085,ISL,5.5032179999999995,0.04433838414935999,0.08111732284019008
-2090,ISL,4.647594,0.04433838414935999,0.06156267857142858
-2095,ISL,3.869754,0.04433838414935999,0.05916613074478902
-2100,ISL,3.189144,0.04433838414935999,0.05676958291814946
-2020,ISR,1.7994039231999999,1.10976417343092,6.868886808510593e-4
-2025,ISR,19.583244869526,1.10976417343092,0.11098101793606334
-2030,ISR,131.74665,1.10976417343092,0.10190387155123069
-2035,ISR,165.54379799999998,1.10976417343092,0.13310654999050214
-2040,ISR,185.06758200000002,1.10976417343092,0.8787939432481148
-2045,ISR,197.610252,1.10976417343092,1.2065319729043187
-2050,ISR,213.43929599999998,1.10976417343092,3.8206032138221917
-2055,ISR,253.925868,1.10976417343092,5.152768700661404
-2060,ISR,310.1637,1.10976417343092,5.011239254695681
-2065,ISR,344.73868799999997,1.10976417343092,4.456300159232443
-2070,ISR,382.50282000000004,1.10976417343092,3.9013610637692038
-2075,ISR,431.85676800000005,1.10976417343092,2.6569085998168918
-2080,ISR,483.50534400000004,1.10976417343092,1.4124561358645802
-2085,ISR,522.047316,1.10976417343092,0.8472315091230087
-2090,ISR,562.106076,1.10976417343092,0.28200688238143723
-2095,ISR,584.93568,1.10976417343092,0.1556419032799719
-2100,ISR,607.745838,1.10976417343092,0.029276924178506605
-2020,ITA,10.172985672020001,15.435807506115358,0.028101760102492827
-2025,ITA,27.582476341320348,15.435807506115358,3.8452918873154163
-2030,ITA,130.40487599999997,15.435807506115358,14.430098715456905
-2035,ITA,208.286106,15.435807506115358,12.973198051089664
-2040,ITA,245.77799399999998,15.435807506115358,13.113667815541488
-2045,ITA,268.588152,15.435807506115358,6.572880584980992
-2050,ITA,278.583396,15.435807506115358,10.093350365042266
-2055,ITA,283.81437,15.435807506115358,10.605799027470642
-2060,ITA,293.167896,15.435807506115358,11.463372847947836
-2065,ITA,304.81604999999996,15.435807506115358,8.832004424968448
-2070,ITA,315.33633599999996,15.435807506115358,6.200636001989059
-2075,ITA,336.61026000000004,15.435807506115358,5.265652016789851
-2080,ITA,356.93133,15.435807506115358,4.330668031590642
-2085,ITA,360.256596,15.435807506115358,2.1712822358349704
-2090,ITA,362.57067,15.435807506115358,0.01189644007929854
-2095,ITA,358.331442,15.435807506115358,0.011689190374394143
-2100,ITA,353.13936,15.435807506115358,0.011481940669489744
-2020,JAM,0.077252112,0.36087943653467996,0.001505831743372108
-2025,JAM,0.25495974558600004,0.36087943653467996,0.08617266816535343
-2030,JAM,1.011192,0.36087943653467996,0.3666412559927087
-2035,JAM,1.905708,0.36087943653467996,0.5554089730703583
-2040,JAM,3.20859,0.36087943653467996,0.9491786504504248
-2045,JAM,5.172636,0.36087943653467996,1.6646205798115272
-2050,JAM,7.700616000000001,0.36087943653467996,2.9137553514528007
-2055,JAM,8.36178,0.36087943653467996,4.148577289636043
-2060,JAM,9.509094,0.36087943653467996,5.2226893805023025
-2065,JAM,9.781338,0.36087943653467996,4.857344148590373
-2070,JAM,10.189703999999999,0.36087943653467996,4.491998916678444
-2075,JAM,10.811976,0.36087943653467996,4.625580349310574
-2080,JAM,11.492586,0.36087943653467996,4.759161781942703
-2085,JAM,11.706491999999999,0.36087943653467996,5.030755841509932
-2090,JAM,11.978736,0.36087943653467996,5.302349901077161
-2095,JAM,12.309318,0.36087943653467996,5.538402208765372
-2100,JAM,12.678791999999998,0.36087943653467996,5.7744545164535825
-2020,JOR,1.622294352,0.08816958062807999,0.0040380728510638255
-2025,JOR,10.375021355622,0.08816958062807999,0.30179916633465204
-2030,JOR,69.44166599999998,0.08816958062807999,0.31687916222095025
-2035,JOR,78.795192,0.08816958062807999,0.2979051356930286
-2040,JOR,89.140464,0.08816958062807999,1.2747340715247377
-2045,JOR,97.696704,0.08816958062807999,1.052095880372566
-2050,JOR,100.86640200000001,0.08816958062807999,1.0917368924399737
-2055,JOR,119.087304,0.08816958062807999,1.422692650480051
-2060,JOR,144.114306,0.08816958062807999,1.3689331046173203
-2065,JOR,161.4018,0.08816958062807999,1.2526610671618745
-2070,JOR,179.42824199999998,0.08816958062807999,1.1363890297064287
-2075,JOR,202.84122599999998,0.08816958062807999,0.8672714011972675
-2080,JOR,226.70146799999998,0.08816958062807999,0.5981537726881062
-2085,JOR,241.830456,0.08816958062807999,0.4080137763289585
-2090,JOR,256.08437399999997,0.08816958062807999,0.2178737799698109
-2095,JOR,262.38487799999996,0.08816958062807999,0.12274909833440785
-2100,JOR,267.713082,0.08816958062807999,0.02762441669900482
-2020,JPN,28.364126720799998,10.523818607997239,0.0010274880000000017
-2025,JPN,84.9516487670386,10.523818607997239,0.051888144
-2030,JPN,269.204868,10.523818607997239,0.1027488
-2035,JPN,324.392616,10.523818607997239,0.1027488
-2040,JPN,314.42515199999997,10.523818607997239,0.1027488
-2045,JPN,281.322504,10.523818607997239,0.1027488
-2050,JPN,243.70282799999998,10.523818607997239,0.1027488
-2055,JPN,224.76798000000002,10.523818607997239,0.1027488
-2060,JPN,205.383096,10.523818607997239,0.1027488
-2065,JPN,196.39904399999998,10.523818607997239,0.1027488
-2070,JPN,187.414992,10.523818607997239,0.1027488
-2075,JPN,188.06504400000003,10.523818607997239,0.1027488
-2080,JPN,188.73176400000003,10.523818607997239,0.1027488
-2085,JPN,186.93162,10.523818607997239,0.1027488
-2090,JPN,185.114808,10.523818607997239,0.1027488
-2095,JPN,185.63151599999998,10.523818607997239,0.1027488
-2100,JPN,186.13155600000002,10.523818607997239,0.1027488
-2020,KAZ,0.7982718240000002,1.5389229231494999,0.0016364706374758426
-2025,KAZ,9.198418445062,1.5389229231494999,0.27123881363999847
-2030,KAZ,141.13906799999998,1.5389229231494999,0.6878230373414955
-2035,KAZ,206.983224,1.5389229231494999,1.3494715745078862
-2040,KAZ,208.188876,1.5389229231494999,2.9206753242082395
-2045,KAZ,183.33688800000002,1.5389229231494999,4.938868639175006
-2050,KAZ,155.042958,1.5389229231494999,5.2535478882567634
-2055,KAZ,160.00168799999997,1.5389229231494999,7.026210490607736
-2060,KAZ,171.863748,1.5389229231494999,8.806433966563468
-2065,KAZ,174.43062,1.5389229231494999,8.8740283135179
-2070,KAZ,177.211398,1.5389229231494999,8.941622660472332
-2075,KAZ,188.39284800000001,1.5389229231494999,9.129254473483943
-2080,KAZ,198.815904,1.5389229231494999,9.316886286495555
-2085,KAZ,209.49175799999998,1.5389229231494999,8.993683633015781
-2090,KAZ,222.36501,1.5389229231494999,8.670480979536006
-2095,KAZ,229.17111,1.5389229231494999,8.798178238920546
-2100,KAZ,237.396768,1.5389229231494999,8.925875498305086
-2020,KEN,0.057939083999999995,3.4189144193085,0.01054469660972071
-2025,KEN,1.075470960984,3.4189144193085,0.5102076928764441
-2030,KEN,11.162004,3.4189144193085,1.4022942026848395
-2035,KEN,25.921518,3.4189144193085,2.32452613235573
-2040,KEN,44.317434,3.4189144193085,7.514307779561095
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-2100,ZMB,405.526884,0.55756944043458,0.0015390912337914437
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-2100,ZWE,94.488114,0.1255330539057,3.197852628309651e-4
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+NGFS-NZ2050-RM-Photovoltaics,2075,USA,5937.376255802659,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,USA,6146.49326670266,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,USA,6048.442817702659,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,USA,5950.392368702659,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,USA,5712.86194830266,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,USA,5475.350973902659,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2020,UZB,0.0066273578238892515,0,0.8303934036762,0
+NGFS-NZ2050-RM-Photovoltaics,2025,UZB,1.1841498192399509,0,0.4151967018381,0
+NGFS-NZ2050-RM-Photovoltaics,2030,UZB,13.674574033671826,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2035,UZB,28.13685787632617,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2040,UZB,48.15754316366616,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2045,UZB,81.07651917273895,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2050,UZB,119.42511843537771,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2055,UZB,141.81966730744315,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2060,UZB,170.45468145152307,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2065,UZB,188.48242246402603,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2070,UZB,206.31570347652894,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2075,UZB,226.1931798698459,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,UZB,246.51791426316285,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,UZB,268.8446663857912,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,UZB,291.6381225084196,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,UZB,307.8268069662174,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,UZB,324.7933314240152,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2020,VCT,0,0,0.00169764,0
+NGFS-NZ2050-RM-Photovoltaics,2025,VCT,0.031668627833250654,0,8.4882e-4,0
+NGFS-NZ2050-RM-Photovoltaics,2030,VCT,0.12382198034254899,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2035,VCT,0.16483939872368672,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2040,VCT,0.22060618099645032,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2045,VCT,0.2718010034503843,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2050,VCT,0.3489929142040873,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2055,VCT,0.4290966511827813,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2060,VCT,0.4993644384780691,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2065,VCT,0.5175659689121794,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2070,VCT,0.5552134993462897,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2075,VCT,0.5988398685159002,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,VCT,0.6424662376855106,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,VCT,0.6655079945143314,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,VCT,0.6885497513431522,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,VCT,0.731259704975124,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,VCT,0.7739696586070958,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2020,VEN,0.03054999692101657,0,0.46408297611816,0
+NGFS-NZ2050-RM-Photovoltaics,2025,VEN,4.476600849516506,0,0.23204148805908,0
+NGFS-NZ2050-RM-Photovoltaics,2030,VEN,36.123848044460864,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2035,VEN,76.33284114338537,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2040,VEN,115.76659478092928,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2045,VEN,153.32657714709737,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2050,VEN,191.7197242027065,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2055,VEN,232.57161150370752,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2060,VEN,279.8651346864157,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2065,VEN,287.8314223297917,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2070,VEN,294.98097797316757,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2075,VEN,313.3495409293773,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,VEN,331.48475188558706,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,VEN,342.82000734528435,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,VEN,353.80523480498164,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,VEN,365.7432623575144,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,VEN,377.17569391004724,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2020,VNM,6.995827882273678,0,5.7047860099734,0
+NGFS-NZ2050-RM-Photovoltaics,2025,VNM,13.885884414695445,0,2.8523930049867,0
+NGFS-NZ2050-RM-Photovoltaics,2030,VNM,107.0305640650185,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2035,VNM,216.09168672593296,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2040,VNM,327.1712884878924,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2045,VNM,420.4595167521594,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2050,VNM,492.3682707742407,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2055,VNM,588.0816204046458,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2060,VNM,718.5062461523323,0,0,0
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+NGFS-NZ2050-RM-Photovoltaics,2075,VNM,928.4850292889186,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,VNM,992.1513955489842,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,VNM,998.6075205083957,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,VNM,1000.6688494678075,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,VNM,976.5945545830001,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,VNM,952.7730576981927,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2020,VUT,0.0064409171970356855,0,0.0183677996964,0
+NGFS-NZ2050-RM-Photovoltaics,2025,VUT,0.05944596235345699,0,0.0091838998482,0
+NGFS-NZ2050-RM-Photovoltaics,2030,VUT,0.174671474588923,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2035,VUT,0.2569364896047435,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2040,VUT,0.43619211733521945,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2045,VUT,0.6830337381766749,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2050,VUT,0.951781513431987,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2055,VUT,1.34070184253071,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2060,VUT,1.8657453246669138,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2065,VUT,2.3324495920474675,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2070,VUT,2.8769378594280215,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2075,VUT,3.4797640745102156,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,VUT,4.12148228959241,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,VUT,4.568740265857655,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,VUT,5.015998242122898,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,VUT,5.268796339238813,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,VUT,5.5021484363547275,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2020,WSM,0.012875352000000003,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2025,WSM,0.03511698879452358,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2030,WSM,0.07851967489252297,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2035,WSM,0.10244668990834356,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2040,WSM,0.1602971588194097,0,0,0
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+NGFS-NZ2050-RM-Photovoltaics,2050,WSM,0.3111379045785291,0,0,0
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+NGFS-NZ2050-RM-Photovoltaics,2060,WSM,0.505599762485257,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2065,WSM,0.583383608327976,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2070,WSM,0.680613454170695,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2075,WSM,0.77784384955935,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,WSM,0.8945202449480053,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,WSM,0.9528587607322833,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,WSM,1.0306432765165612,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,WSM,1.0889813372140078,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,WSM,1.1278733979114541,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2020,YEM,0.31556675527659556,0,0.00116424,0
+NGFS-NZ2050-RM-Photovoltaics,2025,YEM,6.640028350403052,0,5.8212e-4,0
+NGFS-NZ2050-RM-Photovoltaics,2030,YEM,39.24930799294791,0,0,0
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+NGFS-NZ2050-RM-Photovoltaics,2040,YEM,77.17291900482618,0,0,0
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+NGFS-NZ2050-RM-Photovoltaics,2050,YEM,153.19312096217715,0,0,0
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+NGFS-NZ2050-RM-Photovoltaics,2070,YEM,299.9987327172891,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2075,YEM,357.37302542365103,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,YEM,421.2811741300131,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,YEM,460.29211411886746,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,YEM,498.7585661077222,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,YEM,528.9994922613869,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,YEM,557.7041844150516,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2020,ZAF,4.335098507530341,0,2.49152139184326,0
+NGFS-NZ2050-RM-Photovoltaics,2025,ZAF,16.640850309009586,0,1.24576069592163,0
+NGFS-NZ2050-RM-Photovoltaics,2030,ZAF,123.83124779754135,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2035,ZAF,161.1225795437932,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2040,ZAF,178.35385971866464,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2045,ZAF,173.52006308489572,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2050,ZAF,172.76954294939074,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2055,ZAF,197.2132440557189,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2060,ZAF,254.12369284576147,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2065,ZAF,291.0738845302045,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2070,ZAF,324.0570922146476,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2075,ZAF,368.61089639160934,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,ZAF,406.68918256857114,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,ZAF,435.06885614572224,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,ZAF,457.38137772287337,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,ZAF,472.7977708853341,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,ZAF,485.8028600477948,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2020,ZMB,0.10261521666386465,0,0.4887185950105201,0
+NGFS-NZ2050-RM-Photovoltaics,2025,ZMB,0.7507872074619457,0,0.24435929750526006,0
+NGFS-NZ2050-RM-Photovoltaics,2030,ZMB,3.4621389876374753,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2035,ZMB,9.276510336556566,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2040,ZMB,24.255583941766044,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2045,ZMB,52.42862946448569,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2050,ZMB,87.18560145848011,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2055,ZMB,108.05447159677195,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2060,ZMB,142.0932052501151,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2065,ZMB,172.24861936423258,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2070,ZMB,200.94558347835013,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2075,ZMB,240.64609465108896,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,ZMB,278.82981782382785,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,ZMB,313.93864791238013,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,ZMB,347.95850200093236,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,ZMB,377.42547927130016,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,ZMB,406.01738654166786,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2020,ZWE,0.01735755357578569,0,0.10861149844104,0
+NGFS-NZ2050-RM-Photovoltaics,2025,ZWE,0.19167911096852,0,0.05430574922052,0
+NGFS-NZ2050-RM-Photovoltaics,2030,ZWE,2.7646592405651007,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2035,ZWE,5.967044541295474,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2040,ZWE,12.758045864223718,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2045,ZWE,27.309229411725404,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2050,ZWE,49.45109966314976,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2055,ZWE,53.16215759511476,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2060,ZWE,58.79959148673326,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2065,ZWE,61.958622827575226,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2070,ZWE,64.3009221684172,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2075,ZWE,70.74745496463575,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2080,ZWE,76.0661197608543,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2085,ZWE,81.02928615760123,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2090,ZWE,85.66187055434816,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2095,ZWE,90.2656053564901,0,0,0
+NGFS-NZ2050-RM-Photovoltaics,2100,ZWE,94.59709615863204,0,0,0
diff --git a/src/ac/ed/lurg/ModelConfig.java b/src/ac/ed/lurg/ModelConfig.java
index 340316d92f25bd8c5af6c2a172047a561379d8b4..5b202c7e3d591640462a2e7d3141ab1f32afcf34 100755
--- a/src/ac/ed/lurg/ModelConfig.java
+++ b/src/ac/ed/lurg/ModelConfig.java
@@ -451,6 +451,7 @@ public class ModelConfig {
public static final double DISCOUNT_RATE = getDoubleProperty("DISCOUNT_RATE", 0.05); // used to calculate NPV
public static final double MONOCULTURE_PENALTY = getDoubleProperty("MONOCULTURE_PENALTY", 1.0); // Controls penalty for crop monocultures
+ public static final String ENERGY_DEMAND_SCENARIO = getProperty("ENERGY_DEMAND_SCENARIO", "NGFS-NZ2050-RM-Baseline");
public static final boolean USE_BIOENERGY_TRAJECTORY = getBooleanProperty("USE_BIOENERGY_TRAJECTORY", true); // false is the old style, i.e. BIOENERGY_CHANGE_ANNUAL_RATE, BIOENERGY_CHANGE_START_YEAR and BIOENERGY_CHANGE_END_YEAR
// original way to specify changes in bioenergy
public static final double BIOENERGY_CHANGE_ANNUAL_RATE = IS_CALIBRATION_RUN ? 0.0 : getDoubleProperty("BIOENERGY_CHANGE_ANNUAL_RATE", 0.10); // 6.2/2.31/20
diff --git a/src/ac/ed/lurg/country/AbstractCountryAgent.java b/src/ac/ed/lurg/country/AbstractCountryAgent.java
index 70e0e230dc691e8fa60169e2a864b0e1a283637a..6042ee51ff582554f1adb8bd8d911f9462c20c79 100644
--- a/src/ac/ed/lurg/country/AbstractCountryAgent.java
+++ b/src/ac/ed/lurg/country/AbstractCountryAgent.java
@@ -11,6 +11,7 @@ import ac.ed.lurg.landuse.CropUsageData;
import ac.ed.lurg.landuse.WoodUsageData;
import ac.ed.lurg.types.CommodityType;
import ac.ed.lurg.types.CropType;
+import ac.ed.lurg.types.LandCoverType;
import ac.ed.lurg.types.WoodType;
import ac.ed.lurg.utils.LogWriter;
@@ -32,7 +33,7 @@ public abstract class AbstractCountryAgent {
protected double currentGen2EcDemand;
protected Map<WoodType, Double> currentWoodDemand;
protected double currentCarbonDemand;
- protected double currentSolarDemand;
+ protected Map<LandCoverType, Double> currentSolarDemand;
protected double exportTaxRate;
public AbstractCountryAgent(AbstractDemandManager demandManager,CompositeCountry country, Map<CropType, Double> tradeBarriers) {
diff --git a/src/ac/ed/lurg/country/gams/GamsCountryInput.java b/src/ac/ed/lurg/country/gams/GamsCountryInput.java
index b8cc2f75922fb2804c363847e0de854842fb8f6f..044f19987460a51403d09ca38a3274d41382e0f8 100644
--- a/src/ac/ed/lurg/country/gams/GamsCountryInput.java
+++ b/src/ac/ed/lurg/country/gams/GamsCountryInput.java
@@ -10,6 +10,7 @@ import ac.ed.lurg.landuse.CropUsageData;
import ac.ed.lurg.landuse.WoodUsageData;
import ac.ed.lurg.types.CommodityType;
import ac.ed.lurg.types.CropType;
+import ac.ed.lurg.types.LandCoverType;
import ac.ed.lurg.types.WoodType;
public class GamsCountryInput {
@@ -22,7 +23,7 @@ public class GamsCountryInput {
private Map<CropType, Double> subsidyRates;
private double carbonDemand;
- private double solarDemand; // TWh
+ private Map<LandCoverType, Double> solarDemand; // TWh
private CountryPrice carbonPrice;
private TradeConstraint carbonTradeConstraint;
private Map<WoodType, Double> woodDemand;
@@ -32,7 +33,7 @@ public class GamsCountryInput {
public GamsCountryInput(CompositeCountry country, Map<CropType, Double> projectedDemand, Map<CropType, CountryPrice> countryPrices,
Map<CropType, TradeConstraint> importConstraints, Map<CropType, CropUsageData> previousCropUsageData,
- Map<CropType, Double> subsidyRates, double carbonDemand, double solarDemand, CountryPrice carbonPrice, TradeConstraint carbonTradeConstraint,
+ Map<CropType, Double> subsidyRates, double carbonDemand, Map<LandCoverType, Double> solarDemand, CountryPrice carbonPrice, TradeConstraint carbonTradeConstraint,
Map<WoodType, Double> woodDemand, Map<WoodType, CountryPrice> woodPrices, Map<WoodType, TradeConstraint> woodTradeConstraints,
Map<WoodType, WoodUsageData> previousWoodUsageData) {
@@ -97,7 +98,7 @@ public class GamsCountryInput {
return carbonDemand;
}
- public double getSolarDemand() {
+ public Map<LandCoverType, Double> getSolarDemand() {
return solarDemand;
}
diff --git a/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java b/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
index cdd26238a1938027e8ee51a0a2e4fb52e14e79fb..ad3ff11cbec231dd3f3492edc5986fd3efb37b9e 100644
--- a/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
+++ b/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
@@ -196,7 +196,7 @@ public class GamsLocationOptimiser {
}
}
- for (LandCoverType lcType : Arrays.asList(LandCoverType.PHOTOVOLTAICS, LandCoverType.AGRIVOLTAICS, LandCoverType.CROPLAND)) {
+ for (LandCoverType lcType : LandCoverType.getConvertibleTypes()) {
for (LandProtectionType lpType : LandProtectionType.values()) {
LandKey key = new LandKey(lcType, lpType);
setGamsParamValue(maxLandCoverAreaP.addRecord(lcType.getName(), lpType.getGamsName(), locString), landUseItem.getMaxLandCoverArea(key), 7);
@@ -238,7 +238,9 @@ public class GamsLocationOptimiser {
setGamsParamValue(demandP.addRecord(crop.getGamsName()), demands.get(crop), -1);
}
- setGamsParamValue(demandP.addRecord("solarEnergy"), inputData.getCountryInput().getSolarDemand(), -1);
+ Map<LandCoverType, Double> solarDemand = inputData.getCountryInput().getSolarDemand();
+ setGamsParamValue(demandP.addRecord("energyPV"), solarDemand.get(LandCoverType.PHOTOVOLTAICS), -1);
+ setGamsParamValue(demandP.addRecord("energyAV"), solarDemand.get(LandCoverType.AGRIVOLTAICS), -1);
if (DEBUG) LogWriter.println("\nYield (fert/irrig) None/None, Max/None, None/Max, Max/Max, Shock,\t [fert p],\t [irrig p],\t {max irrig}");
GAMSParameter yNoneP = inDB.addParameter("yieldNone", 2);
diff --git a/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java b/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
index b9a85495f9439f622357334ac992c029dd94cc71..116323eecec30a0d9fbd9b9ab875c7a9e1910372 100644
--- a/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
+++ b/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
@@ -413,10 +413,11 @@ public class GamsRasterOptimiser {
// Maximum land cover area
for (LandProtectionType lpType : LandProtectionType.values()) {
- LandKey cropKey = new LandKey(LandCoverType.CROPLAND, lpType);
- LandKey pvKey = new LandKey(LandCoverType.PHOTOVOLTAICS, lpType);
- aggLandUse.setMaxLandCoverArea(cropKey, aggLandUse.getMaxLandCoverArea(cropKey) + landUseItem.getMaxLandCoverArea(cropKey));
- aggLandUse.setMaxLandCoverArea(pvKey, aggLandUse.getMaxLandCoverArea(pvKey) + landUseItem.getMaxLandCoverArea(pvKey));
+ for (LandCoverType lcType : LandCoverType.getConvertibleTypes()) {
+ LandKey landKey = new LandKey(lcType, lpType);
+ double aggArea = aggLandUse.getMaxLandCoverArea(landKey) + landUseItem.getMaxLandCoverArea(landKey);
+ aggLandUse.setMaxLandCoverArea(landKey, aggArea);
+ }
}
// Maximum land cover change
diff --git a/src/ac/ed/lurg/demand/AbstractDemandManager.java b/src/ac/ed/lurg/demand/AbstractDemandManager.java
index a53444d55640a5f4277af5d0c80e29333418b66d..fd5259666d263bd3024eeaab85e7e1ec866db1fb 100644
--- a/src/ac/ed/lurg/demand/AbstractDemandManager.java
+++ b/src/ac/ed/lurg/demand/AbstractDemandManager.java
@@ -1,6 +1,7 @@
package ac.ed.lurg.demand;
import java.io.Serializable;
+import java.util.Arrays;
import java.util.HashMap;
import java.util.Map;
@@ -9,6 +10,7 @@ import ac.ed.lurg.country.*;
import ac.ed.lurg.landuse.WoodUsageData;
import ac.ed.lurg.types.CommodityType;
import ac.ed.lurg.types.CropType;
+import ac.ed.lurg.types.LandCoverType;
import ac.ed.lurg.types.WoodType;
import ac.ed.lurg.utils.LogWriter;
@@ -230,18 +232,29 @@ public abstract class AbstractDemandManager implements Serializable {
return prices;
}
- public double getSolarEnergyDemand(CompositeCountry cc, Integer year) {
+ public Map<LandCoverType, Double> getSolarEnergyDemand(CompositeCountry cc, Integer year) {
+ Map<LandCoverType, Double> demandMap = new HashMap<>();
+
if (!(ModelConfig.IS_PHOTOVOLTAICS_ON || ModelConfig.IS_AGRIVOLTAICS_ON)) {
- return 0;
+ demandMap.put(LandCoverType.AGRIVOLTAICS, 0.0);
+ demandMap.put(LandCoverType.PHOTOVOLTAICS, 0.0);
}
+
if (ModelConfig.IS_CALIBRATION_RUN || !ModelConfig.CHANGE_DEMAND_YEAR) {
year = ModelConfig.BASE_YEAR;
}
- double totalDemand = 0;
+
+ double pvDemand = 0;
+ double avDemand = 0;
for (SingleCountry sc : CountryManager.getInstance().getAllForCompositeCountry(cc)) {
- totalDemand += energyDemandManager.getSolarDemand(sc, year);
+ pvDemand += energyDemandManager.getPhotovoltaicsDemand(sc, year);
+ avDemand += energyDemandManager.getAgrivoltaicsDemand(sc, year);
}
- return totalDemand;
+
+ demandMap.put(LandCoverType.PHOTOVOLTAICS, pvDemand);
+ demandMap.put(LandCoverType.AGRIVOLTAICS, avDemand);
+
+ return demandMap;
}
public Map<CropType, Double> getBioenergyDemand(CompositeCountry cc, Integer year) {
diff --git a/src/ac/ed/lurg/demand/EnergyDemandManager.java b/src/ac/ed/lurg/demand/EnergyDemandManager.java
index 74d794865a2a0b780ff75bfd6e68713249b36621..b0f82e5571667732bacca5cbf36dbd4ceb852475 100644
--- a/src/ac/ed/lurg/demand/EnergyDemandManager.java
+++ b/src/ac/ed/lurg/demand/EnergyDemandManager.java
@@ -16,7 +16,9 @@ public class EnergyDemandManager {
public EnergyDemandManager() {
demandReader = new StringTabularReader(",",
- new String[] {"Year", "Iso3", "Solar_TWh", "Bioenergy1stGen_TWh", "Bioenergy2ndGen_TWh"});
+ new String[] {"Scenario", "Year", "Iso3", "Photovoltaics_TWh", "Agrivoltaics_TWh",
+ "Bioenergy1stGen_TWh", "Bioenergy2ndGen_TWh"});
+
demandReader.read(ModelConfig.ENERGY_DEMAND_FILE);
}
@@ -27,12 +29,14 @@ public class EnergyDemandManager {
double demandAfter;
Map<String, String> queryMapBefore = new HashMap<>();
+ queryMapBefore.put("Scenario", ModelConfig.ENERGY_DEMAND_SCENARIO);
queryMapBefore.put("Iso3", country.getCountryCode());
queryMapBefore.put("Year", Integer.toString(yearBefore));
Map<String, String> rowBefore = demandReader.querySingle(queryMapBefore);
demandBefore = Double.parseDouble(rowBefore.get(type));
Map<String, String> queryMapAfter = new HashMap<>();
+ queryMapAfter.put("Scenario", ModelConfig.ENERGY_DEMAND_SCENARIO);
queryMapAfter.put("Iso3", country.getCountryCode());
queryMapAfter.put("Year", Integer.toString(yearAfter));
Map<String, String> rowAfter = demandReader.querySingle(queryMapAfter);
@@ -43,8 +47,12 @@ public class EnergyDemandManager {
return demand;
}
- public double getSolarDemand(SingleCountry country, Integer year) {
- return getDemand(country, year, "Solar_TWh");
+ public double getPhotovoltaicsDemand(SingleCountry country, Integer year) {
+ return getDemand(country, year, "Photovoltaics_TWh");
+ }
+
+ public double getAgrivoltaicsDemand(SingleCountry country, Integer year) {
+ return getDemand(country, year, "Agrivoltaics_TWh");
}
public double getBioenergy1stGenDemand(SingleCountry country, Integer year) {