From 3c187fdd55abfea1113803f74e8975050cf53a84 Mon Sep 17 00:00:00 2001
From: s1924442 <b.arendarczyk@sms.ed.ac.uk>
Date: Tue, 7 Jun 2022 15:05:15 +0100
Subject: [PATCH] Refactored GAMS code. Energycrops and carbon forest area
 limits.

Initial timber forest area from Schulze et al. 2019.
---
 GAMS/IntExtOpt.gms                            |    145 +-
 data/halfdeg/hurtt_2010.txt                   | 104716 +++++++--------
 src/ac/ed/lurg/ModelConfig.java               |     36 +-
 src/ac/ed/lurg/ModelMain.java                 |      4 +-
 src/ac/ed/lurg/country/CountryAgent.java      |      2 +-
 src/ac/ed/lurg/country/GlobalPrice.java       |      4 +-
 src/ac/ed/lurg/country/PriceCapManager.java   |      7 +-
 .../country/gams/GamsLocationOptimiser.java   |    122 +-
 .../ed/lurg/demand/DemandManagerFromFile.java |      6 +
 src/ac/ed/lurg/forestry/WoodYieldItem.java    |      4 +-
 .../ed/lurg/forestry/WoodYieldRasterSet.java  |      4 +-
 src/ac/ed/lurg/types/PriceCapType.java        |     26 -
 12 files changed, 52514 insertions(+), 52562 deletions(-)
 delete mode 100644 src/ac/ed/lurg/types/PriceCapType.java

diff --git a/GAMS/IntExtOpt.gms b/GAMS/IntExtOpt.gms
index 22e60adf..b066c309 100644
--- a/GAMS/IntExtOpt.gms
+++ b/GAMS/IntExtOpt.gms
@@ -1,13 +1,14 @@
 
- SET all_types / monogastrics, ruminants, cereals, oilcropspulses, wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg, sugar, energycrops, pasture, setaside/;
+ SET all_types / monogastrics, ruminants, cereals, oilcropspulses, wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg, sugar, energycrops, pasture, setaside, wood, carbonCredits/;
 
  SET crop(all_types)                                             / wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg, sugar, energycrops, pasture, setaside /;
- SET crop_less_pasture(crop)                                    / wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg, sugar, energycrops,          setaside/;
- SET cereal_crop(crop)                                          / wheat, maize, rice /;
- SET oilpulse_crop(crop)                                                            / oilcrops, pulses /;
- SET feed_crop(crop)                                            / wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg,                     pasture/;
- SET feed_crop_less_pasture(feed_crop)                          / wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg /;
- SET import_crop(all_types)   / monogastrics, ruminants,           wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg, sugar, energycrops/;
+ SET crop_less_pasture(crop)                                     / wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg, sugar, energycrops,          setaside/;
+ SET crop_less_pasture_setaside(crop)                            / wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg, sugar, energycrops/;
+ SET cereal_crop(crop)                                           / wheat, maize, rice /;
+ SET oilpulse_crop(crop)                                                             / oilcrops, pulses /;
+ SET feed_crop(crop)                                             / wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg,                     pasture/;
+ SET feed_crop_less_pasture(feed_crop)                           / wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg /;
+ SET import_types(all_types)   / monogastrics, ruminants,          wheat, maize, rice, oilcrops, pulses, starchyRoots, fruitveg, sugar, energycrops,                    wood, carbonCredits/;
 
  SET land_cover / cropland, pasture, timberForest, carbonForest, natural /;
  SET managed_forest(land_cover) / timberForest, carbonForest /;
@@ -34,8 +35,8 @@
  PARAMETER demand(all_types)                 in t;
  PARAMETER exportPrices(all_types)           prices for exports;
  PARAMETER importPrices(all_types)           prices for imports;
- PARAMETER maxNetImport(import_crop)         maximum net import for each crop based on world market;
- PARAMETER minNetImport(import_crop)         minimum net import for each crop based on world market;
+ PARAMETER maxNetImport(import_types)         maximum net import for each crop based on world market;
+ PARAMETER minNetImport(import_types)         minimum net import for each crop based on world market;
  PARAMETER irrigCost(location)               irrigation cost in cost per 1000 Mlitre or Mha for each litre per m2;
  PARAMETER irrigMaxRate(crop, location)      max water application rate irrigation in litre per m2;
  PARAMETER irrigConstraint(location)         max water available for irrigation in litre per m2;
@@ -45,12 +46,12 @@
  PARAMETER subsidyRate(crop)                 rates of subsidy compared to costs;
  
  PARAMETER previousLandCoverArea(land_cover, location)                      land cover area in Mha;
- PARAMETER carbonFluxRate(land_cover_before, land_cover_after, location) carbon flux from land use change - MtC-eq per Mha;
- PARAMETER carbonCreditRate(land_cover_before, land_cover_after, location) carbon flux from land use change - MtC-eq per Mha;
- PARAMETER woodYieldRota(location)                                          wood yield from forest rotation - MtC per Mha;
+ PARAMETER carbonFluxRate(land_cover_before, land_cover_after, location)   carbon flux from LULUCF - tC-eq per ha;
+ PARAMETER carbonCreditRate(land_cover_before, land_cover_after, location) potential carbon credits from LULUCF - tC-eq per ha;
+ PARAMETER woodYieldRota(location)                                          wood yield from forest rotation - tC per ha;
  PARAMETER woodYieldLUC(land_cover_before, land_cover_after, location)      wood yield from land cover change;
  PARAMETER forestRotationPeriod(location)           timber forest rotation period - years;
- PARAMETER conversionCost(land_cover, land_cover)   cost of converting from one land cover to another;
+ PARAMETER conversionCost(land_cover_before, land_cover_after)   cost of converting from one land cover to another - $1000 per ha;
 
  SCALAR meatEfficency                        efficiency of converting feed and pasture into animal products;
  SCALAR fertiliserUnitCost                   fert cost at max fert rate;
@@ -60,20 +61,13 @@
  SCALAR setAsideRate                         rate of set aside and failed crop;
  SCALAR domesticPriceMarkup                  factor price increased from cost of production;
  SCALAR maxLandExpansionRate                 max rate of country land expansion;
+ SCALAR energycropsMaxProportion             maximum proportion of croplands for energycriops;
 
- SCALAR woodDemand          Mt C-eq;
- SCALAR woodExportPrice     price of wood export - $1000 per tC-eq;
- SCALAR woodImportPrice     price of wood import - $1000 per tC-eq;
- SCALAR woodMaxNetImport;
- SCALAR woodMinNetImport;
- SCALAR forestEstablishmentCost cast $1000 per hectare;
+ SCALAR forestManagementCost    cost $1000 per ha;
  SCALAR vegClearingCostRate     cost of clearing vegetation $1000 per tC;
  
- SCALAR carbonPrice         price of carbon - $1000 per tonne;
- SCALAR carbonDemand        demand for carbon sequestration - tC;
- SCALAR carbonMaxNetImport;
- SCALAR carbonMinNetImport;
- SCALAR carbonHorizon;
+ SCALAR carbonHorizon           period over which carbon credits are calculated;
+ SCALAR carbonForestMaxProportion maximum proportion of land cover as carbon forest;
 
 *$gdxin "C:\Users\Bart\Documents\PhD\GAMS testing area\_gams_java_gdb1.gdx"
 $gdxin %gdxincname%
@@ -83,8 +77,7 @@ $load yieldNone, yieldFertOnly, yieldIrrigOnly, yieldBoth, yieldShock
 $load fertParam, irrigParam, otherIParam, exportPrices, importPrices, maxNetImport, minNetImport, unhandledCropRate, setAsideRate, maxLandExpansionRate, subsidyRate
 $load meatEfficency, otherICost, irrigCost, irrigMaxRate, irrigConstraint, fertiliserUnitCost, domesticPriceMarkup, minDemandPerCereal, minDemandPerOilcrop, seedAndWasteRate
 $load previousLandCoverArea, carbonFluxRate, carbonCreditRate, woodYieldRota, woodYieldLUC, forestRotationPeriod, conversionCost
-$load woodDemand, woodExportPrice, woodImportPrice, woodMaxNetImport, woodMinNetImport, forestEstablishmentCost, vegClearingCostRate
-$load carbonPrice, carbonDemand, carbonMaxNetImport, carbonMinNetImport, carbonHorizon
+$load forestManagementCost, vegClearingCostRate, carbonHorizon, energycropsMaxProportion, carbonForestMaxProportion
 $gdxin
 
  SCALAR delta "use to smooth power function see 7.5 www.gams.com dd docs solversconopt.pdf" / 0.00000000001 /;
@@ -123,8 +116,8 @@ $gdxin
  baseCost('pasture') = 0.04;
  otherIntCost('pasture') = 0.8 + otherICost;
  
-* maxNetImport(import_crop) = min(maxNetImport(import_crop), demand(import_crop));
-* minNetImport(import_crop) = min(minNetImport(import_crop), demand(import_crop));
+* maxNetImport(import_types) = min(maxNetImport(import_types), demand(import_types));
+* minNetImport(import_types) = min(minNetImport(import_types), demand(import_types));
 
  VARIABLES
        unitCost(crop, location)           cost per area for each crop - cost
@@ -143,23 +136,18 @@ $gdxin
        landCoverArea(land_cover, location)  land cover area in Mha
        landCoverChange(land_cover_before, land_cover_after, location) land cover change in Mha
        totalConversionCost(location)      land cover conversion cost - $1000 per ha
-       woodExported                       total wood sold - Mt C-eq
-       woodImported
+
        woodSupplyRota
        woodSupplyLUC
-       forestManagementCost
-       vegClearningCost
+       forestryCost
        carbonFlux(location)               total carbon flux  - Mt C
        carbonCredits(location)
-       carbonImported
-       carbonExported
 *       A                                  "artificial variable for debugging https://www.gams.com/blog/2017/07/misbehaving-model-infeasible/"
        total_cost                         total cost of domestic supply including net imports;
 
  POSITIVE VARIABLE cropArea, fertI, irrigI, otherIntensity, ruminantFeed, monogastricFeed, importAmount, exportAmount,
                    agriLandExpansion, cropIncrease, cropDecrease, pastureDecrease, pastureIncrease, totalFeedDM,
-                   landCoverArea, landCoverChange, totalConversionCost, woodExported, woodImported, woodSupplyRota,
-                   woodSupplyLUC, forestManagementCost, vegClearningCost, carbonImported, carbonExported;
+                   landCoverArea, landCoverChange, totalConversionCost, woodSupplyRota, woodSupplyLUC;
 
 
 * POSITIVE VARIABLE A;
@@ -180,13 +168,13 @@ $gdxin
        MONOGASTRICS_DEMAND_CONSTRAINT                   satisfy demand for monogastric products
        TOTAL_NON_PASTURE_FEED_DM_CALC                   calc total feed dry matter not including pasture
        FEED_MIX_CONSTRAINT(feed_crop_less_pasture)      limit amount of feed for each feed crop
+       ENERGYCROPS_CONSTRAINT
 
-       MAX_NET_IMPORT_CONSTRAINT(import_crop)           constraint on max net imports
-       MIN_NET_IMPORT_CONSTRAINT(import_crop)           constraint on min net imports
+       MAX_NET_IMPORT_CONSTRAINT(import_types)           constraint on max net imports
+       MIN_NET_IMPORT_CONSTRAINT(import_types)           constraint on min net imports
        PASTURE_IMPORT_CONSTRAINT                        constraint to not import pasture
        PASTURE_EXPORT_CONSTRAINT
 
-
        SETASIDE_AREA_CALC(location)
        CROPLAND_LAND_COVER_CALC(location)               cropland area equals sum of all crop areas
        PASTURE_LAND_COVER_CALC(location)                pasture area (land cover) equals pasture area (land use)
@@ -197,16 +185,12 @@ $gdxin
        WOOD_SUPPLY_ROTA_CALC
        WOOD_SUPPLY_LUC_CALC
        WOOD_SUPPLY_CONSTRAINT
-       WOOD_MIN_TRADE_CONSTRAINT                          constraint on minimum wood export
-       WOOD_MAX_TRADE_CONSTRAINT
-       FOREST_MANAGEMENT_COST_CALC
-       VEG_CLEARING_COST_CALC
+       FORESTRY_COST_CALC
  
        CARBON_FLUX_CALC(location)                         calc carbon flux
        CARBON_CREDIT_CALC(location)
-       CARBON_DEMAND_CONSTRAINT
-       CARBON_MIN_TRADE_CONSTRAINT
-       CARBON_MAX_TRADE_CONSTRAINT
+       CARBON_CREDIT_CONSTRAINT
+       CARBON_FOREST_CONSTRAINT
 
        COST_CALC         Net Present Value function;
 
@@ -234,7 +218,7 @@ $gdxin
  
  IRRIGATION_CONSTRAINT(location) .. irrigConstraint(location) * suitableLandArea(location) * (1.0 - unhandledCropRate) =G= sum(crop, irrigMaxRate(crop, location) * irrigI(crop, location) * cropArea(crop, location));
 
-*************** Commodity supply *************************
+*************** Crop supply *************************
 
  NET_SUPPLY_EQ(crop) .. netSupply(crop) =E= sum(location, cropArea(crop, location) * yield(crop, location)) * (1 - seedAndWasteRate(crop)) - ruminantFeed(crop) - monogastricFeed(crop) + importAmount(crop) - exportAmount(crop);
   
@@ -250,18 +234,13 @@ $gdxin
  
  TOTAL_NON_PASTURE_FEED_DM_CALC .. totalFeedDM =E= sum(feed_crop_less_pasture, (ruminantFeed(feed_crop_less_pasture) + monogastricFeed(feed_crop_less_pasture)) * cropDM(feed_crop_less_pasture));
  FEED_MIX_CONSTRAINT(feed_crop_less_pasture) .. (ruminantFeed(feed_crop_less_pasture) + monogastricFeed(feed_crop_less_pasture)) * cropDM(feed_crop_less_pasture) =L= totalFeedDM * 0.7;
-    
-
-*************** Exports *******************************
+ 
+ ENERGYCROPS_CONSTRAINT .. sum(location, cropArea('energycrops', location)) =L= energycropsMaxProportion * sum(location, landCoverArea('cropland', location));
 
- MAX_NET_IMPORT_CONSTRAINT(import_crop) .. importAmount(import_crop) - exportAmount(import_crop) =L= maxNetImport(import_crop);
- MIN_NET_IMPORT_CONSTRAINT(import_crop) .. importAmount(import_crop) - exportAmount(import_crop) =G= minNetImport(import_crop);
- PASTURE_IMPORT_CONSTRAINT .. importAmount('pasture') =E= 0;
- PASTURE_EXPORT_CONSTRAINT ..  exportAmount('pasture') =E= 0;
 
 ************** Land Cover *****************************
 
- SETASIDE_AREA_CALC(location) .. cropArea('setaside', location) =E= sum(crop_less_pasture, cropArea(crop_less_pasture, location)) * setAsideRate;
+ SETASIDE_AREA_CALC(location) .. cropArea('setaside', location) =E= sum(crop_less_pasture_setaside, cropArea(crop_less_pasture_setaside, location)) * setAsideRate;
  
  CROPLAND_LAND_COVER_CALC(location) .. landCoverArea('cropland', location) =E= sum(crop_less_pasture, cropArea(crop_less_pasture, location)) / (1.0 - unhandledCropRate);
  
@@ -278,45 +257,40 @@ $gdxin
 
 ************* Forestry ***********************************
 
- WOOD_SUPPLY_ROTA_CALC .. woodSupplyRota =E= sum(location, landCoverArea('timberForest', location) * woodYieldRota(location) / forestRotationPeriod(location));
+ WOOD_SUPPLY_ROTA_CALC .. woodSupplyRota =E= sum(location, landCoverArea('timberForest', location) * woodYieldRota(location));
  
  WOOD_SUPPLY_LUC_CALC .. woodSupplyLUC =E= sum((land_cover_before, land_cover_after, location), landCoverChange(land_cover_before, land_cover_after, location) * woodYieldLUC(land_cover_before, land_cover_after, location));
  
- WOOD_SUPPLY_CONSTRAINT .. woodSupplyRota =G= woodDemand + woodExported - woodImported;
-
- WOOD_MIN_TRADE_CONSTRAINT .. woodImported - woodExported =L= woodMaxNetImport;
-
- WOOD_MAX_TRADE_CONSTRAINT .. woodImported - woodExported =G= woodMinNetImport;
- 
- FOREST_MANAGEMENT_COST_CALC .. forestManagementCost =E= sum(location, landCoverArea('timberForest', location) * forestEstablishmentCost / forestRotationPeriod(location)) +
-                                                         sum(location, landCoverArea('carbonForest', location) * forestEstablishmentCost / carbonHorizon);
+ WOOD_SUPPLY_CONSTRAINT .. woodSupplyRota =G= demand('wood') + exportAmount('wood') - importAmount('wood');
  
- VEG_CLEARING_COST_CALC .. vegClearningCost =E= (woodSupplyLUC + woodSupplyRota) * vegClearingCostRate;
+ FORESTRY_COST_CALC .. forestryCost =E= sum(location, landCoverArea('timberForest', location) * forestManagementCost / forestRotationPeriod(location)) +
+                                        sum(location, landCoverArea('carbonForest', location) * forestManagementCost / carbonHorizon) +
+                                        woodSupplyLUC * vegClearingCostRate;
  
 *********** Carbon fluxes ***********************************
 
  CARBON_FLUX_CALC(location) .. carbonFlux(location) =E= sum((land_cover_before, land_cover_after), landCoverChange(land_cover_before, land_cover_after, location) * carbonFluxRate(land_cover_before, land_cover_after, location));
                                                         
- CARBON_CREDIT_CALC(location) .. carbonCredits(location) =E= sum((land_cover_before, land_cover_after), landCoverChange(land_cover_before, land_cover_after, location) * carbonCreditRate(land_cover_before, land_cover_after, location));
+ CARBON_CREDIT_CALC(location) .. carbonCredits(location) =E= -sum((land_cover_before, land_cover_after), landCoverChange(land_cover_before, land_cover_after, location) * carbonCreditRate(land_cover_before, land_cover_after, location));
                                                         
- CARBON_DEMAND_CONSTRAINT .. -sum(location, carbonCredits(location)) =G= carbonDemand + carbonExported - carbonImported;
+ CARBON_CREDIT_CONSTRAINT .. sum(location, carbonCredits(location)) =G= demand('carbonCredits') + exportAmount('carbonCredits') - importAmount('carbonCredits');
  
- CARBON_MIN_TRADE_CONSTRAINT .. carbonImported - carbonExported =L= carbonMaxNetImport;
- 
- CARBON_MAX_TRADE_CONSTRAINT .. carbonImported - carbonExported =G= carbonMinNetImport;
+ CARBON_FOREST_CONSTRAINT .. sum(location, landCoverArea('carbonForest', location)) =L= sum(location, suitableLandArea(location)) * carbonForestMaxProportion;
+
+*************** Trade *******************************
+
+ MAX_NET_IMPORT_CONSTRAINT(import_types) .. importAmount(import_types) - exportAmount(import_types) =L= maxNetImport(import_types);
+ MIN_NET_IMPORT_CONSTRAINT(import_types) .. importAmount(import_types) - exportAmount(import_types) =G= minNetImport(import_types);
+ PASTURE_IMPORT_CONSTRAINT .. importAmount('pasture') =E= 0;
+ PASTURE_EXPORT_CONSTRAINT .. exportAmount('pasture') =E= 0;
 
 ************ Total cost ******************************
 
  COST_CALC .. total_cost =E= sum((crop, location), cropArea(crop, location) * unitCost(crop, location) * (1-subsidyRate(crop))) * domesticPriceMarkup +
-                       sum(location, totalConversionCost(location)) +
-                       sum(import_crop, importPrices(import_crop) * importAmount(import_crop)) +
-                       woodImported * woodImportPrice -
-                       sum(import_crop, exportPrices(import_crop) * exportAmount(import_crop)) -
-                       woodExported * woodExportPrice +
-                       forestManagementCost +
-                       vegClearningCost +
-                       (carbonImported - carbonExported) * carbonPrice;
-
+                             sum(location, totalConversionCost(location)) +
+                             forestryCost +
+                             sum(import_types, importPrices(import_types) * importAmount(import_types)) -
+                             sum(import_types, exportPrices(import_types) * exportAmount(import_types));
 
  MODEL LAND_USE /ALL/ ;
  fertI.L(crop, location) = previousFertIntensity(crop, location);
@@ -350,9 +324,6 @@ $gdxin
  parameter productionShock(all_types);
  scalar netCarbonFlux;
  scalar netCarbonCredits;
- scalar netCarbonImport;
- scalar netWoodImport;
- scalar totalWoodHarvest;
 
 * Production quantities based on smaller area (before unhandledCropArea adjustment applied)
  totalProd(crop) = sum(location, cropArea.l(crop, location) * yield.l(crop, location));
@@ -370,18 +341,14 @@ $gdxin
  totalProdCost('ruminants') = sum(feed_crop, ruminantFeed.l(feed_crop) * feedCostRate(feed_crop));
  totalProdCost('monogastrics') = sum(feed_crop, monogastricFeed.l(feed_crop) * feedCostRate(feed_crop));
 
- netImportAmount(import_crop) = importAmount.l(import_crop) - exportAmount.l(import_crop);
- netImportCost(import_crop) = importAmount.l(import_crop) * importPrices(import_crop) - exportAmount.l(import_crop) * exportPrices(import_crop);
+ netImportAmount(import_types) = importAmount.l(import_types) - exportAmount.l(import_types);
+ netImportCost(import_types) = importAmount.l(import_types) * importPrices(import_types) - exportAmount.l(import_types) * exportPrices(import_types);
  netCarbonFlux = SUM(location, carbonFlux.L(location));
  netCarbonCredits = SUM(location, carbonCredits.L(location));
- netCarbonImport = carbonImported.L - carbonExported.L;
-* including wood from LUC as export
- netWoodImport = woodImported.L - woodExported.L;
- totalWoodHarvest = woodSupplyRota.L + woodSupplyLUC.L;
 
  Scalar totalCostsLessLU;
 
- totalCostsLessLU = sum(crop,totalProdCost(crop))+ sum(import_crop,netImportCost(import_crop));
+ totalCostsLessLU = sum(crop,totalProdCost(crop))+ sum(import_types,netImportCost(import_types));
 
 
  Scalar ms 'model status', ss 'solve status';
diff --git a/data/halfdeg/hurtt_2010.txt b/data/halfdeg/hurtt_2010.txt
index 749c713c..b6fade4d 100644
--- a/data/halfdeg/hurtt_2010.txt
+++ b/data/halfdeg/hurtt_2010.txt
@@ -1484,7 +1484,7 @@
 79 14 0 0 0 0 0 0.618170097470284 0.381829902529716
 79 14.5 0 0 0 0 0 0.598658040165901 0.401341959834099
 79 15 0 0 0 0 0 0.716674774885178 0.283325225114822
-79 15.5 0.000228998324018903 0 0 0 0 0.346706066280603 0.653064935395378
+79 15.5 0.000218803528696299 0 0 0 0 0.346716266125441 0.653064930345863
 79 16 0 0 0 0 0 0.516024840995669 0.483975159004331
 79 16.5 0 0 0 0 0 0.204305350314826 0.795694649685174
 79 17 0 0 0 0 0 0.359033718705177 0.640966281294823
@@ -1706,8 +1706,8 @@
 78.5 14.5 0 0 0 0.476715475320816 0 0 0.523284524679184
 78.5 15 0 0 0 0 0 0.497816115617752 0.502183884382248
 78.5 15.5 0 0 0 0 0 0.882768556475639 0.117231443524361
-78.5 16 0.0102992951869965 0 0 0 0 0.582488089799881 0.407212615013123
-78.5 16.5 0.000219676032429561 0 0 0.404100525149261 0 0 0.59567979881831
+78.5 16 0.00651070848107338 0 0 0 0 0.586276672780514 0.407212618738413
+78.5 16.5 0.000140841613756493 0 0 0.404179351840867 0 0 0.595679806545377
 78.5 17 0 0 0 0.1530741751194 0 0 0.8469258248806
 78.5 17.5 0 0 0 0.0226911902634583 0 0 0.977308809736542
 78.5 18 0 0 0 0.109303519129753 0 0 0.890696480870247
@@ -1922,12 +1922,12 @@
 78 12 0 0 0 0 0 0 1
 78 12.5 0 0 0 0 0 0 1
 78 13 0 0 0 0.314099922776222 0 0 0.685900077223778
-78 13.5 0.000210473692277446 0 0 0.310533544616192 0 0 0.689255981691531
+78 13.5 0.000211220278288238 0 0 0.310532793402672 0 0 0.68925598631904
 78 14 0 0 0 0 0 0.319926217198372 0.680073782801628
 78 14.5 0 0 0 0.326315253973007 0 0 0.673684746026993
-78 15 0.00384011430044969 0 0 0 0 0.530038297176361 0.466121588523189
-78 15.5 0.000213422201341018 0 0 0 0 0.565185641869903 0.434600935928756
-78 16 0.000425382517278194 0 0 0 0 0.614252552390099 0.385322065092623
+78 15 0.00244278414174914 0 0 0 0 0.531435628732046 0.466121587126205
+78 15.5 0.000185980039532296 0 0 0 0 0.565213086083531 0.434600933876936
+78 16 0.000346145854564384 0 0 0 0 0.614331789314747 0.385322064830689
 78 16.5 0 0 0 0 0 0.729948088526726 0.270051911473274
 78 17 0 0 0 0.796903729438782 0 0 0.203096270561218
 78 17.5 0 0 0 0.633141991708726 0 0 0.366858008291274
@@ -1936,7 +1936,7 @@
 78 19 0 0 0 0 0 0 1
 78 20 0 0 0 0 0 0 1
 78 20.5 0 0 0 0 0 0 1
-78 21 0.000210092053748667 0 0 0 0 0.518330795457587 0.481459112488665
+78 21 0.000203327814233489 0 0 0 0 0.518337560584769 0.481459111600998
 78 21.5 0 0 0 0 0 0.583418637514114 0.416581362485886
 78 22 0 0 0 0 0 0 1
 78 22.5 0 0 0 0 0 0 1
@@ -2016,7 +2016,7 @@
 77.5 -72.5 0 0 0 0 0 0 1
 77.5 -72 0 0 0 0.0665388703346252 0 0 0.933461129665375
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--55.5 -70 0 0 0 0 0 0.520187693546177 0.479812306453823
--55.5 -69.5 0 0 0 0 0 0.607022002273879 0.392977997726121
--55.5 -69 0 0 0 0.740283357648877 0 0 0.259716642351123
--55.5 -68.5 0 0 0.0222924692789093 0.368233889297699 0 0 0.609473641423392
+-55.5 -71 0 0 2.56664006883511e-05 0.307840969435347 0 0 0.692133364163965
+-55.5 -70.5 0 0 7.38758399165818e-05 0.251371894657495 0 0 0.748554229502588
+-55.5 -70 0 0 3.72861682080838e-05 0 0 0.52015040738479 0.479812306447002
+-55.5 -69.5 0 0 1.51587319123792e-05 0 0 0.60700684353651 0.392977997731577
+-55.5 -69 0 0 8.1709576988942e-06 0.740275186704821 0 0 0.25971664233748
+-55.5 -68.5 0 0 0.0179924008598391 0.372533957517589 0 0 0.609473641622571
 -55.5 -67 0 0 0 0.0710700168929179 0 0 0.928929983107082
--55.5 -66.5 0 0 0.027651259675622 0.0425431034527719 0 0 0.929805636871606
+-55.5 -66.5 0 0 0.027404610067606 0.0427897542249411 0 0 0.929805635707453
 -56 -69.5 0 0 0 0.0239484914345667 0 0 0.976051508565433
 -56 -69 0 0 0 0 0 0 1
--56 -68.5 0 0 0.0914292447851039 0.193908762720639 0 0 0.714661992494257
--56 -68 0 0 0.0130442604422569 0.0179738179795095 0 0 0.968981921578234
+-56 -68.5 0 0 0.0737579939886928 0.211580020649535 0 0 0.714661985361772
+-56 -68 0 0 0.0104749575257301 0.0205431208480604 0 0 0.968981921626209
 -58 -26.5 0 0 0 0 0 0 1
 -58.5 -26.5 0 0 0 0 0 0 1
 -59.5 -27 0 0 0 0 0 0 1
diff --git a/src/ac/ed/lurg/ModelConfig.java b/src/ac/ed/lurg/ModelConfig.java
index a2196063..4e238d15 100755
--- a/src/ac/ed/lurg/ModelConfig.java
+++ b/src/ac/ed/lurg/ModelConfig.java
@@ -268,7 +268,7 @@ public class ModelConfig {
 	public static final String WOOD_YIELD_NTRL_TO_AGRI_FILENAME = "wood_yield_ntrl_to_agri.dat";
 	public static final String WOOD_YIELD_NTRL_TO_FRST_FILENAME = "wood_yield_ntrl_to_forest.dat";
 	public static final String LAND_COVER_AGE_DIST_FILENAME = SPATIAL_DATA_DIR + File.separator + "land_cover_age_dist.txt";
-	public static final int LAND_COVER_INIT_AGE_GROUP_SIZE = getIntProperty("CARBON_WOOD_AGE_CLASSES", 10); // years
+	public static final int LAND_COVER_INIT_AGE_GROUP_SIZE = getIntProperty("LAND_COVER_INIT_AGE_GROUP_SIZE", 10); // years
 	public static final int WOOD_AND_CARBON_TIMESTEP_SIZE = getIntProperty("WOOD_AND_CARBON_TIMESTEP_SIZE", 20); // years
 	public static final double WOOD_YIELD_CALIB_FACTOR = getDoubleProperty("WOOD_YIELD_CALIB_FACTOR", 1.0); 
 	public static final int CARBON_WOOD_MAX_TIME = getIntProperty("CARBON_WOOD_MAX_TIME", 165);
@@ -291,8 +291,8 @@ public class ModelConfig {
 	// Calibration related stuff
 	public static final boolean IS_CALIBRATION_RUN = getBooleanProperty("IS_CALIBRATION_RUN", false);
 	public static final String CALIB_DIR = IS_CALIBRATION_RUN ? OUTPUT_DIR : getProperty("CALIB_DIR", OUTPUT_DIR);
-	public static final int END_FIRST_STAGE_CALIBRATION = getIntProperty("END_FIRST_STAGE_CALIBRATION", 10);
-	public static final int END_SECOND_STAGE_CALIBRATION = getIntProperty("END_SECOND_STAGE_CALIBRATION", 10);
+	public static final int END_FIRST_STAGE_CALIBRATION = getIntProperty("END_FIRST_STAGE_CALIBRATION", 5);
+	public static final int END_SECOND_STAGE_CALIBRATION = getIntProperty("END_SECOND_STAGE_CALIBRATION", 15);
 	public static final String SERIALIZED_LAND_USE_FILENAME = "landUseRaster.ser";
 	public static final String SERIALIZED_CROP_USAGE_FILENAME = "countryCropUsages.ser";
 	public static final String SERIALIZED_INTERNATIONAL_MARKET_FILENAME = "internationalMarket.ser";
@@ -311,6 +311,7 @@ public class ModelConfig {
 	public static final String CHECKPOINT_LAND_COVER_FILE = getProperty("CHECKPOINT_LAND_COVER_FILE", OUTPUT_DIR + File.separator +  SERIALIZED_LAND_COVER_FILENAME);
 	public static final String CHECKPOINT_WOOD_USAGE_FILE = getProperty("CHECKPOINT_WOOD_USAGE_FILE", OUTPUT_DIR + File.separator +  SERIALIZED_WOOD_USAGE_FILENAME);
 	public static final boolean DISABLE_SERIALIZATION = getBooleanProperty("DISABLE_SERIALIZATION", false);
+	public static final boolean USE_INITIAL_CROP_USAGE_DATA = getBooleanProperty("USE_INITIAL_CROP_USAGE_DATA", false);
 	
 	public static final boolean MARKET_ADJ_PRICE = getBooleanProperty("MARKET_ADJ_PRICE", true);
 	public static final boolean CHANGE_YIELD_DATA_YEAR = IS_CALIBRATION_RUN ? false : getBooleanProperty("CHANGE_YIELD_DATA_YEAR", true);
@@ -325,12 +326,9 @@ public class ModelConfig {
 	public static final int BASE_YEAR = getIntProperty("BASE_YEAR", 2010);
 
 	// Import export limits
-	public static final double ANNUAL_MAX_IMPORT_CHANGE = getDoubleProperty("ANNUAL_MAX_IMPORT_CHANGE", 0.05);
+	public static final double ANNUAL_MAX_IMPORT_CHANGE = getDoubleProperty("ANNUAL_MAX_IMPORT_CHANGE", 0.02);
 	public static final double MAX_IMPORT_CHANGE = getDoubleProperty("MAX_IMPORT_CHANGE", ANNUAL_MAX_IMPORT_CHANGE*TIMESTEP_SIZE);
-	public static final double IMPORT_CHANGE_MIN_PARAM = getDoubleProperty("IMPORT_CHANGE_MIN_PARAM", 1.0); // import/export ratio below which import change is capped at MAX_IMPORT_CHANGE
-	public static final double IMPORT_CHANGE_MAX_PARAM = getDoubleProperty("IMPORT_CHANGE_MAX_PARAM", 1.5); // import/export ratio above which import change is 0
-	public static final double IMPORT_CHANGE_GRAD_PARAM = getDoubleProperty("IMPORT_CHANGE_GRAD_PARAM", -MAX_IMPORT_CHANGE/(IMPORT_CHANGE_MAX_PARAM-IMPORT_CHANGE_MIN_PARAM));
-	public static final double IMPORT_CHANGE_INTCP_PARAM = getDoubleProperty("IMPORT_CHANGE_INTCP_PARAM", -IMPORT_CHANGE_GRAD_PARAM*IMPORT_CHANGE_MAX_PARAM);
+	public static final double IMPORT_CHANGE_ELASTICITY = getDoubleProperty("IMPORT_CHANGE_ELASTICITY", 3.0);
 	
 	// Price caps
 	public static final String PRICE_CAP_FILE = DATA_DIR + File.separator + "price_caps.csv";
@@ -365,7 +363,7 @@ public class ModelConfig {
 	public static final double OTHER_WATER_USE_FACTOR = getDoubleProperty("OTHER_WATER_USE_FACTOR", 1.0);
 	public static final boolean USE_BLUE_WATER_FILE_IRRIG_CONSTRAINT = getBooleanProperty("USE_BLUE_WATER_FILE_IRRIG_CONSTRAINT", false);;
 
-	public static final boolean CONVERSION_COSTS_FROM_FILE = getBooleanProperty("CONVERSION_COSTS_FROM_FILE", false);
+	public static final boolean CONVERSION_COSTS_FROM_FILE = getBooleanProperty("CONVERSION_COSTS_FROM_FILE", true);
 	public static final String CONVERSION_COST_FILE = getProperty("CONVERSION_COST_FILE", DATA_DIR + File.separator + "conversion_costs.csv"); // cost of converting from one land cover to another, $1000/ha
 	public static final double LAND_CHANGE_COST = getDoubleProperty("LAND_CHANGE_COST", 0.2);
 	public static final double CROP_TO_PASTURE_COST_FACTOR = getDoubleProperty("CROP_TO_PASTURE_COST_FACTOR", 1.0);
@@ -410,18 +408,19 @@ public class ModelConfig {
 	// So we do not represent crops covering (1341.911-1239.03)/1547.464=6.65% of cropland.  Additionally 10.3% of cropland is set aside, fallow or failed crops, 
 	public static final double UNHANDLED_CROP_RATE = getDoubleProperty("UNHANDLED_CROP_RATE", 0.0665);  // mostly forage crops
 	public static final double SETASIDE_RATE = getDoubleProperty("SETASIDE_RATE", 0.103);  // includes aside, fallow and failed cropland areas 
+	public static final double ENERGYCROPS_MAX_PROPORTION = getDoubleProperty("ENERGYCROPS_MAX_PROPORTION", 0.2); // maximum proportion of cropland for energycrops
 
-	public static final double OTHER_INTENSITY_COST = getDoubleProperty("OTHER_INTENSITY_COST", 0.8);
+	public static final double OTHER_INTENSITY_COST = getDoubleProperty("OTHER_INTENSITY_COST", 0.7);
 	public static final double OTHER_INTENSITY_PARAM = getDoubleProperty("OTHER_INTENSITY_PARAM", 3.22);
 
-	public static final double IRRIG_COST_SCALE_FACTOR = getDoubleProperty("IRRIG_COST_SCALE_FACTOR", 0.0003);
+	public static final double IRRIG_COST_SCALE_FACTOR = getDoubleProperty("IRRIG_COST_SCALE_FACTOR", 0.00035);
 	public static final double IRRIG_COST_MULTIPLIER = getDoubleProperty("IRRIG_COST_MULTIPLIER", 1.0);
-	public static final double FERTILISER_COST_PER_T = getDoubleProperty("FERTILISER_COST_PER_T", 1.4); // $500/t, 18% N/t
+	public static final double FERTILISER_COST_PER_T = getDoubleProperty("FERTILISER_COST_PER_T", 1.6); // $500/t, 18% N/t
 	public static final double FERTILISER_MAX_COST = FERTILISER_COST_PER_T * MAX_FERT_AMOUNT/1000;
 
 	public static final double DOMESTIC_PRICE_MARKUP = getDoubleProperty("DOMESTIC_PRICE_MARKUP", 1.0);
 	public static final double TRANSPORT_LOSSES = getDoubleProperty("TRANSPORT_LOSSES", 0.05);  // in international trade
-	public static final double TRANSPORT_COST = getDoubleProperty("TRANSPORT_COST", 0.1);  // 10% transport cost
+	public static final double TRANSPORT_COST = getDoubleProperty("TRANSPORT_COST", 0.05);  // % transport cost
 	public static final double TRADE_BARRIER_FACTOR_DEFAULT = getDoubleProperty("TRADE_BARRIER_FACTOR_DEFAULT", 0.2);  // price factor in international trade, transport cost and real trade barriers
 	public static final double TRADE_BARRIER_MULTIPLIER = getDoubleProperty("TRADE_BARRIER_MULTIPLIER", 1.0);
 	public static final boolean ACTIVE_TRADE_BARRIERS = getBooleanProperty("ACTIVE_TRADE_BARRIERS", true);  // if set to true read in barrier information from file, otherwise use default as above
@@ -480,12 +479,12 @@ public class ModelConfig {
 	public static final double IND_ROUNDWOOD_DEMAND_ELASTICITY = getDoubleProperty("IND_ROUNDWOOD_DEMAND_ELASTICITY",  0.3123881);
 	public static final double FUELWOOD_DEMAND_ELASTICITY = getDoubleProperty("FUELDWOOD_DEMAND_ELASTICITY", -0.3598551);
 	public static final double WOOD_BIOMASS_CONVERSION_FACTOR = getDoubleProperty("WOOD_BIOMASS_CONVERSION_FACTOR", 3e-7); // m3 to MtC-eq p.16 [https://doi.org/10.5194/gmd-13-5425-2020] 
-	public static final double DISCOUNT_RATE = getDoubleProperty("DISCOUNT_RATE", 0.07);
-	public static final double VEGETATION_CLEARING_COST = getDoubleProperty("VEGETATION_CLEARING_COST", 0.005); //$1000/tC
-	public static final double FOREST_ESTABLISHMENT_COST = IS_FORESTRY_ON ? getDoubleProperty("FOREST_ESTABLISHMENT_COST", 5.0) : 0.0; // $1000/ha
+	public static final double DISCOUNT_RATE = getDoubleProperty("DISCOUNT_RATE", 0.07); // for calculating rotation period
+	public static final double VEGETATION_CLEARING_COST = getDoubleProperty("VEGETATION_CLEARING_COST", 0.0001); //$1000/tC
+	public static final double FOREST_MANAGEMENT_COST = IS_FORESTRY_ON ? getDoubleProperty("FOREST_ESTABLISHMENT_COST", 5.0) : 0.0; // establishment, management etc. $1000/ha
 	public static final double WOOD_TRADE_BARRIER = getDoubleProperty("WOOD_TRADE_BARRIER", 0.2); //$1000/tC
 	public static final double INIT_WOOD_PRICE = IS_FORESTRY_ON ? getDoubleProperty("INIT_WOOD_PRICE", 0.387) : 0.0; // $1000/tC-eq
-	public static final boolean ENABLE_VEGETATION_CLEARANCE_COST = getBooleanProperty("ENABLE_VEGETATION_CLEARANCE_COST", false);
+	public static final boolean ENABLE_VEGETATION_CLEARANCE_COST = getBooleanProperty("ENABLE_VEGETATION_CLEARANCE_COST", false); // calculates cost of clearing vegetation even if forestry off
 	// When forestry enabled, conversion cost based on amount of biomass cleared
 	public static final double MANAGED_FOREST_DECREASE_COST = IS_FORESTRY_ON || ENABLE_VEGETATION_CLEARANCE_COST ? getDoubleProperty("MANAGED_FOREST_DECREASE_COST", 0.1 * LAND_CHANGE_COST) : getDoubleProperty("MANAGED_FOREST_DECREASE_COST", 0.5 * LAND_CHANGE_COST); // $1000/ha
 	
@@ -493,10 +492,11 @@ public class ModelConfig {
 	public static final boolean IS_CARBON_ON = getBooleanProperty("IS_CARBON_ON", false);
 	public static final String CARBON_DEMAND_FILENAME = getProperty("CARBON_DEMAND_FILENAME", "carbon_demand.csv");
 	public static final String CARBON_DEMAND_FILE = getProperty("CARBON_DEMAND_FILE", DATA_DIR + File.separator + CARBON_DEMAND_FILENAME);
-	public static final int CARBON_HORIZON = getIntProperty("CARBON_HORIZON", 30);
+	public static final int CARBON_HORIZON = getIntProperty("CARBON_HORIZON", 30); // time period for calculating carbon credits
 	public static final double INIT_CARBON_PRICE = IS_CARBON_ON ? getDoubleProperty("INIT_CARBON_PRICE", 0.02) : 0.0; // $1000/tC-eq
 	public static final double INIT_CARBON_STOCK = getDoubleProperty("INIT_WOOD_STOCK", 100.0); // MtC-eq
 	public static final String CARBON_OPTIONS_FILENAME = getProperty("CARBON_OPTIONS_FILENAME", "carbon_options.csv");
 	public static final String CARBON_OPTIONS_FILE = getProperty("CARBON_OPTIONS_FILE", DATA_DIR + File.separator + CARBON_OPTIONS_FILENAME);
+	public static final double CARBON_FOREST_MAX_PROPORTION = getDoubleProperty("CARBON_FOREST_MAX_PROPORTION", 0.2); // maximum proportion of land cover as carbon forest
 
 }
diff --git a/src/ac/ed/lurg/ModelMain.java b/src/ac/ed/lurg/ModelMain.java
index 02706f8e..4c0a8899 100644
--- a/src/ac/ed/lurg/ModelMain.java
+++ b/src/ac/ed/lurg/ModelMain.java
@@ -406,7 +406,7 @@ public class ModelMain {
 						continue;
 
 					double prod = woodUsage.getHarvest();
-					double netImports = woodUsage.getNetImport();
+					double netImports = woodUsage.getNetImport() - woodUsage.getLucHarvest();
 
 					CountryPrice px = country.getCurrentCountryWoodPrice();
 					double importPrice = px.getImportPrice(); 
@@ -646,7 +646,7 @@ public class ModelMain {
 	
 	private Map<CompositeCountry, Map<CropType, CropUsageData>> getInitialCropUsageData() {
 		Map<CompositeCountry, Map<CropType, CropUsageData>> cropUsageDataMap;
-		if (ModelConfig.IS_CALIBRATION_RUN)
+		if (ModelConfig.IS_CALIBRATION_RUN || ModelConfig.USE_INITIAL_CROP_USAGE_DATA)
 			cropUsageDataMap = new CropUsageReader(compositeCountryManager).getCommodityData();
 		else
 			cropUsageDataMap = deserializeCropUsage();
diff --git a/src/ac/ed/lurg/country/CountryAgent.java b/src/ac/ed/lurg/country/CountryAgent.java
index af88f856..4e16faf7 100644
--- a/src/ac/ed/lurg/country/CountryAgent.java
+++ b/src/ac/ed/lurg/country/CountryAgent.java
@@ -244,7 +244,7 @@ public class CountryAgent extends AbstractCountryAgent {
 			// Some countries produce wood from irrigated forests e.g. Egypt which are not modelled here.
 			// Therefore we need to adjust the initial FAO imports/exports.
 			
-			if (ModelConfig.IS_CALIBRATION_RUN && currentTimestep.isInitialTimestep()) {
+			if ((ModelConfig.IS_CALIBRATION_RUN || ModelConfig.USE_INITIAL_CROP_USAGE_DATA) && currentTimestep.isInitialTimestep()) {
 				double prodFract = woodUsage.getHarvest() / totalWoodProd; 
 				double potentialMaxYield = WoodYieldRasterSet.getMaxWoodHarvest(woodYieldData, previousGamsRasterOutput.getLandUses());
 				double potentialAdjYield = potentialMaxYield * prodFract; // adjust based on demand and cap at max 50% realised
diff --git a/src/ac/ed/lurg/country/GlobalPrice.java b/src/ac/ed/lurg/country/GlobalPrice.java
index 5f031992..9a7aae94 100644
--- a/src/ac/ed/lurg/country/GlobalPrice.java
+++ b/src/ac/ed/lurg/country/GlobalPrice.java
@@ -151,7 +151,9 @@ public class GlobalPrice implements Serializable {
 		if (Double.isNaN(ratio)) {
 			return ModelConfig.MAX_IMPORT_CHANGE;
 		} else {
-			return Math.max(Math.min(ratio * ModelConfig.IMPORT_CHANGE_GRAD_PARAM + ModelConfig.IMPORT_CHANGE_INTCP_PARAM, ModelConfig.MAX_IMPORT_CHANGE), 0);
+			// allowed change decreases as trade imbalance increases
+			double change = Math.exp(-(ratio - 1) * ModelConfig.IMPORT_CHANGE_ELASTICITY) * ModelConfig.MAX_IMPORT_CHANGE;
+			return Math.min(change, ModelConfig.MAX_IMPORT_CHANGE); // cap at max change
 		}
 	}
 	
diff --git a/src/ac/ed/lurg/country/PriceCapManager.java b/src/ac/ed/lurg/country/PriceCapManager.java
index 7eaab58c..a204a599 100644
--- a/src/ac/ed/lurg/country/PriceCapManager.java
+++ b/src/ac/ed/lurg/country/PriceCapManager.java
@@ -7,7 +7,6 @@ import java.util.Map;
 
 import ac.ed.lurg.ModelConfig;
 import ac.ed.lurg.types.CropType;
-import ac.ed.lurg.types.PriceCapType;
 import ac.ed.lurg.utils.LogWriter;
 
 public class PriceCapManager {
@@ -25,6 +24,12 @@ public class PriceCapManager {
 		readPriceCaps();
 	}
 	
+	public enum PriceCapType {
+		MIN_PRICE(),
+		MAX_PRICE();
+		PriceCapType() {}		
+	}
+	
 	private void readPriceCaps() {
 		String filename = ModelConfig.PRICE_CAP_FILE;
 		try {
diff --git a/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java b/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
index 0ad9572b..1a15a20e 100644
--- a/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
+++ b/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
@@ -354,10 +354,12 @@ public class GamsLocationOptimiser {
 			maxExpansion = ModelConfig.MAX_CHINA_LAND_EXPANSION_RATE;
 		}
 		addScalar(inDB, "maxLandExpansionRate", maxExpansion, 3);
+		addScalar(inDB, "energycropsMaxProportion", ModelConfig.ENERGYCROPS_MAX_PROPORTION, 5);
 		
-		addScalar(inDB, "carbonPrice", countryInput.getCarbonPrice().getExportPrice(), 5);
-		addScalar(inDB, "woodExportPrice", countryInput.getWoodPrice().getExportPrice(), 5);
-		addScalar(inDB, "woodImportPrice", countryInput.getWoodPrice().getImportPrice(), 5);
+		// Forestry
+		Map<WoodType, Double> woodDemandMap = countryInput.getWoodDemand();
+		double totalWoodDemand = woodDemandMap.values().stream().reduce(0.0, Double::sum);	
+		setGamsParamValue(demandP.addRecord("wood"), totalWoodDemand, 5);
 		
 		// Not simulating production of different wood products so need to aggregate
 		double woodMinNetImport = 0;
@@ -367,28 +369,62 @@ public class GamsLocationOptimiser {
 			woodMinNetImport += tc.getMinConstraint();
 			woodMaxNetImport += tc.getMaxConstraint();
 		}
+		setGamsParamValue(minTradeP.addRecord("wood"), woodMinNetImport, 5);
+		setGamsParamValue(maxTradeP.addRecord("wood"), woodMaxNetImport, 5);
 		
-		addScalar(inDB, "woodMaxNetImport", woodMaxNetImport, 5);
-		addScalar(inDB, "woodMinNetImport", woodMinNetImport, 5);
+		setGamsParamValue(importPriceP.addRecord("wood"), countryInput.getWoodPrice().getImportPrice(), 5);
+		setGamsParamValue(exportPriceP.addRecord("wood"), countryInput.getWoodPrice().getExportPrice(), 5);
 		
-		TradeConstraint carbonTradeConstraint = countryInput.getCarbonTradeConstraint();
-		addScalar(inDB, "carbonMaxNetImport", carbonTradeConstraint.getMaxConstraint(), 5);
-		addScalar(inDB, "carbonMinNetImport", carbonTradeConstraint.getMinConstraint(), 5);
+		addScalar(inDB, "forestManagementCost", ModelConfig.FOREST_MANAGEMENT_COST, 5);
+		addScalar(inDB, "vegClearingCostRate", ModelConfig.VEGETATION_CLEARING_COST, 5);
 		
-		// Wood demand
-		Map<WoodType, Double> woodDemandMap = countryInput.getWoodDemand();
-		double totalWoodDemand = woodDemandMap.values().stream().reduce(0.0, Double::sum);
-		addScalar(inDB, "woodDemand", totalWoodDemand, 5);	
+		// Yield from timber forest rotation
+		Map<Integer, ? extends WoodYieldData> woodYieldData = inputData.getWoodYields();
 		
-		// Carbon demand
-		addScalar(inDB, "carbonDemand", countryInput.getCarbonDemand(), 5);
+		GAMSParameter woodYieldRotaP = inDB.addParameter("woodYieldRota", 1);
+		GAMSParameter woodYieldLuc = inDB.addParameter("woodYieldLUC", 3);
+		
+		for (Entry<Integer, ? extends WoodYieldData> entry : woodYieldData.entrySet()) {
+			Integer locationId = entry.getKey();
+			String locString = Integer.toString(locationId);
+			WoodYieldData wYield = entry.getValue();
+
+			Vector<String> v = new Vector<String>();
+			v.add(locString);
+			setGamsParamValue(woodYieldRotaP.addRecord(v), wYield.getYieldRota(), 5);
+			
+			for (LandCoverType toLc : LandCoverType.getAgriculturalTypes()) {
+				Vector<String> w = new Vector<String>();
+				w.add(LandCoverType.NATURAL.getName());
+				w.add(toLc.getName());
+				w.add(locString);
+				setGamsParamValue(woodYieldLuc.addRecord(w), wYield.getYieldLuc(LandCoverType.NATURAL, toLc), 5);
+			}
+		}
+		
+		GAMSParameter forestRotationP = inDB.addParameter("forestRotationPeriod", 1);
+		for (Map.Entry<Integer, Double> entry : inputData.getRotationPeriods().entrySet()) {
+			int locationId = entry.getKey();
+			double rotPeriod = entry.getValue();
+			String locString = Integer.toString(locationId);
+			setGamsParamValue(forestRotationP.addRecord(locString), rotPeriod, 0);
+		}
+
+		// Carbon 
+		setGamsParamValue(demandP.addRecord("carbonCredits"), countryInput.getCarbonDemand(), 5);
 		addScalar(inDB, "carbonHorizon", ModelConfig.CARBON_HORIZON, 5);
+		setGamsParamValue(importPriceP.addRecord("carbonCredits"), countryInput.getCarbonPrice().getImportPrice(), 5);
+		setGamsParamValue(exportPriceP.addRecord("carbonCredits"), countryInput.getCarbonPrice().getExportPrice(), 5);
+		
+		TradeConstraint carbonTradeConstraint = countryInput.getCarbonTradeConstraint();
+		setGamsParamValue(minTradeP.addRecord("carbonCredits"), carbonTradeConstraint.getMinConstraint(), 5);
+		setGamsParamValue(maxTradeP.addRecord("carbonCredits"), carbonTradeConstraint.getMaxConstraint(), 5);
+
+		addScalar(inDB, "carbonForestMaxProportion", ModelConfig.CARBON_FOREST_MAX_PROPORTION, 5);
 		
-		// Carbon fluxes
 		GAMSParameter cFluxRateP = inDB.addParameter("carbonFluxRate", 3);
 		GAMSParameter cFluxCreditRateP = inDB.addParameter("carbonCreditRate", 3);
 
-		
 		for (Entry<Integer, ? extends CarbonFluxItem> entry : inputData.getCarbonFluxes().entrySet()) {
 			Integer locationId = entry.getKey();
 			String locString = Integer.toString(locationId);
@@ -409,31 +445,6 @@ public class GamsLocationOptimiser {
 			}
 		}
 		
-		// Yield from timber forest rotation
-		Map<Integer, ? extends WoodYieldData> woodYieldData = inputData.getWoodYields();
-		
-		GAMSParameter woodYieldRotaP = inDB.addParameter("woodYieldRota", 1);
-		GAMSParameter woodYieldLuc = inDB.addParameter("woodYieldLUC", 3);
-		
-		for (Entry<Integer, ? extends WoodYieldData> entry : woodYieldData.entrySet()) {
-			Integer locationId = entry.getKey();
-			String locString = Integer.toString(locationId);
-			WoodYieldData wYield = entry.getValue();
-
-			Vector<String> v = new Vector<String>();
-			v.add(locString);
-			setGamsParamValue(woodYieldRotaP.addRecord(v), wYield.getYieldRota(), 5);
-			
-			for (LandCoverType toLc : LandCoverType.getAgriculturalTypes()) {
-				Vector<String> w = new Vector<String>();
-				w.add(LandCoverType.NATURAL.getName());
-				w.add(toLc.getName());
-				w.add(locString);
-				setGamsParamValue(woodYieldLuc.addRecord(w), wYield.getYieldLuc(LandCoverType.NATURAL, toLc), 5);
-			}
-
-		}	
-		
 		// Land cover conversion cost
 		GAMSParameter conversionCostP = inDB.addParameter("conversionCost", 2);
 		Map<LccKey, Double> conversionCosts = inputData.getConversionCosts();
@@ -446,19 +457,9 @@ public class GamsLocationOptimiser {
 			Vector<String> v = new Vector<String>();
 			v.add(fromName);
 			v.add(toName);
-			setGamsParamValue(conversionCostP.addRecord(v), cost, 5);
-		}
-		
-		GAMSParameter forestRotationP = inDB.addParameter("forestRotationPeriod", 1);
-		for (Map.Entry<Integer, Double> entry : inputData.getRotationPeriods().entrySet()) {
-			int locationId = entry.getKey();
-			double rotPeriod = entry.getValue();
-			String locString = Integer.toString(locationId);
-			setGamsParamValue(forestRotationP.addRecord(locString), rotPeriod, 0);
+			setGamsParamValue(conversionCostP.addRecord(v), cost, -1);
 		}
 		
-		addScalar(inDB, "forestEstablishmentCost", ModelConfig.FOREST_ESTABLISHMENT_COST, 5);
-		addScalar(inDB, "vegClearingCostRate", ModelConfig.VEGETATION_CLEARING_COST, 5);
 	}
 
 	private void addScalar(GAMSDatabase gamsDb, String recordName, double val, int places) {
@@ -603,9 +604,10 @@ public class GamsLocationOptimiser {
 
 		
 		// Timber harvest
-		double totalWoodHarvest = outDB.getParameter("totalWoodHarvest").getFirstRecord().getValue();
-		double netWoodImport = outDB.getParameter("netWoodImport").getFirstRecord().getValue();
-		double lucHarvest = outDB.getVariable("woodSupplyLUC").getFirstRecord().getLevel();
+		double woodSupplyLuc = outDB.getVariable("woodSupplyLuc").getFirstRecord().getLevel();
+		double woodSupplyRota = outDB.getVariable("woodSupplyRota").getFirstRecord().getLevel();
+		double totalWoodHarvest = woodSupplyLuc + woodSupplyRota;
+		double netWoodImport = getParmValue(parmNetImports, "wood");
 		
 		// Need to disaggregate wood harvest and import by type. This is just for future proofing. Eventually, could have separate harvest for each wood type.
 		Map<WoodType, WoodUsageData> newWoodUsageMap = new HashMap<WoodType, WoodUsageData>();
@@ -613,22 +615,20 @@ public class GamsLocationOptimiser {
 		double previousNetImportSum = previousWoodUsageMap.values().stream().mapToDouble(o -> o.getNetImport()).sum();
 		double netWoodImportChange = netWoodImport - previousNetImportSum;
 		double previousWoodHarvestSum = previousWoodUsageMap.values().stream().mapToDouble(o -> o.getHarvest()).sum();
-		double previousLucHavrestSum = previousWoodUsageMap.values().stream().mapToDouble(o -> o.getLucHarvest()).sum();
 		int numWoodTypes = WoodType.values().length;
 		for (WoodType wt : WoodType.values()) {
 			double previousNetImport = previousWoodUsageMap.get(wt).getNetImport();
-			double newNetImport = previousNetImport + netWoodImportChange / numWoodTypes;
+			double newNetImport = previousNetImport + netWoodImportChange / numWoodTypes; // assume equal split for trade change
 			double previousHarvest = previousWoodUsageMap.get(wt).getHarvest();
-			double previousLucHarvest = previousWoodUsageMap.get(wt).getLucHarvest();
+			
 			// assuming equal split if no previous harvest
 			double newHarvest = (previousWoodHarvestSum > 0) ? totalWoodHarvest * (previousHarvest / previousWoodHarvestSum) : totalWoodHarvest / numWoodTypes;
-			double newLucHarvest = (previousLucHavrestSum > 0) ? lucHarvest * (previousLucHarvest / previousLucHavrestSum) : lucHarvest / numWoodTypes;
-			newWoodUsageMap.put(wt, new WoodUsageData(newHarvest, newNetImport, newLucHarvest));
+			newWoodUsageMap.put(wt, new WoodUsageData(newHarvest, newNetImport, woodSupplyLuc / numWoodTypes));
 		}
 		
 		// Carbon
 		double carbonSequestered = -outDB.getParameter("netCarbonCredits").getFirstRecord().getValue();
-		double netCarbonImport = outDB.getParameter("netCarbonImport").getFirstRecord().getValue();
+		double netCarbonImport = getParmValue(parmNetImports, "carbonCredits");
 		double netCarbonFlux = outDB.getParameter("netCarbonFlux").getFirstRecord().getValue();
 		CarbonUsageData carbonUsageData = new CarbonUsageData(carbonSequestered, netCarbonImport, netCarbonFlux);
 
diff --git a/src/ac/ed/lurg/demand/DemandManagerFromFile.java b/src/ac/ed/lurg/demand/DemandManagerFromFile.java
index ae8be887..5950b481 100644
--- a/src/ac/ed/lurg/demand/DemandManagerFromFile.java
+++ b/src/ac/ed/lurg/demand/DemandManagerFromFile.java
@@ -63,6 +63,12 @@ public class DemandManagerFromFile extends AbstractDemandManager {
 		Map<WoodType, Double> woodDemandMap = new HashMap<WoodType, Double>();
 
 		for (WoodType woodType : WoodType.values()) {
+			
+			if (!ModelConfig.IS_FORESTRY_ON) {
+				woodDemandMap.put(woodType, 0.0);
+				continue;
+			}
+			
 			Map<String, String> queryMap = new HashMap<String, String>();
 			queryMap.put("year", Integer.toString(year));
 			queryMap.put("country", country.getCountryName());
diff --git a/src/ac/ed/lurg/forestry/WoodYieldItem.java b/src/ac/ed/lurg/forestry/WoodYieldItem.java
index d28d30e9..97b627e8 100644
--- a/src/ac/ed/lurg/forestry/WoodYieldItem.java
+++ b/src/ac/ed/lurg/forestry/WoodYieldItem.java
@@ -62,7 +62,7 @@ public class WoodYieldItem implements RasterItem {
 		Double[] yields = woodYields.get(new LccKey(LandCoverType.TIMBER_FOREST, LandCoverType.TIMBER_FOREST)); // will need to update if yields no longer symmetrical
 		for (int age = 0; age < ModelConfig.CARBON_WOOD_MAX_TIME; age++) {
 			double yield = yields[age];
-			double lev = (woodPrice * yield * Math.exp(-ModelConfig.DISCOUNT_RATE * age) - ModelConfig.FOREST_ESTABLISHMENT_COST) / (1 - Math.exp(-ModelConfig.DISCOUNT_RATE * age));
+			double lev = (woodPrice * yield * Math.exp(-ModelConfig.DISCOUNT_RATE * age) - ModelConfig.FOREST_MANAGEMENT_COST) / (1 - Math.exp(-ModelConfig.DISCOUNT_RATE * age));
 			levArr.add(lev);
 		}
 		
@@ -75,7 +75,7 @@ public class WoodYieldItem implements RasterItem {
 		}
 		
 		optimalRotation = Collections.min(candidates); // Choose shortest rotation		
-		yieldAtRotation = yields[optimalRotation];
+		yieldAtRotation = yields[optimalRotation] / optimalRotation;
 	}
 	
 	public void setDefaultForMissingData() {
diff --git a/src/ac/ed/lurg/forestry/WoodYieldRasterSet.java b/src/ac/ed/lurg/forestry/WoodYieldRasterSet.java
index 69b88cd4..635e1d79 100644
--- a/src/ac/ed/lurg/forestry/WoodYieldRasterSet.java
+++ b/src/ac/ed/lurg/forestry/WoodYieldRasterSet.java
@@ -37,10 +37,8 @@ public class WoodYieldRasterSet extends RasterSet<WoodYieldItem> {
 			LandUseItem luItem = landUses.get(key);
 			if (wyItem == null)
 				continue;
-//			double area = luItem.getLandCoverArea(LandCoverType.TIMBER_FOREST, LandProtectionType.CONVERTIBLE) + 
-//					luItem.getLandCoverArea(LandCoverType.NATURAL, LandProtectionType.CONVERTIBLE);
 			double area = luItem.getLandCoverArea(LandCoverType.TIMBER_FOREST, LandProtectionType.CONVERTIBLE);
-			double rotaYield = wyItem.getYieldAtRotation() / wyItem.getOptimalRotation();
+			double rotaYield = wyItem.getYieldAtRotation();
 			total += area * rotaYield;
 		}
 		return total;
diff --git a/src/ac/ed/lurg/types/PriceCapType.java b/src/ac/ed/lurg/types/PriceCapType.java
deleted file mode 100644
index 18539400..00000000
--- a/src/ac/ed/lurg/types/PriceCapType.java
+++ /dev/null
@@ -1,26 +0,0 @@
-package ac.ed.lurg.types;
-
-import ac.ed.lurg.utils.LogWriter;
-
-public enum PriceCapType {
-	
-	MAX_PRICE("maxPrice"),
-	MIN_PRICE("minPrice");
-	
-	private String name;
-
-	private PriceCapType(String name) {
-		this.name = name;
-	}
-	
-	public static PriceCapType findByName(String priceCap){
-	    for(PriceCapType p : values()){
-	        if( p.name.equals(priceCap)){
-	            return p;
-	        }
-	    }
-	    
-	    LogWriter.printlnError("No PriceType found for " + priceCap);
-	    return null;
-	}
-}
-- 
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