diff --git a/GAMS/IntExtOpt.gms b/GAMS/IntExtOpt.gms
index 003242558359940917aa120d2ebd26fe15385c7d..8d85f6630fe55ca63ace30fd587cc7e6f3e709c0 100644
--- a/GAMS/IntExtOpt.gms
+++ b/GAMS/IntExtOpt.gms
@@ -1,13 +1,13 @@
- SET all_types              / monogastrics, ruminants, cereals, wheat, maize, rice, oilcrops, pulses, starchyRoots, pasture /;
+ SET all_types              / monogastrics, ruminants, cereals, wheat, maize, rice, oilcrops, pulses, starchyRoots, energycrops, pasture /;
  
- SET crop(all_types)                                          / wheat, maize, rice, oilcrops, pulses, starchyRoots, pasture /;
- SET crop_less_pasture(crop)                                  / wheat, maize, rice, oilcrops, pulses, starchyRoots /;
+ SET crop(all_types)                                          / wheat, maize, rice, oilcrops, pulses, starchyRoots, energycrops, pasture /;
+ SET crop_less_pasture(crop)                                  / wheat, maize, rice, oilcrops, pulses, starchyRoots, energycrops/;
  SET cereal_crop(crop)                                        / wheat, maize, rice /;
- SET non_cereal_crop(crop)                                                        / oilcrops, pulses, starchyRoots, pasture /;
- SET feed_crop(crop)                                          / wheat, maize,       oilcrops,                       pasture/;
+ SET non_cereal_crop(crop)                                                        / oilcrops, pulses, starchyRoots, energycrops, pasture /;
+ SET feed_crop(crop)                                          / wheat, maize,       oilcrops,                                   pasture/;
  SET feed_crop_less_pasture(feed_crop)                        / wheat, maize,       oilcrops          /;
- SET not_feed_crop(crop)                                                    / rice,           pulses, starchyRoots /;
- SET import_crop(all_types) / monogastrics, ruminants,          wheat, maize, rice, oilcrops, pulses, starchyRoots /;
+ SET not_feed_crop(crop)                                                    / rice,           pulses, starchyRoots, energycrops /;
+ SET import_crop(all_types) / monogastrics, ruminants,          wheat, maize, rice, oilcrops, pulses, starchyRoots, energycrops /;
  
  SET location;
  PARAMETER suitableLandArea(location)        areas of land in Mha;
@@ -79,7 +79,7 @@ $gdxin
  PARAMETER otherIntCost(crop);
  baseCost(crop) = prodCost(crop)/2;
  otherIntCost(crop) = baseCost(crop)/2 + otherICost;
- baseCost('pasture') = 0.01;
+ baseCost('pasture') = 0.02;
  otherIntCost('pasture') = 0.8 + otherICost;
                               
  VARIABLES
@@ -117,7 +117,7 @@ $gdxin
        MAX_FERT_INTENSITY_CONSTRAINT(crop, location)    constraint on maximum fertilizer intensity
        MAX_IRRIG_INTENSITY_CONSTRAINT(crop, location)   constraint on maximum irrigation intensity
        MAX_OTHER_INTENSITY_CONSTRAINT(crop, location)
-       TOTAL_LAND_CHANGE_CONSTRAINT(location)           constraint on the rate of land use change 
+       TOTAL_LAND_CHANGE_CONSTRAINT(location)           constraint on suitable land use 
        NON_FEED_CROP_CONSTRAINT(not_feed_crop)          constraint to set non feed crop feed usage to zero
        MAX_NET_IMPORT_CONSTRAINT(import_crop)           constraint on max net imports
        MIN_NET_IMPORT_CONSTRAINT(import_crop)           constraint on min net imports
@@ -223,7 +223,7 @@ $gdxin
  display previousFertIntensity;
       
  display agriLandExpansion.l, previousArea, irrigMaxRate, irrigI.l, area.l, cropIncrease.l, cropDecrease.l, pastureIncrease.l, pastureDecrease.l;
-* display area.l, net_supply.l, demand, feedAmount.l, yield.l, importAmount.l, exportAmount.l, unitCost.l;
+* display area.l, net_supply.l, demand, feedAmount.l, yield.l, importAmount.l, exportAmount.l, unitCost.l, exportPrices, maxNetImport, minNetImport;
  display otherIntensity.l, fertI.l, irrigI.l;
 
 * Calculate summary information used in Java process 
diff --git a/data/sims/sims_params.csv b/data/sims/sims_params.csv
index 78becd63a6022b040cefd1fbe98a840fc387c35c..f866d90672bfdb3f600ebac6ceb415f20cda9a51 100644
--- a/data/sims/sims_params.csv
+++ b/data/sims/sims_params.csv
@@ -1,101 +1,101 @@
 Ensemble,Scenario,IRRIGATION_EFFICIENCY,MEAT_EFFICIENCY,MIN_NATURAL_RATE,TECHNOLOGY_CHANGE_ANNUAL_RATE,TRADE_BARRIER_ADJ,TRANSPORT_COST,SSP_SCENARIO,YIELD_DIR_TOP,BIOENERGY_CHANGE_ANNUAL_RATE,FERTILISER_COST_PER_T,OTHER_INTENSITY_COST,IRRIG_COST_SCALE_FACTOR,ANNUAL_MAX_IMPORT_CHANGE,DIETARY_CLOSURE,LAND_CHANGE_COST,AGRI_LAND_ABANDONMENT_COST_FACTOR,CROP_TO_PASTURE_COST_FACTOR,PASTURE_HARVEST_FRACTION
-SSP1,s1,0.521571503616272,1.07157150361627,0.195035080482664,0.00653302341257666,0.905972464181294,0.392464749320562,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.205478849592337,3.25478849592337,0.236985899728225,0.0236985899728225,0.0219180107286596,0.08,0.8,0.907535231658141,1.09246474932056,0.5
-SSP1,s2,0.530402498634871,1.06144198081849,0.219856253222114,0.00517229927549912,0.954781719442575,0.362938815233838,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.187763289140303,3.41331205428652,0.225175526093535,0.0247554136952434,0.0209892923190923,0.0973934841767679,0.779221135051611,0.937061126457078,1.11888534238109,0.475
-SSP1,s3,0.511441980818492,1.08040249863487,0.168227382610388,0.00773954921515635,0.859681918107226,0.418885342381086,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.221331205428652,3.07763289140303,0.247554136952434,0.0225175526093535,0.0228113031327783,0.0626065158232321,0.820778864948389,0.881114670837621,1.06293881523384,0.525
-SSP1,s4,0.516911183749484,1.06691118374948,0.207081890146159,0.00420196333409722,0.989945884654823,0.435230191370029,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.174481941921207,3.51138114822018,0.231537765536064,0.0242155090132011,0.0203231044306487,0.0717051106037393,0.809836985748058,0.864769838803214,1.10538772533003,0.4875
-SSP1,s5,0.535598952759128,1.08559895275913,0.148829077375294,0.00713042158342797,0.883706762006253,0.37884441384016,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.213232635198016,3.17306648304096,0.254092076548012,0.0216321294614138,0.0223455460626811,0.108992212092029,0.764744194066573,0.921155549229806,1.04080323653534,0.5375
-SSP1,s6,0.52593875238918,1.05386928266009,0.182541367124365,0.00590056018462464,0.829239642438855,0.405387725330027,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.197306648304096,2.94481941921206,0.216321294614138,0.0231537765536064,0.0214825431224442,0.0882948893962607,0.835255805933427,0.959196675396549,1.07884441384016,0.4625
-SSP1,s7,0.503869282660089,1.07593875238918,0.235574858511474,0.00843562298665592,0.928802985978439,0.340803236535345,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.231138114822018,3.33232635198016,0.242155090132011,0.0254092076548012,0.0234106990337303,0.0510077879079711,0.790163014251942,0.894612271963882,1.13523019137003,0.5125
-SSP1,s8,0.508081451341019,1.06432535876776,0.175733923722865,0.00743021805262787,0.917182394336578,0.353148466474404,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.181889079884642,2.83497915088738,0.244788182359037,0.0250576047468791,0.0221301948828258,0.0926772345864687,0.772723909349634,0.928677835160263,1.0531484664744,0.45625
-SSP1,s9,0.528131056120766,1.08283864905777,0.227088490947081,0.00473539706529494,0.806318237947124,0.411970455897593,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.217182273538555,3.29362745293572,0.221259386589761,0.0228528847133565,0.0197846729522695,0.0573233706908808,0.815077057286871,0.873559902765642,1.11197045589759,0.50625
-SSP1,s10,0.539103731712506,1.04771190378694,0.201046402644416,0.00888785892152049,0.872098758645157,0.385821389195198,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.201492833517119,3.45864071203186,0.258757523605376,0.0208998610059159,0.0230827548918801,0.0758964119349344,0.795141300265018,0.901062080432857,1.14689380901344,0.48125
-SSP1,s11,0.519303460370606,1.07376794062589,0.133273645501426,0.00622421552697464,0.970462564867392,0.44689380901344,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.238136285408064,3.12793270700347,0.234328555678079,0.0239575163529048,0.0212474630387915,0.117644846972833,0.846731145182795,0.977503362853193,1.0858213891952,0.53125
-SSP1,s12,0.51432535876776,1.05808145134102,0.246949634996918,0.00683324973432524,0.894900343887826,0.426440118671977,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.163497915088738,3.58136285408064,0.250576047468791,0.0234328555678079,0.0225699176272463,0.102676629309119,0.804858699734982,0.914178583117231,1.09893790882262,0.49375
-SSP1,s13,0.532838649057767,1.07813105612077,0.18891464280766,0.00345599127524908,1.01832606675762,0.371322117833912,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.209362745293572,3.21492833517119,0.228528847133565,0.0258757523605376,0.020692169304672,0.0673227654135313,0.753268854817205,0.853106230961815,1.0224965251479,0.54375
-SSP1,s14,0.523767940625888,1.06930346037061,0.159570712415042,0.00806853344549015,0.941172712563519,0.398937908822619,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp26_ipsl_lessIO_forED_20170407,0.192793270700347,3.01889079884642,0.239575163529048,0.0244788182359037,0.0238712805753455,0.0423551530271668,0.827276090650366,0.888029549334998,1.07132211783391,0.46875
-SSP1,s15,0.497711903786941,1.08910373171251,0.213287937490116,0.00555392090120363,0.845820085198825,0.322496525147897,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.225864071203186,3.37182273538555,0.208998610059159,0.0221259386589761,0.0217038918220349,0.0841035880650656,0.784922942713129,0.946851462001555,1.12644011867198,0.51875
-SSP1,s16,0.501175041095041,1.07044946930473,0.231115668477521,0.00606469150682833,0.866022965294802,0.375167778483337,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.223533573115677,3.19431738486793,0.232954492324529,0.0252248481877462,0.0232369675223061,0.0543416897712858,0.823897978050328,0.910826118751688,1.03283932051334,0.503125
-SSP1,s17,0.524853723532739,1.09161568197796,0.179205742117026,0.00864540366314995,0.962287664732926,0.430621204693656,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.190358671313929,3.54297788830736,0.256198525887157,0.0230067111393335,0.021367209960272,0.0904545689973782,0.782146067027419,0.844229388587611,1.10215650841786,0.453125
-SSP1,s18,0.534162634627443,1.05983770783302,0.142006026603364,0.00448493247867749,0.911544000081446,0.332839320513339,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.207428003469886,3.3519093003527,0.218965646133654,0.0213135728205336,0.02223713891707,0.112861028176962,0.802422115900134,0.884629138483649,1.13062120469366,0.528125
-SSP1,s19,0.515647845344377,1.07925249996311,0.204052583101622,0.00727960485180521,0.78797437883148,0.402156508417857,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.15401477712308,2.98448469200481,0.243460620023513,0.0240862603367143,0.0200877507553471,0.0738176040767837,0.743631793740896,0.941730561229495,1.07516777848334,0.478125
-SSP1,s20,0.520449469304732,1.05117504109504,0.191996965965197,0.00536847464574521,0.9348685672165,0.415370870725849,SSP1_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.234297788830736,3.27428003469886,0.202676518082053,0.0235669543181232,0.0242474792185157,0.0650178984718731,0.792675152249939,0.924832179673176,1.11537087072585,0.540625
-SSP2,s1,0.5,1.05,0.101393785684408,0.005,1,0.3,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.15,2.7,0.2,0.02,0.02,0.08,0.8,1,1,0.5
-SSP2,s2,0.504135469351122,1.04586453064888,0.115459797073816,0.00458645306488785,1.04173453155307,0.279221135051611,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.137532681030967,2.82467318969033,0.191688454020644,0.0208311545979356,0.0191688454020644,0.108931226353965,0.779221135051611,1.02077886494839,1.02077886494839,0.475
-SSP2,s3,0.495864530648878,1.05413546935112,0.0879399499458071,0.00541354693511215,0.958265468446931,0.320778864948389,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.162467318969033,2.57532681030967,0.208311545979356,0.0191688454020644,0.0208311545979356,0.0510687736460354,0.820778864948389,0.979221135051611,0.979221135051611,0.525
-SSP2,s4,0.498043732870745,1.04804373287074,0.107973962316536,0.00429699559517716,1.07069494367799,0.335255805933427,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.128846516439944,2.91153483560056,0.196065205700777,0.0203934794299223,0.0185897677626629,0.0659514574475664,0.809836985748058,0.964744194066573,1.00983698574806,0.4875
-SSP2,s5,0.507030044048228,1.05703004404823,0.0789113118712465,0.00519562671292554,0.980228990290333,0.290163014251942,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.155902191448835,2.64097808551165,0.214102322373371,0.0185897677626629,0.0203934794299223,0.126230061415523,0.764744194066573,1.00983698574806,0.964744194066573,0.5375
-SSP2,s6,0.501956267129255,1.04296995595177,0.0949505403987024,0.00480437328707446,0.929305056322007,0.309836985748058,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.144097808551165,2.48846516439944,0.185897677626629,0.0196065205700777,0.0196065205700777,0.0940485425524337,0.835255805933427,1.03525580593343,0.990163014251942,0.4625
-SSP2,s7,0.492969955951772,1.05195626712926,0.125647108965017,0.00570300440482284,1.01977100970967,0.264744194066573,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.171153483560056,2.75902191448835,0.203934794299223,0.0214102322373371,0.0214102322373371,0.0337699385844765,0.790163014251942,0.990163014251942,1.03525580593343,0.5125
-SSP2,s8,0.494567484769308,1.04700074260972,0.0915728647882267,0.00529992573902778,1.00976676358141,0.272723909349634,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.13363434560978,2.41961312890323,0.206030822914748,0.0210910436260146,0.0201943479893993,0.101319220792332,0.772723909349634,1.01507705728687,0.972723909349634,0.45625
-SSP2,s9,0.502999257390278,1.05543251523069,0.119990915173171,0.00445674847693079,0.90647617255158,0.315077057286871,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.159046234372122,2.72915219840989,0.189089563739854,0.0193969177085252,0.0181307541926882,0.0428985055508323,0.815077057286871,0.972723909349634,1.01507705728687,0.50625
-SSP2,s10,0.50933911596239,1.04066088403761,0.10462649651344,0.00593391159623896,0.969705111918773,0.295141300265018,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.147084780159011,2.86365654390219,0.218692458073118,0.0181307541926882,0.0210910436260146,0.0730222214249649,0.795141300265018,0.995141300265018,1.0467311451828,0.48125
-SSP2,s11,0.499033920468521,1.05096607953148,0.0719510938862125,0.00490339204685214,1.05474964725211,0.346731145182795,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.178038687109677,2.60953765627878,0.198056520106007,0.0201943479893993,0.0193969177085252,0.137313826094825,0.846731145182795,1.0467311451828,0.995141300265018,0.53125
-SSP2,s12,0.497000742609722,1.04456748476931,0.133965385439969,0.00509660795314786,0.990233236418595,0.327276090650366,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.121961312890323,2.98038687109677,0.210910436260146,0.0198056520106007,0.0206030822914748,0.117101494449168,0.804858699734982,1.00485869973498,1.00485869973498,0.49375
-SSP2,s13,0.505432515230692,1.05299925739028,0.0981944661420249,0.00406608840376104,1.09352382744842,0.284922942713129,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.152915219840989,2.67084780159011,0.193969177085252,0.0218692458073118,0.0189089563739854,0.0586807792076676,0.753268854817205,0.953268854817205,0.953268854817205,0.54375
-SSP2,s14,0.500966079531479,1.04903392046852,0.0838534658109818,0.00554325152306921,1.03029488808123,0.304858699734982,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.140953765627878,2.53634345609781,0.201943479893993,0.0206030822914748,0.0218692458073118,0.0226861739051749,0.827276090650366,0.984922942713129,0.984922942713129,0.46875
-SSP2,s15,0.49066088403761,1.05933911596239,0.111536623673932,0.00470007426097222,0.945250352747893,0.253268854817205,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.166365654390219,2.79046234372122,0.181307541926882,0.0189089563739854,0.0198056520106007,0.0869777785750351,0.784922942713129,1.02727609065037,1.02727609065037,0.51875
-SSP2,s16,0.491957870155682,1.04951841829277,0.122624840263383,0.00485434630291827,0.964132042034792,0.287586267131419,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.164338786830197,2.65605091349963,0.197070060899975,0.0212403985781577,0.0212403985781577,0.0384925652020065,0.823897978050328,1.00242211590013,0.959704880922574,0.503125
-SSP2,s17,0.501456536970817,1.06129221537338,0.0932849141580812,0.00580421298443182,1.04798577557239,0.331009964453943,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.139287640216452,2.94177071446455,0.21611804763097,0.0195034506852568,0.0195034506852568,0.0976511891908854,0.782146067027419,0.943631793740896,1.00732484775006,0.453125
-SSP2,s18,0.506179329156701,1.04524221419326,0.075833513096713,0.0043820670843299,1.00486901370353,0.259704880922574,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.15145326954008,2.77448239721149,0.187596014218423,0.018388195236903,0.0202929939100025,0.131409175098058,0.802422115900134,0.982146067027419,1.03100996445394,0.528125
-SSP2,s19,0.4975309719695,1.05355240951323,0.106280278235767,0.00524690280305005,0.887423631202521,0.307324847750061,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.116179076244538,2.51394021327635,0.204965493147432,0.0202929939100025,0.018388195236903,0.0695046309008174,0.743631793740896,1.02389797805033,0.987586267131419,0.478125
-SSP2,s20,0.499518418292772,1.04195787015568,0.0997947463165891,0.00464475904867667,1.02494704714179,0.317853932972581,SSP2_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.174177071446456,2.7145326954008,0.177452717496358,0.0199031153639947,0.0222547282503642,0.0549284964080943,0.792675152249939,1.01241373286858,1.01785393297258,0.540625
-SSP3,s1,0.478428467974164,1.02842846797416,0.0445126831921568,0.00218233711426467,1.16164134931882,0.263245104481559,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.121229837882688,2.47947062688936,0.185298041792624,0.0185298041792624,0.0163014092663256,0.0223114760852584,0.892464749320562,1.09246474932056,0.907535231658141,0.5
-SSP3,s2,0.488557946378919,1.01959750864823,0.057952756518755,0.00163420269162055,1.23122065788344,0.209099799539873,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.107830458101546,2.82941369597743,0.163639919815949,0.0208627579731829,0.0152445868335048,0.0290925017734361,0.862938815233838,1.11888534238109,0.937061126457078,0.475
-SSP3,s3,0.469597508648231,1.03855794637892,0.0330090823549182,0.00280693509039636,1.07865740676269,0.321568949329572,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.135160607259331,2.15459879723924,0.208627579731829,0.0163639919815949,0.0174824450582831,0.0165251931668293,0.918885342381086,1.06293881523384,0.881114670837621,0.525
-SSP3,s4,0.474061237566774,1.02406123756677,0.0506301059058289,0.0012996336594159,1.26973326960274,0.361221585078051,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.0988395235243402,3.0673295104683,0.174686590635012,0.0196290466186641,0.0145907935521285,0.0194506457869136,0.905387725330027,1.04080323653534,0.921155549229806,0.4875
-SSP3,s5,0.496130612507711,1.04613061250771,0.0261085152314528,0.00246878243311558,1.12370562531316,0.236716476587529,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.127761848815033,2.32029885952517,0.22448863403122,0.0150725525843588,0.0168462219691922,0.0344297715191872,0.840803236535345,1.10538772533003,0.864769838803214,0.5375
-SSP3,s6,0.483088767485,1.01440107145136,0.0388290458435607,0.00191304474191293,1.01602965849827,0.290726165466602,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.114816810924002,1.96088288765383,0.150725525843588,0.0174686590635012,0.0157844908785553,0.0253950967147472,0.935230191370029,1.13523019137003,0.894612271963882,0.4625
-SSP3,s7,0.464401071451359,1.033088767485,0.0684984107814919,0.00328466335224942,1.19653799945853,0.176813814608971,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.145153420744095,2.64435699279961,0.196290466186641,0.022448863403122,0.018367867015862,0.013061624676826,0.87884441384016,1.07884441384016,0.959196675396549,0.5125
-SSP3,s8,0.467161366715021,1.02186894258204,0.0359763457745679,0.00262819956616188,1.17928944707608,0.193940746006202,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.103758683533846,1.83227405592856,0.202206641396265,0.0215854788147017,0.0165671433246892,0.0271302412771764,0.853148466474404,1.11197045589759,0.873559902765642,0.45625
-SSP3,s9,0.485674581071665,1.04191846136339,0.0625634106275243,0.00147915476442192,0.965439069931436,0.305516603490663,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.131288048352215,2.56045057502302,0.157576298402481,0.016927854074152,0.0141242492384726,0.0149139669563471,0.911970455897593,1.0531484664744,0.928677835160263,0.50625
-SSP3,s10,0.502287967673087,1.01089630067425,0.0474795830984112,0.00368666917057657,1.10245494413953,0.249981656969538,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.11804707709303,2.93782182220526,0.236177845076938,0.0142151603728571,0.0178740584800622,0.0208708732654258,0.885821389195198,1.0858213891952,0.977503362853193,0.48125
-SSP3,s11,0.476232040327311,1.03069650136932,0.0212752105246864,0.00204715466525153,1.24957538478331,0.390444612692345,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.15322988909203,2.2391781111228,0.179992662787815,0.0190696705001534,0.0155211819733999,0.0390335162347535,0.94689380901344,1.14689380901344,0.901062080432857,0.53125
-SSP3,s12,0.47186894258204,1.01716136671502,0.0775703616307693,0.00232170501583442,1.1432499799256,0.339636970367543,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.0919308031932527,3.24266767615407,0.215854788147017,0.0179992662787815,0.0171471134064105,0.0314241548182402,0.898937908822619,1.09893790882262,0.914178583117231,0.49375
-SSP3,s13,0.491918461363389,1.03567458107166,0.0416515974026395,0.00106281354752336,1.29406237760712,0.223196351853799,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.124441619932556,2.39988994181723,0.16927854074152,0.0236177845076938,0.0149423961106257,0.0180162151797117,0.822496525147897,1.0224965251479,0.853106230961815,0.54375
-SSP3,s14,0.480696501369316,1.02623204032731,0.0298003250301597,0.00301716164657486,1.21372049553473,0.276741762503836,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.111451239025991,2.06364447603721,0.190696705001534,0.0202206641396265,0.0191001345141277,0.0106388125730019,0.926440118671977,1.07132211783391,0.888029549334998,0.46875
-SSP3,s15,0.460896300674248,1.05228796767309,0.0540682418451556,0.00177675479831166,1.05085710490607,0.155379009321426,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.139617450307192,2.73309962094398,0.142151603728571,0.0157576298402481,0.0160424832173143,0.0238064224660535,0.871322117833912,1.12644011867198,0.946851462001555,0.51875
-SSP3,s16,0.462793594035252,1.02732424007354,0.065302867139981,0.00198015900753498,1.09094496587681,0.230006002549957,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.137294422070409,2.36018523945384,0.177345682630256,0.0219935576919278,0.0181034322172388,0.0140299538279644,0.922555955192795,1.09571333911648,0.859503720168343,0.503125
-SSP3,s17,0.481873316198239,1.05748150187898,0.0374111562328369,0.00345873556246089,1.24024673650906,0.349838942298195,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.109682401547554,3.14617649770523,0.229745099847015,0.0172002401019983,0.0156539380483284,0.026240223868875,0.867264452189882,1.00669129520513,0.917613736965767,0.453125
-SSP3,s18,0.493879514502005,1.0184073263836,0.0239173092884741,0.00139364824915199,1.17053596959746,0.166919514919475,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.122827362013648,2.68797954873082,0.154284643702401,0.014676780596779,0.0167045494786307,0.0364100162461798,0.895713339116476,1.06726445218988,0.952585805430971,0.528125
-SSP3,s19,0.472970991854114,1.03707038190102,0.0490262448414212,0.00254658862002338,0.923348584373847,0.283655238172763,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.0862878256304731,2.01426965553601,0.199198636582055,0.0193462095269105,0.0143801488067337,0.0201602888192907,0.806691295205134,1.1225559551928,0.891348451208211,0.478125
-SSP3,s20,0.477324240073544,1.01279359403525,0.0430732221145738,0.00170657694805279,1.20511556269417,0.313347861148845,SSP3_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.148683724187485,2.51969566319091,0.136185384696562,0.0182639575755216,0.0197323429234732,0.0172810171114314,0.882386230811322,1.10865155005878,0.9327354953392,0.540625
-SSP4,s1,0.5,1.05,0.0736225666204626,0.005,1.09402752675323,0.33675479045912,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.15,2.92052874275472,0.214701916183648,0.0214701916183648,0.0180819891921792,0.0223114760852584,0.847950268216489,1,0.952049729804479,0.5
-SSP4,s2,0.51087092761048,1.03912907238952,0.0902822852690743,0.00365397195882016,1.14031810665502,0.278430727670075,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.123909773734848,3.24540176353163,0.19137229106803,0.0236360117568775,0.0171886972067698,0.0290925017734361,0.824732307977306,1.02077886494839,0.975267678765551,0.475
-SSP4,s3,0.48912907238952,1.06087092761048,0.0585158461048291,0.00634602804117984,1.0452182341372,0.390900293921938,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.176090226265152,2.57058436602045,0.236360117568775,0.019137229106803,0.0190107071506221,0.0165251931668293,0.870282578319458,0.979221135051611,0.929717430169244,0.525
-SSP4,s4,0.494815694127337,1.04481569412734,0.0813186939143227,0.00278430399816179,1.17076040252639,0.42318637006061,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.106511681861957,3.43911822036366,0.203709449519803,0.0225313407777137,0.0165893015682894,0.0194506457869136,0.858638651567027,0.964744194066573,0.962936414691722,0.4875
-SSP4,s5,0.518120132557518,1.06812013255752,0.0489357266969031,0.00564529817001292,1.07119698755336,0.309273623799508,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.162442334094391,2.75564174279705,0.249274548024244,0.0175511188444227,0.0185174565876689,0.0344297715191872,0.808077610766217,1.00983698574806,0.914732539207234,0.5375
-SSP4,s6,0.505184305872663,1.03187986744248,0.0662743442630368,0.00435470182998708,1.0100540422386,0.363283519442843,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.137557665905609,2.3326678266634,0.175511188444227,0.0203709449519803,0.0176544540616001,0.0253950967147472,0.885267475843257,1.03525580593343,0.941361351540003,0.4625
-SSP4,s7,0.481879867442482,1.05518430587266,0.102785000654803,0.00721569600183821,1.11629324553595,0.238777971110566,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.193488318138043,3.07970111665706,0.225313407777137,0.0249274548024244,0.019676894716273,0.013061624676826,0.837063578061105,0.990163014251942,0.991922367906824,0.5125
-SSP4,s8,0.4858271066818,1.04207672838346,0.0625038118084793,0.00598419794700936,1.10509965536564,0.26036264727672,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.115985056036321,2.15732930035908,0.230721477344033,0.0242423757755257,0.0182961079955037,0.0271302412771764,0.817304232616801,1.01507705728687,0.922931139223077,0.45625
-SSP4,s9,0.507923271616543,1.0641728933182,0.0958034311598151,0.00325362404483734,0.98167383935827,0.376803693360084,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.169015851879703,3.00010973398956,0.184145058910688,0.0197793252248393,0.0161287202128835,0.0149139669563471,0.864247940681158,0.972723909349634,0.968813413920358,0.50625
-SSP4,s10,0.523528029358021,1.02647197064198,0.0773806723349001,0.00783655341466849,1.05882725146864,0.323258080278602,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.143844617902402,3.33635636632886,0.257848484525404,0.0163821953357272,0.0193078300204795,0.0208708732654258,0.842597295550873,0.995141300265018,1.00538314848672,0.48125
-SSP4,s11,0.497435257459334,1.05256474254067,0.0419084399000968,0.00468039411678719,1.15417994903072,0.444621211313509,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.20646727045925,2.66689878372589,0.209303232111441,0.0220007315599304,0.0174300826017327,0.0390335162347535,0.896782014383638,1.0467311451828,0.946745128488383,0.53125
-SSP4,s12,0.492076728383457,1.0358271066818,0.113209658461004,0.00531960588321281,1.0828175880848,0.406059394388144,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.0935327295407502,3.56772726788106,0.242423757755257,0.0209303232111441,0.0187525365568143,0.0314241548182402,0.853254872070644,1.00485869973498,0.957402699887593,0.49375
-SSP4,s13,0.514172893318199,1.05792327161654,0.069949327147051,0.00216344658533151,1.19368182051549,0.294483130620982,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.156155382097598,2.83954848167161,0.197793252248393,0.0257848484525404,0.0169172455689231,0.0180162151797117,0.794616823806738,0.953268854817205,0.903218005322088,0.54375
-SSP4,s14,0.502564742540666,1.04743525745933,0.054118831616335,0.00674637595516266,1.12790125732825,0.35001828899826,SSP4_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.130984148120297,2.46217588366032,0.220007315599304,0.0230721477344033,0.0202153259394686,0.0106388125730019,0.877068872297001,0.984922942713129,0.935752065043318,0.46875
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+SSP5,s12,0.504384689462412,1.02731339269591,0.0775703616307693,0.00607824556004982,0.820710539887158,0.246851462001555,SSP5_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.0618637385770888,2.56502017711916,0.278740584800622,0.000802124160865715,0.0244788182359037,0.058740584800622,0.516085250791721,1.85038382005971,0.882294449356866,0.49375
+SSP5,s13,0.51817186593185,1.04577551935177,0.0416515974026395,0.00496571669900166,1.03456086835011,0.188029549334998,SSP5_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.0985071498703383,2.10637248259714,0.255211819733999,0.000955006725706386,0.0221259386589761,0.035211819733999,0.453140677376168,1.18320225619909,0.709777769836861,0.54375
+SSP5,s14,0.511013956028007,1.03722613669486,0.0298003250301597,0.00654070139436039,0.897545023900919,0.214178583117231,SSP5_v9_130325,LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED_20170407,0.0828177296009985,1.94135941659385,0.265671433246892,0.000857355670320526,0.0258757523605376,0.0212424923847259,0.550858082328743,1.58698417598933,0.811369104597112,0.46875
+SSP5,s15,0.493545745581827,1.05871499870775,0.0540682418451556,0.00565738675829258,0.750424617542228,0.153106230961815,SSP5_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.118110877200933,2.27206701096158,0.241242492384726,0.000747119805531285,0.0234328555678079,0.0456714332468922,0.488837739915583,2.13670943336849,0.969372369480629,0.51875
+SSP5,s16,0.495768298890416,1.0382855064279,0.065302867139981,0.00582223401784776,0.777597315891749,0.191348451208211,SSP5_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.115038336737697,2.08706090926745,0.259137393951163,0.000905171610861941,0.0252248481877462,0.0277515284089879,0.54534981281225,1.81836106789461,0.729408182917812,0.503125
+SSP5,s17,0.511818538051854,1.0624728149081,0.0374111562328369,0.00680487771249159,0.934609936652375,0.252585805430971,SSP5_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.0807774830901894,2.50296348536533,0.286864232357689,0.000782696902416422,0.0230067111393335,0.0499328718692703,0.485328847402639,1.06996316895369,0.891476638970476,0.453125
+SSP5,s18,0.519326384946074,1.0288250427773,0.0239173092884741,0.00531325205989018,0.847438076730194,0.159503720168343,SSP5_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.0964956712510127,2.24899307803905,0.247751528408988,0.000719007440336686,0.0240862603367143,0.0668642323576888,0.512564700520875,1.55037865157688,0.98470964616696,0.528125
+SSP5,s19,0.505281759908072,1.04694373652878,0.0490262448414212,0.00623526967519018,0.689655154504181,0.217613736965767,SSP5_v9_130325,LPJG_PLUM_expt1.2_rcp6_ipsl_lessIO_forED_20170407,0.0565376331525666,1.91627292613482,0.26993287186927,0.000835227473931534,0.0213135728205336,0.039137393951163,0.444178833603742,2.09486363651318,0.820516716949839,0.478125
+SSP5,s20,0.508617242777116,1.02143532931477,0.0430732221145738,0.00559794192108405,0.886663053352123,0.2327354953392,SSP5_v9_130325,LPJG_PLUM_expt1.2_rcp85_ipsl_lessIO_forED_20170407,0.130296348536533,2.16495671251013,0.237691755435044,0.000808573292078639,0.0262308262810922,0.0338516553934597,0.499007950376749,1.948834545451,0.931760624321216,0.540625
diff --git a/data/sims/ssp_params.csv b/data/sims/ssp_params.csv
index 0f5e37ff3fb1b3cc4aa2b682f5e74360eb56e14d..3e4ae2cb3b897e88b10e53b05adbd53da07973e3 100644
--- a/data/sims/ssp_params.csv
+++ b/data/sims/ssp_params.csv
@@ -4,11 +4,11 @@ SSP2,IRRIGATION_EFFICIENCY,beta,0.45,0.55,0.49,0.5,0.51,
 SSP3,IRRIGATION_EFFICIENCY,beta,0.45,0.55,0.46,0.475,0.49,
 SSP4,IRRIGATION_EFFICIENCY,beta,0.45,0.55,0.475,0.5,0.525,
 SSP5,IRRIGATION_EFFICIENCY,beta,0.45,0.55,0.5,0.51,0.525,
-SSP1,MEAT_EFFICIENCY,beta,1,1.1,1.06,1.075,1.09,
-SSP2,MEAT_EFFICIENCY,beta,1,1.1,1.04,1.05,1.06,
-SSP3,MEAT_EFFICIENCY,beta,1,1.1,1.01,1.025,1.04,
-SSP4,MEAT_EFFICIENCY,beta,1,1.1,1.025,1.05,1.075,
-SSP5,MEAT_EFFICIENCY,beta,1,1.1,1.05,1.06,1.075,
+SSP1,MEAT_EFFICIENCY,beta,0.95,1.1,1.04,1.06,1.09,
+SSP2,MEAT_EFFICIENCY,beta,0.95,1.1,1.01,1.03,1.04,
+SSP3,MEAT_EFFICIENCY,beta,0.95,1.1,0.97,0.99,1.01,
+SSP4,MEAT_EFFICIENCY,beta,0.95,1.1,0.99,1.03,1.06,
+SSP5,MEAT_EFFICIENCY,beta,0.95,1.1,1.03,1.04,1.06,
 SSP1,MIN_NATURAL_RATE,beta,0,0.3,0.15,0.2,0.25,
 SSP2,MIN_NATURAL_RATE,beta,0,0.3,0.07,0.1,0.15,
 SSP3,MIN_NATURAL_RATE,beta,0,0.3,0.02,0.04,0.07,
@@ -49,16 +49,16 @@ SSP2,FERTILISER_COST_PER_T,beta,1.5,3.9,2.4,2.7,3,
 SSP3,FERTILISER_COST_PER_T,beta,1.5,3.9,1.8,2.4,3,
 SSP4,FERTILISER_COST_PER_T,beta,1.5,3.9,2.4,3,3.6,
 SSP5,FERTILISER_COST_PER_T,beta,1.5,3.9,1.8,2.1,2.7,
-SSP1,OTHER_INTENSITY_COST,beta,0.12,0.28,0.2,0.24,0.26,
-SSP2,OTHER_INTENSITY_COST,beta,0.12,0.28,0.18,0.2,0.22,
-SSP3,OTHER_INTENSITY_COST,beta,0.12,0.28,0.14,0.18,0.22,
-SSP4,OTHER_INTENSITY_COST,beta,0.12,0.28,0.18,0.22,0.26,
-SSP5,OTHER_INTENSITY_COST,beta,0.12,0.28,0.14,0.16,0.2,
-SSP1,IRRIG_COST_SCALE_FACTOR,beta,0.012,0.028,0.02,0.024,0.026,
-SSP2,IRRIG_COST_SCALE_FACTOR,beta,0.012,0.028,0.018,0.02,0.022,
-SSP3,IRRIG_COST_SCALE_FACTOR,beta,0.012,0.028,0.014,0.018,0.022,
-SSP4,IRRIG_COST_SCALE_FACTOR,beta,0.012,0.028,0.018,0.022,0.026,
-SSP5,IRRIG_COST_SCALE_FACTOR,beta,0.012,0.028,0.014,0.016,0.02,
+SSP1,OTHER_INTENSITY_COST,beta,0.22,0.38,0.3,0.34,0.36,
+SSP2,OTHER_INTENSITY_COST,beta,0.22,0.38,0.28,0.3,0.32,
+SSP3,OTHER_INTENSITY_COST,beta,0.22,0.38,0.24,0.28,0.32,
+SSP4,OTHER_INTENSITY_COST,beta,0.22,0.38,0.28,0.32,0.36,
+SSP5,OTHER_INTENSITY_COST,beta,0.22,0.38,0.24,0.26,0.3,
+SSP1,IRRIG_COST_SCALE_FACTOR,beta,0.0006,0.0014,0.001,0.0012,0.0013,
+SSP2,IRRIG_COST_SCALE_FACTOR,beta,0.0006,0.0014,0.0009,0.001,0.0011,
+SSP3,IRRIG_COST_SCALE_FACTOR,beta,0.0006,0.0014,0.0007,0.0009,0.0011,
+SSP4,IRRIG_COST_SCALE_FACTOR,beta,0.0006,0.0014,0.0009,0.0011,0.0013,
+SSP5,IRRIG_COST_SCALE_FACTOR,beta,0.0006,0.0014,0.0007,0.0008,0.001,
 SSP1,ANNUAL_MAX_IMPORT_CHANGE,beta,0.012,0.028,0.02,0.022,0.024,
 SSP2,ANNUAL_MAX_IMPORT_CHANGE,beta,0.012,0.028,0.018,0.02,0.022,
 SSP3,ANNUAL_MAX_IMPORT_CHANGE,beta,0.012,0.028,0.014,0.016,0.018,
@@ -69,21 +69,21 @@ SSP2,DIETARY_CLOSURE,beta,0,0.16,0.02,0.08,0.12,
 SSP3,DIETARY_CLOSURE,beta,0,0.16,0.01,0.02,0.04,
 SSP4,DIETARY_CLOSURE,beta,0,0.16,0.01,0.02,0.04,
 SSP5,DIETARY_CLOSURE,beta,0,0.16,0.02,0.04,0.08,
-SSP1,LAND_CHANGE_COST,beta,0.6,1,0.7,0.8,0.85,
-SSP2,LAND_CHANGE_COST,beta,0.6,1,0.75,0.8,0.85,
-SSP3,LAND_CHANGE_COST,beta,0.6,1,0.85,0.9,0.95,
-SSP4,LAND_CHANGE_COST,beta,0.6,1,0.8,0.85,0.9,
-SSP5,LAND_CHANGE_COST,beta,0.6,1,0.65,0.7,0.75,
-SSP1,AGRI_LAND_ABANDONMENT_COST_FACTOR,beta,0.8,1.2,0.85,0.9,0.95,
-SSP2,AGRI_LAND_ABANDONMENT_COST_FACTOR,beta,0.8,1.2,0.95,1,1.05,
-SSP3,AGRI_LAND_ABANDONMENT_COST_FACTOR,beta,0.8,1.2,1.05,1.1,1.15,
-SSP4,AGRI_LAND_ABANDONMENT_COST_FACTOR,beta,0.8,1.2,0.95,1,1.05,
-SSP5,AGRI_LAND_ABANDONMENT_COST_FACTOR,beta,0.8,1.2,1.05,1.1,1.15,
-SSP1,CROP_TO_PASTURE_COST_FACTOR,beta,0.8,1.2,1.05,1.1,1.15,
-SSP2,CROP_TO_PASTURE_COST_FACTOR,beta,0.8,1.2,0.95,1,1.05,
-SSP3,CROP_TO_PASTURE_COST_FACTOR,beta,0.8,1.2,0.85,0.9,0.95,
-SSP4,CROP_TO_PASTURE_COST_FACTOR,beta,0.8,1.2,0.9,0.95,1,
-SSP5,CROP_TO_PASTURE_COST_FACTOR,beta,0.8,1.2,0.9,0.95,1,
+SSP1,LAND_CHANGE_COST,beta,0.4,0.9,0.5,0.6,0.65,
+SSP2,LAND_CHANGE_COST,beta,0.4,0.9,0.55,0.6,0.65,
+SSP3,LAND_CHANGE_COST,beta,0.4,0.9,0.65,0.75,0.8,
+SSP4,LAND_CHANGE_COST,beta,0.4,0.9,0.6,0.65,0.75,
+SSP5,LAND_CHANGE_COST,beta,0.4,0.9,0.45,0.5,0.55,
+SSP1,AGRI_LAND_ABANDONMENT_COST_FACTOR,beta,0.4,3,0.55,0.7,0.85,
+SSP2,AGRI_LAND_ABANDONMENT_COST_FACTOR,beta,0.4,3,0.85,1,1.4,
+SSP3,AGRI_LAND_ABANDONMENT_COST_FACTOR,beta,0.4,3,1.4,1.8,2.4,
+SSP4,AGRI_LAND_ABANDONMENT_COST_FACTOR,beta,0.4,3,0.85,1,1.15,
+SSP5,AGRI_LAND_ABANDONMENT_COST_FACTOR,beta,0.4,3,1.4,1.8,2.4,
+SSP1,CROP_TO_PASTURE_COST_FACTOR,beta,0.4,3,1.4,1.8,2.4,
+SSP2,CROP_TO_PASTURE_COST_FACTOR,beta,0.4,3,0.85,1,1.4,
+SSP3,CROP_TO_PASTURE_COST_FACTOR,beta,0.4,3,0.55,0.7,0.85,
+SSP4,CROP_TO_PASTURE_COST_FACTOR,beta,0.4,3,0.7,0.85,1,
+SSP5,CROP_TO_PASTURE_COST_FACTOR,beta,0.4,3,0.7,0.85,1,
 SSP1,PASTURE_HARVEST_FRACTION,unif,0.45,0.55,,,,
 SSP2,PASTURE_HARVEST_FRACTION,unif,0.45,0.55,,,,
 SSP3,PASTURE_HARVEST_FRACTION,unif,0.45,0.55,,,,
diff --git a/debug_config.properties b/debug_config.properties
index e05415e5e7c2381e09ba5c74ad587f807ddb9b66..6804ce9900b7e6879bc05407032e21432cc1594f 100644
--- a/debug_config.properties
+++ b/debug_config.properties
@@ -13,16 +13,16 @@ YIELD_DIR=/Users/peteralexander/Documents/LURG/LPJ/12Apr2017/LPJG_PLUM_expt1.2_r
 
 SSP_SCENARIO=SSP5_v9_130325
 
-IS_CALIBRATION_RUN = true
+IS_CALIBRATION_RUN = false
 
 #LAND_CHANGE_COST=.6
 
 #BIOENERGY_CHANGE_ANNUAL_RATE=0.1111111
 #TECHNOLOGY_CHANGE_ANNUAL_RATE=0.005
 #TRADE_BARRIER_FACTOR_DEFAULT=0.3
-#NUM_YIELD_CLUSTERS=12
+#NUM_YIELD_CLUSTERS=100
 
-END_TIMESTEP=8
+END_TIMESTEP=18
 TIMESTEP_SIZE=5
 
 INTERPOLATE_OUTPUT_YEARS = false
\ No newline at end of file
diff --git a/hindcast/hind_config.properties b/hindcast/hind_config.properties
index 876bb3e302fe85ac3d655176313e3347495a75d5..8e38296faee2038a0d371fffe53f8e605d075d50 100644
--- a/hindcast/hind_config.properties
+++ b/hindcast/hind_config.properties
@@ -1,4 +1,4 @@
-BASE_DIR=./hind1970
+BASE_DIR=/Users/peteralexander/Documents/R_Workspace/UNPLUM/hind1970
 INITAL_LAND_COVER_FILENAME=hurtt_1970.txt
 BASE_YEAR=1970
 SSP_SCENARIO=HINDCAST
@@ -6,22 +6,26 @@ YIELD_DIR=/Users/peteralexander/Documents/LURG/LPJ/19Jan2017/LPJG_PLUM_expt1.1_1
 #YIELD_DIR=/Users/peteralexander/Documents/LURG/LPJ/IPSL/LPJG_PLUM_expt1.1_1966-2005_ipsl_lessIO_forED
 
 # irritatingly the gams file is also found under the BASE_DIR, and don't want to duplicate so need to specify exactly
-GAMS_MODEL=./GAMS/IntExtOpt.gms
+GAMS_MODEL=/Users/peteralexander/Documents/R_Workspace/UNPLUM/GAMS/IntExtOpt.gms
 
-#DEBUG_LIMIT_COUNTRIES=true
-DEBUG_COUNTRY_NAME=Europe & Central Asia_other
+DEBUG_LIMIT_COUNTRIES=false
+DEBUG_COUNTRY_NAME=China
+#Europe & Central Asia_other
 #Russian Federation
 #Europe & Central Asia_other
 
-IS_CALIBRATION_RUN = true
+IS_CALIBRATION_RUN = false
 
-END_TIMESTEP=0
+END_TIMESTEP=20
 TIMESTEP_SIZE=2
 
-BIOENERGY_CHANGE_ANNUAL_RATE=0.25
+INTERPOLATE_OUTPUT_YEARS = false
+
 BIOENERGY_CHANGE_START_YEAR=1970
 BIOENERGY_CHANGE_END_YEAR=2010
+BIOENERGY_CHANGE_ANNUAL_RATE=0.35
+
+PASTURE_INCREASE_COST=0.01
+AGRI_EXPANSION_COST_BASE=0.01
+AGRI_EXPANSION_COST_BASE_MANAGED_FOREST=0.1
 
-INTERPOLATE_OUTPUT_YEARS = false
-PASTURE_INCREASE_COST_BASE=0.01
-PASTURE_INCREASE_COST_MANAGED_FOREST=0.5
\ No newline at end of file
diff --git a/src/ac/ed/lurg/ModelConfig.java b/src/ac/ed/lurg/ModelConfig.java
index 520a84a66d006dade2f8ddf229e01a0c72bd47e3..2e23edaa9f5a89aa0c92b634969a0ae44442ad52 100644
--- a/src/ac/ed/lurg/ModelConfig.java
+++ b/src/ac/ed/lurg/ModelConfig.java
@@ -131,6 +131,9 @@ public class ModelConfig {
 	public static final double CALIB_FACTOR_PULSES = getDoubleProperty("CALIB_FACTOR_PULSES", 0.595);
 	public static final double CALIB_FACTOR_STARCHY_ROOTS = getDoubleProperty("CALIB_FACTOR_STARCHY_ROOTS", 6.014);
 	
+	public static final double CALIB_FACTOR_MISCANTHUS = getDoubleProperty("CALIB_FACTOR_MISCANTHUS", 2.7779);
+	public static final double CALIB_FACTOR_SRC = getDoubleProperty("CALIB_FACTOR_SRC", Double.NaN);
+
 	// Spatial (gridded) data
 	public static final double CELL_SIZE_X = getDoubleProperty("CELL_SIZE_X", 0.5);
 	public static final double CELL_SIZE_Y = getDoubleProperty("CELL_SIZE_Y", CELL_SIZE_X);
@@ -186,15 +189,15 @@ public class ModelConfig {
 	public static final double MEAT_EFFICIENCY = getDoubleProperty("MEAT_EFFICIENCY", 1.0);  // 'meat' is includes feed conversion ratio already, this is tech. change or similar
 	public static final double IRRIGIATION_EFFICIENCY = getDoubleProperty("IRRIGIATION_EFFICIENCY", 0.5);
 	
-	public static final double LAND_CHANGE_COST = getDoubleProperty("LAND_CHANGE_COST", 0.8);
+	public static final double LAND_CHANGE_COST = getDoubleProperty("LAND_CHANGE_COST", 0.6);
 	public static final double CROP_TO_PASTURE_COST_FACTOR = getDoubleProperty("CROP_TO_PASTURE_COST_FACTOR", 1.0);
 	public static final double AGRI_LAND_ABANDONMENT_COST_FACTOR = getDoubleProperty("AGRI_LAND_ABANDONMENT_COST_FACTOR", 1.0);
 
-	public static final double CROP_INCREASE_COST = getDoubleProperty("CROP_INCREASE_COST", 1.0 * LAND_CHANGE_COST);
-	public static final double PASTURE_DECREASE_COST = getDoubleProperty("PASTURE_DECREASE_COST", 0.4 * LAND_CHANGE_COST * AGRI_LAND_ABANDONMENT_COST_FACTOR);
+	public static final double CROP_INCREASE_COST = getDoubleProperty("CROP_INCREASE_COST", 0.6 * LAND_CHANGE_COST);
+	public static final double PASTURE_DECREASE_COST = getDoubleProperty("PASTURE_DECREASE_COST", 0.25 * LAND_CHANGE_COST * AGRI_LAND_ABANDONMENT_COST_FACTOR);
 	public static final double CROP_DECREASE_COST = getDoubleProperty("CROP_DECREASE_COST", LAND_CHANGE_COST * AGRI_LAND_ABANDONMENT_COST_FACTOR);
-	public static final double PASTURE_INCREASE_COST = getDoubleProperty("PASTURE_INCREASE_COST", 0.2 * LAND_CHANGE_COST * CROP_TO_PASTURE_COST_FACTOR);
-	public static final double AGRI_EXPANSION_COST_BASE = getDoubleProperty("AGRI_EXPANSION_COST_BASE", 0.1 * LAND_CHANGE_COST);
+	public static final double PASTURE_INCREASE_COST = getDoubleProperty("PASTURE_INCREASE_COST", 0.1 * LAND_CHANGE_COST * CROP_TO_PASTURE_COST_FACTOR);
+	public static final double AGRI_EXPANSION_COST_BASE = getDoubleProperty("AGRI_EXPANSION_COST_BASE", 0.05 * LAND_CHANGE_COST);
 	public static final double AGRI_EXPANSION_COST_BASE_MANAGED_FOREST = getDoubleProperty("AGRI_EXPANSION_COST_BASE_MANAGED_FOREST", 0.3 * LAND_CHANGE_COST);
 
 	public static final double SEED_AND_WASTE_FRACTION = getDoubleProperty("SEED_AND_WASTE_FRACTION", 0.15);  
@@ -202,21 +205,29 @@ public class ModelConfig {
 	public static final double TECHNOLOGY_CHANGE_ANNUAL_RATE = IS_CALIBRATION_RUN ? 0.0 : getDoubleProperty("TECHNOLOGY_CHANGE_ANNUAL_RATE", 0.0);
 	public static final int TECHNOLOGY_CHANGE_START_STEP = getIntProperty("TECHNOLOGY_CHANGE_START_STEP", 0);
 	
-	public static final double BIOENERGY_CHANGE_ANNUAL_RATE = IS_CALIBRATION_RUN ? 0.0 : getDoubleProperty("BIOENERGY_CHANGE_ANNUAL_RATE", 0.0); // 6.2/2.31/20
+	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
 	public static final int BIOENERGY_CHANGE_START_YEAR = getIntProperty("BIOENERGY_CHANGE_START_YEAR", 2010);
 	public static final int BIOENERGY_CHANGE_END_YEAR = getIntProperty("BIOENERGY_CHANGE_END_YEAR", 2060);
 
+	public static final double GEN2_BIOENERGY_CHANGE_START_DEMAND = IS_CALIBRATION_RUN ? 0.0 : getDoubleProperty("GEN2_BIOENERGY_CHANGE_START_DEMAND", 0.0);
+	public static final double GEN2_BIOENERGY_CHANGE_ANNUAL_RATE = getDoubleProperty("GEN2_BIOENERGY_CHANGE_ANNUAL_RATE", 1.0);
+	public static final int GEN2_BIOENERGY_CHANGE_START_YEAR = getIntProperty("GEN2_BIOENERGY_CHANGE_START_YEAR", 2010);
+	public static final int GEN2_BIOENERGY_CHANGE_END_YEAR = getIntProperty("GEN2_BIOENERGY_CHANGE_END_YEAR", 2060);
+
+	public static final double BIOENERGY_HEATING_VALUE_GJ_PER_T = getDoubleProperty("BIOENERGY_HEATING_VALUE_GJ_PER_T", 17.5); // GJ per t DM
+
+	
 	public static final double MARKET_LAMBA = getDoubleProperty("MARKET_LAMBA", 0.4); // controls international market price adjustment rate
 
 	public static final double POPULATION_AGGREG_LIMIT = getDoubleProperty("POPULATION_AGGREG_LIMIT", 30.0);  // in millions, smaller countries are aggregated on a regional basis
 	
 	public static final double UNHANDLED_CROP_AREA = getDoubleProperty("UNHANDLED_CROP_AREA", 0.3);  // includes fruit veg forage crops set aside and failed crop
 	
-	public static final double OTHER_INTENSITY_COST = getDoubleProperty("OTHER_INTENSITY_COST", 0.2);
+	public static final double OTHER_INTENSITY_COST = getDoubleProperty("OTHER_INTENSITY_COST", 0.3);
 	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", 0.02);
-	public static final double FERTILISER_COST_PER_T = getDoubleProperty("FERTILISER_COST_PER_T", 0.5/0.18); // $500/t, 18% N/t
+	public static final double IRRIG_COST_SCALE_FACTOR = getDoubleProperty("IRRIG_COST_SCALE_FACTOR", 0.001);
+	public static final double FERTILISER_COST_PER_T = getDoubleProperty("FERTILISER_COST_PER_T", 2.2); // $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);
diff --git a/src/ac/ed/lurg/ModelMain.java b/src/ac/ed/lurg/ModelMain.java
index 12be1c4737a4033ced313ed0ce6b22aa23af6a70..88503812fc870e591aa9ccf9fb07504246fc3ccc 100644
--- a/src/ac/ed/lurg/ModelMain.java
+++ b/src/ac/ed/lurg/ModelMain.java
@@ -103,6 +103,7 @@ public class ModelMain {
 		prevWorldPrices.put(CropType.STARCHY_ROOTS, GlobalPrice.createInitial(0.1));
 		prevWorldPrices.put(CropType.MONOGASTRICS, GlobalPrice.createInitial(0.4 * 0.5));  // quantities is in feed equivalent term (0.4 is weighted average price per feed, and 0.5 accounts for mark-up for additional processing)
 		prevWorldPrices.put(CropType.RUMINANTS, GlobalPrice.createInitial(0.2 * 0.6));  // quantities is in feed equivalent term
+		prevWorldPrices.put(CropType.ENERGY_CROPS, GlobalPrice.createInitial(0.02));
 		prevStockLevel = getInitialStockLevels();
 	}
 
@@ -129,6 +130,7 @@ public class ModelMain {
 		YieldResponsesItem yresp = yieldSurfaces.getFromCoordinates(-90.5, 45.5);
 		LogWriter.printlnError("Test key: " + yresp.getYieldMax(CropType.MAIZE)  + ", " + yresp.getYieldFertOnly(CropType.MAIZE) + ", " + yresp.getYieldIrrigOnly(CropType.MAIZE) + ", " + yresp.getYieldNone(CropType.MAIZE));
 
+		double gen2EcDDemand = getGlobalGen2EnergyCropDemand(timestep);
 		CropToDoubleMap totalImportCommodities = new CropToDoubleMap();
 		CropToDoubleMap totalExportCommodities = new CropToDoubleMap();
 
@@ -143,7 +145,7 @@ public class ModelMain {
 
 			// do the optimization
 			try {
-				result = ca.determineProduction(timestep, countryYieldSurfaces, irrigData, prevWorldPrices);
+				result = ca.determineProduction(timestep, countryYieldSurfaces, irrigData, prevWorldPrices, gen2EcDDemand);
 			}
 			catch (Exception e) {
 				LogWriter.printlnError("Exception processing " + ca.getCountry() + " will continue with other countries");	
@@ -187,7 +189,10 @@ public class ModelMain {
 					totalExportCommodities.incrementValue(c, -countryNetImports);
 			}
 		}
-
+		
+		// energycrops are a special case where demand in global and exogenously specified
+		totalImportCommodities.incrementValue(CropType.ENERGY_CROPS, gen2EcDDemand);
+		
 		// Look at trade balance and adjust appropriately
 		for (CropType crop : CropType.getImportedTypes()) {
 			GlobalPrice prevPrice = prevWorldPrices.get(crop);
@@ -218,6 +223,15 @@ public class ModelMain {
 	}
 
 
+	private double getGlobalGen2EnergyCropDemand(Timestep timestep) {
+		int yearsOfChange = Math.min(ModelConfig.GEN2_BIOENERGY_CHANGE_END_YEAR - ModelConfig.GEN2_BIOENERGY_CHANGE_START_YEAR, timestep.getYear() - ModelConfig.GEN2_BIOENERGY_CHANGE_START_YEAR);
+		double bioenergyDemandAdj = yearsOfChange > 0 ?  (1.0 +  yearsOfChange * ModelConfig.GEN2_BIOENERGY_CHANGE_ANNUAL_RATE) : 1.0;
+		double gen2BioenergyDemand = bioenergyDemandAdj * ModelConfig.GEN2_BIOENERGY_CHANGE_START_DEMAND;
+		LogWriter.println("Global gen2 bioenergy demand in " + timestep + " is " + gen2BioenergyDemand);
+
+		return gen2BioenergyDemand;
+	}
+
 	private BufferedWriter getFileWriter(Timestep timestep, String file, String columnHeadings) throws IOException {
 		if (timestep.isInitialTimestep()) {
 			FileWriter fstream = new FileWriter(file,false);
@@ -552,10 +566,8 @@ public class ModelMain {
 		return currentIrrigationData;
 	}
 	private Map<CropType,Double> getInitialStockLevels(){
-		Map<CropType, Double> initialStockLevels = new HashMap<CropType, Double>();
-		new StockReader(initialStockLevels).read();
-
-		return initialStockLevels;
-
+		Map<CropType, Double> initialStockLevels = new StockReader().read();
+		initialStockLevels.put(CropType.ENERGY_CROPS, 0.0);
+		return initialStockLevels	;
 	}
 }
diff --git a/src/ac/ed/lurg/country/CountryAgent.java b/src/ac/ed/lurg/country/CountryAgent.java
index a9f94b23b4d0567985f6c10849e7ef301a083065..33216d6e153591f995f8678b94b175cb9abf0046 100644
--- a/src/ac/ed/lurg/country/CountryAgent.java
+++ b/src/ac/ed/lurg/country/CountryAgent.java
@@ -19,6 +19,7 @@ import ac.ed.lurg.landuse.IrrigationItem;
 import ac.ed.lurg.landuse.LandUseItem;
 import ac.ed.lurg.types.CommodityType;
 import ac.ed.lurg.types.CropType;
+import ac.ed.lurg.types.LandCoverType;
 import ac.ed.lurg.utils.LogWriter;
 import ac.ed.lurg.utils.cluster.Cluster;
 import ac.ed.lurg.utils.cluster.KMeans;
@@ -94,7 +95,8 @@ public class CountryAgent {
 		return mapping;
 	}
 	
-	public GamsRasterOutput determineProduction(Timestep timestep, YieldRaster countryYieldSurfaces, RasterSet<IrrigationItem> irrigData, Map<CropType, GlobalPrice> worldPrices) {
+	public GamsRasterOutput determineProduction(Timestep timestep, YieldRaster countryYieldSurfaces, RasterSet<IrrigationItem> irrigData, 
+			Map<CropType, GlobalPrice> worldPrices, double globalGen2EcDDemand) {
 		currentTimestep = timestep;
 		
 		// get projected demand
@@ -113,7 +115,7 @@ public class CountryAgent {
 				yieldClusters = calcYieldClusters(countryYieldSurfaces);  // this should only be on the first timestep
 			
 			// optimize areas and intensity 
-			GamsRasterInput input = getGamsRasterInput(irrigData, countryYieldSurfaces);
+			GamsRasterInput input = getGamsRasterInput(irrigData, countryYieldSurfaces, globalGen2EcDDemand);
 			GamsRasterOptimiser opti = new GamsRasterOptimiser(input, yieldClusters);
 			LogWriter.println("Running " + country.getName() + ", currentTimestep " + currentTimestep);
 			
@@ -129,7 +131,7 @@ public class CountryAgent {
 		return currentProjectedDemand;
 	}
 
-	private GamsRasterInput getGamsRasterInput(RasterSet<IrrigationItem> irrigData, YieldRaster countryYieldSurfaces) {
+	private GamsRasterInput getGamsRasterInput(RasterSet<IrrigationItem> irrigData, YieldRaster countryYieldSurfaces, double globalGen2EcDDemand) {
 		double allowedImportChange;
 
 		if (currentTimestep.isInitialTimestep()) {  // initialisation time-step
@@ -153,6 +155,11 @@ public class CountryAgent {
 			importConstraints.put(entry.getKey(), new ImportExportConstraint(baseNetImport - change, baseNetImport + change));
 		}
 		
+		// constraining each country to only export twice the energy crops that it's proportion of global cropland implies, as a rough constraint, really constraint comes price
+		double croplandArea = LandUseItem.getTotalLandCover(previousGamsRasterOutput.getLandUses().values(), LandCoverType.CROPLAND);
+		double ecMaxExport = globalGen2EcDDemand * croplandArea / 1500.0 * 2;
+		importConstraints.put(CropType.ENERGY_CROPS, new ImportExportConstraint(-ecMaxExport, 0)); 
+
 		GamsCountryInput countryLevelInputs = new GamsCountryInput(country, currentProjectedDemand, currentCountryPrices, importConstraints);	
 		GamsRasterInput input = new GamsRasterInput(currentTimestep, countryYieldSurfaces, previousGamsRasterOutput.getLandUses(), irrigData, countryLevelInputs);
 
diff --git a/src/ac/ed/lurg/country/StockReader.java b/src/ac/ed/lurg/country/StockReader.java
index 32034dfc6cc5796e6add377570347b3def78a0b4..0d1908e207f15ca1619e484e0b9d6eb4bf4920c4 100644
--- a/src/ac/ed/lurg/country/StockReader.java
+++ b/src/ac/ed/lurg/country/StockReader.java
@@ -3,6 +3,7 @@ package ac.ed.lurg.country;
 import java.io.BufferedReader;
 import java.io.FileReader;
 import java.io.IOException;
+import java.util.HashMap;
 import java.util.Map;
 
 import ac.ed.lurg.ModelConfig;
@@ -11,15 +12,12 @@ import ac.ed.lurg.utils.LogWriter;
 
 public class StockReader {
 
-	private Map<CropType, Double> stockLevels;
 	private static final int ITEM_COL = 0; 
 	private static final int STOCK_COL = 1; 
-	
-	public StockReader (Map<CropType, Double> dataset) {
-		this.stockLevels = dataset;
-	}
-	
-	public void read() {
+		
+	public Map<CropType, Double> read() {
+		Map<CropType, Double> stockLevels = new HashMap<CropType, Double>();
+		
 		String filename = ModelConfig.STOCKS_FILE;
 		try {
 			BufferedReader fitReader = new BufferedReader(new FileReader(filename)); 
@@ -47,6 +45,7 @@ public class StockReader {
 			LogWriter.print(e);
 		}
 		LogWriter.println("Processed " + filename);
+		
+		return stockLevels;
 	}
-	
 }
diff --git a/src/ac/ed/lurg/landuse/IrrigationMaxAmountReader.java b/src/ac/ed/lurg/landuse/IrrigationMaxAmountReader.java
index 3b38713b9ab418a90354a45ba04fb2bf2463bc27..d66732082a42998c5d8ac09f2ad9b595ad13b53d 100644
--- a/src/ac/ed/lurg/landuse/IrrigationMaxAmountReader.java
+++ b/src/ac/ed/lurg/landuse/IrrigationMaxAmountReader.java
@@ -36,9 +36,10 @@ public class IrrigationMaxAmountReader extends AbstractTabularRasterReader<Irrig
 		
 		item.setMaxIrrigAmount(CropType.WHEAT, isSpringWheat ? sw : ww);
 		item.setMaxIrrigAmount(CropType.MAIZE, co);
-		item.setMaxIrrigAmount(CropType.RICE, ri);
+		item.setMaxIrrigAmount(CropType.RICE, ri + 200.0); // an additional 20cm of water is required to flood rice paddy fields for crop protection that is not technically irrigation, but still requires water
 		item.setMaxIrrigAmount(CropType.OILCROPS, isSpringWheat ? sw : ww);
 		item.setMaxIrrigAmount(CropType.PULSES, sw);
 		item.setMaxIrrigAmount(CropType.STARCHY_ROOTS, sw);
+		item.setMaxIrrigAmount(CropType.ENERGY_CROPS, co);
 	}
 }
diff --git a/src/ac/ed/lurg/landuse/LandUseItem.java b/src/ac/ed/lurg/landuse/LandUseItem.java
index b6eb9823a6c33a47aab10903237c53b38021bfad..8e1b123c068232bf7183b1e2ceb2e4a47022fcdc 100644
--- a/src/ac/ed/lurg/landuse/LandUseItem.java
+++ b/src/ac/ed/lurg/landuse/LandUseItem.java
@@ -292,9 +292,13 @@ public class LandUseItem implements InterpolatingRasterItem<LandUseItem>, Serial
 	
 	public static double getTotalLandCover(Collection<? extends LandUseItem> landUses, LandCoverType landCover) {
 		double total = 0;
-		for (LandUseItem a : landUses)
-			total += a.getLandCoverArea(landCover);
-		
+		for (LandUseItem a : landUses) {
+			if (a!=null) {
+				Double d = a.getLandCoverArea(landCover);
+				if (d!=null)
+					total += d;
+			}
+		}
 		return total;
 	}
 
diff --git a/src/ac/ed/lurg/output/LpjgOutputer.java b/src/ac/ed/lurg/output/LpjgOutputer.java
index 7b613fe67726defd47c0b07725e8bd6588e8f85a..b6d3ae646fe6bf070852f67278f01e6c175eda8c 100644
--- a/src/ac/ed/lurg/output/LpjgOutputer.java
+++ b/src/ac/ed/lurg/output/LpjgOutputer.java
@@ -62,7 +62,7 @@ public class LpjgOutputer extends AbstractLandUseOutputer {
 
 				double winterWheatIrrig = item.getIrrigationAverageRate(CropType.OILCROPS, isSpringWheat ? null : CropType.WHEAT);
 				double springWheatIrrig = item.getIrrigationAverageRate(CropType.PULSES, CropType.STARCHY_ROOTS, isSpringWheat ? CropType.WHEAT : null);
-				double cornIrrig = item.getIrrigationAverageRate(CropType.MAIZE);
+				double cornIrrig = item.getIrrigationAverageRate(CropType.MAIZE, CropType.ENERGY_CROPS);
 				double riceIrrig = item.getIrrigationAverageRate(CropType.RICE);
 				double pastureIrrig = item.getIrrigationAverageRate(CropType.PASTURE);
 				irrigWriter.write(String.format("%.2f %.2f %d %.14f %.14f %.14f %.14f %.14f", lat, lon, year, winterWheatIrrig, springWheatIrrig, cornIrrig, riceIrrig, pastureIrrig));
@@ -70,7 +70,7 @@ public class LpjgOutputer extends AbstractLandUseOutputer {
 
 				double winterWheatFert = item.getFertiliserAverageRate(CropType.OILCROPS, isSpringWheat ? null : CropType.WHEAT);
 				double springWheatFert = item.getFertiliserAverageRate(CropType.PULSES, CropType.STARCHY_ROOTS, isSpringWheat ? CropType.WHEAT : null);
-				double cornFert = item.getFertiliserAverageRate(CropType.MAIZE);
+				double cornFert = item.getFertiliserAverageRate(CropType.MAIZE, CropType.ENERGY_CROPS);
 				double riceFert = item.getFertiliserAverageRate(CropType.RICE);
 				double pastureFert = item.getFertiliserAverageRate(CropType.PASTURE);
 				fertWriter.write(String.format("%.2f %.2f %d %.14f %.14f %.14f %.14f %.14f", lat, lon, year, winterWheatFert, springWheatFert, cornFert, riceFert, pastureFert));
@@ -156,7 +156,7 @@ public class LpjgOutputer extends AbstractLandUseOutputer {
 
 				double lpjWinterWheatFrac = item.getCropFraction(isSpringWheat ? null : CropType.OILCROPS, isSpringWheat ? null : CropType.WHEAT);
 				double lpjSpringWheatFrac = item.getCropFraction(CropType.PULSES, CropType.STARCHY_ROOTS, isSpringWheat ? CropType.WHEAT : null, isSpringWheat ? CropType.OILCROPS : null);
-				double lpjCornFrac = item.getCropFraction(CropType.MAIZE);
+				double lpjCornFrac = item.getCropFraction(CropType.MAIZE, CropType.ENERGY_CROPS);
 				double lpjRiceFrac = item.getCropFraction(CropType.RICE);
 				cropFractWriter.write(String.format("%.2f %.2f %d %.14f %.14f %.14f %.14f", lat, lon, year, lpjWinterWheatFrac, lpjSpringWheatFrac, lpjCornFrac, lpjRiceFrac));
 				cropFractWriter.newLine();
diff --git a/src/ac/ed/lurg/types/CropType.java b/src/ac/ed/lurg/types/CropType.java
index a5093ec0a1c867dbc2869a06878e386e014fd7e6..c73fa528a5b6ad9f0b968d7a4c50cc406d575e1e 100644
--- a/src/ac/ed/lurg/types/CropType.java
+++ b/src/ac/ed/lurg/types/CropType.java
@@ -19,6 +19,7 @@ public enum CropType {
 //	SOYBEAN("Soyabeans", "soybean"),
 	PULSES("Pulses", "pulses", ModelConfig.CALIB_FACTOR_PULSES),
 	STARCHY_ROOTS("Starchy Roots", "starchyRoots", ModelConfig.CALIB_FACTOR_STARCHY_ROOTS),
+	ENERGY_CROPS("Energy crops", "energycrops", Double.NaN), // no calibration factor as difference depending on whether SRC or Miscanthus
 	MONOGASTRICS("Monogastrics", "monogastrics", true, true),
 	RUMINANTS("Ruminants", "ruminants", true, true),
 	PASTURE("pasture", "pasture", false, false);  // confusing having a land cover and a crop type.  Needed here for yields (but not used for cropland area fractions).
diff --git a/src/ac/ed/lurg/yield/LPJYieldResponseMapReader.java b/src/ac/ed/lurg/yield/LPJYieldResponseMapReader.java
index 901ecab40f7fd6bce3c69f57df0bffcf7f1f8c05..63c9e118cd1c459953a599bc2af19a719892a47a 100644
--- a/src/ac/ed/lurg/yield/LPJYieldResponseMapReader.java
+++ b/src/ac/ed/lurg/yield/LPJYieldResponseMapReader.java
@@ -101,6 +101,7 @@ public class LPJYieldResponseMapReader {
 						setCalibratedYield(item, yieldType, CropType.OILCROPS, isSpringWheat ? sw : ww);
 						setCalibratedYield(item, yieldType, CropType.PULSES, sw);
 						setCalibratedYield(item, yieldType, CropType.STARCHY_ROOTS, sw);
+						setEnergyCropYield(item, yieldType, co);
 					}
 				}
 			}
@@ -109,10 +110,18 @@ public class LPJYieldResponseMapReader {
 		yieldReader.getRasterDataFromFile(fileToRead);
 	}
 	
+	private void setEnergyCropYield(YieldResponsesItem item, YieldType yieldType, double co) {
+		// add more stuff here when have SRC yields
+		double yieldMiscanthus = getCalibratedYield(ModelConfig.CALIB_FACTOR_MISCANTHUS, co);
+		item.setYield(yieldType, CropType.ENERGY_CROPS, yieldMiscanthus);
+	}
+	
 	private void setCalibratedYield(YieldResponsesItem item, YieldType yieldType, CropType crop, double yieldFromFile) {
-		double yieldCalib = yieldFromFile * crop.getCalibrationFactor();
-		double yieldAdj = yieldCalib * techYieldAdj;
-		
+		double yieldAdj = getCalibratedYield(crop.getCalibrationFactor(), yieldFromFile);
 		item.setYield(yieldType, crop, yieldAdj);  // applying the calibration factor can't go in YieldResponsesItem.setYield as this is also called from elsewhere
 	}
+	
+	private double getCalibratedYield(double calibFactor, double yieldFromFile) {
+		return yieldFromFile * calibFactor * techYieldAdj;
+	}
 }