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Merge pull request #184 from SANDAG/ABM3_develop_ev_rebates
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EV rebates and chargers in parametersByYears
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@bhargavasana
bhargavasana authored Aug 16, 2024
2 parents 16f38f8 + 4c7f8ca commit bb96f7b
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Showing 3 changed files with 20 additions and 23 deletions.
27 changes: 13 additions & 14 deletions input/model/parametersByYears.csv
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year,aoc.fuel,aoc.maintenance,aoc.truck.fuel.light,aoc.truck.fuel.medium,aoc.truck.fuel.high,aoc.truck.maintenance.light,aoc.truck.maintenance.medium,aoc.truck.maintenance.high,aoc.truck.fuel.SUT,aoc.truck.fuel.MUT,aoc.truck.maintenance.SUT,aoc.truck.maintenance.MUT,airport.SAN.enplanements,airport.SAN.connecting,airport.SAN.airportMgra,airport.CBX.enplanements,airport.CBX.connecting,airport.CBX.airportMgra,crossBorder.tours,crossBorder.sentriShare,crossBorder.readyShare,taxi.baseFare,taxi.costPerMile,taxi.costPerMinute,TNC.single.baseFare,TNC.single.costPerMile,TNC.single.costPerMinute,TNC.single.costMinimum,TNC.shared.baseFare,TNC.shared.costPerMile,TNC.shared.costPerMinute,TNC.shared.costMinimum,Mobility.AV.RemoteParkingCostPerHour,active.micromobility.variableCost,active.micromobility.fixedCost,active.microtransit.fixedCost,Mobility.AV.Share,smartSignal.factor.LC,smartSignal.factor.MA,smartSignal.factor.PA,atdm.factor,active.ebike.ownership,active.maxdist.bike.taz,active.maxdist.bike.mgra,active.bike.minutes.per.mile,active.coef.distcla0,active.coef.distcla1,active.coef.distcla2,active.coef.distcla3,active.coef.dartne2,active.coef.dwrongwy,active.coef.dcyctrac,active.coef.dbikblvd,rapid.factor.ivt,rapid.factor.wait,rapid.dwell,poe.OME.start.year,tr.veh.year
2022,22,10.5,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,14536000,856170,11249,2093250,0,9350,101343,0.219,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,1,1,1,1,0.008,21.1,2.11,5.6872,0.81081,0.32886,0.51408,0.81081,0.99225,3.25553,0.40068,0.32414,0.95,1,0.5,2027,2029
2023,23.5,11.5,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,14536000,856170,11249,2144000,0,9350,105064,0.44,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,1,1,1,1,0.008,21.1,2.11,5.6872,0.81081,0.32886,0.51408,0.81081,0.99225,3.25553,0.40068,0.32414,0.95,1,0.5,2027,2029
2025,21,11.7,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,15542000,915424,11249,2195456,0,9350,119372,0.483,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,1,1,1,1,0.082,21.4,2.14,5.60748,0.79794,0.32364,0.50592,0.79794,0.9765,3.20385,0.39432,0.31899,0.95,1,0.5,2027,2029
2026,20.2,11.9,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,16012000,943107,11249,2221801,0,9350,121272,0.505,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,1,1,1,1,0.095,21.6,2.16,5.55556,0.78936,0.32016,0.50048,0.78936,0.966,3.1694,0.39008,0.31556,0.87,1,0.5,2027,2029
2029,18.6,12.3,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,17392000,1024389,11249,2301786,0,9350,126844,0.569,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,0.8,0.8,0.8,1,0.133,22.2,2.22,5.40541,0.76362,0.30972,0.48416,0.76362,0.9345,3.06605,0.37736,0.30527,0.87,0.87,0.425,2027,2029
2030,18.2,12.4,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,17878000,1053014,11249,2329408,0,9350,128588,0.591,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,0.8,0.8,0.8,1,0.146,22.4,2.24,0.75504,0.30624,0.47872,0.75504,0.924,3.0316,0.37312,0.30184,5.35714,0.87,0.87,0.425,2027,2029
2032,17.5,12.6,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,18571000,1093832,11249,2385314,0,9350,131663,0.569,0.322,3,3.3,0.46,4.56,0.96,0.33,9.19,2.31,0.48,0.16,4.6,0.81,0.39,1,2.03,0,0.8,0.8,0.8,0.93,0.172,22.9,2.29,5.24017,0.73359,0.29754,0.46512,0.73359,0.89775,2.94548,0.36252,0.29327,0.87,0.87,0.425,2027,2029
2035,17,13,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,19660000,1157974,11249,2471185,0,9350,135025,0.698,0.322,3,3.3,0.46,4.56,0.96,0.33,9.19,2.31,0.48,0.16,4.6,0.81,0.39,1,1.01,0,0.8,0.8,0.8,0.93,0.211,23.6,2.36,5.08475,0.70356,0.28536,0.44608,0.70356,0.861,2.8249,0.34768,0.28126,0.87,0.87,0.425,2027,2029
2035nb,17,13,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,19660000,1157974,11249,2471185,0,9350,135025,0.698,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,1.01,0,1,1,1,1,0.211,23.6,2.36,5.08475,0.70356,0.28536,0.44608,0.70356,0.861,2.8249,0.34768,0.28126,0.87,1,0.5,2060,2060
2040,16.3,13.7,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,19877909,1170809,11249,2619456,0,9350,139207,0.698,0.322,3,3.3,0.46,4.56,0.96,0.33,9.19,2.31,0.48,0.16,4.6,0.81,0.39,1,1.01,0,0.8,0.8,0.8,0.93,0.265,24.7,2.47,4.8583,0.65637,0.26622,0.41616,0.65637,0.80325,2.63543,0.32436,0.2624,0.87,0.87,0.425,2027,2029
2045,16.1,14.4,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,20098233,1183786,11249,2776623,0,9350,143214,0.698,0.322,3,3.3,0.46,4.56,0.96,0.33,9.19,2.31,0.48,0.16,4.6,0.81,0.39,1,1.01,0,0.8,0.8,0.8,0.93,0.32,25.5,2.55,4.70588,0.62205,0.2523,0.3944,0.62205,0.76125,2.49763,0.3074,0.24868,0.87,0.87,0.425,2027,2029
2050,16.6,15.1,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,20321000,1196907,11249,2943221,0,9350,144682,0.698,0.322,3,3.3,0.46,4.56,0.96,0.33,9.19,2.31,0.48,0.16,4.6,0.81,0.39,1,1.01,0,0.8,0.8,0.8,0.93,0.375,26.4,2.64,4.54545,0.58344,0.23664,0.36992,0.58344,0.714,2.3426,0.28832,0.23324,0.87,0.87,0.425,2027,2029
2050nb,16.6,15.1,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,20321000,1196907,11249,2943221,0,9350,144682,0.698,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,1.01,0,1,1,1,1,0.375,26.4,2.64,4.54545,0.58344,0.23664,0.36992,0.58344,0.714,2.3426,0.28832,0.23324,0.87,1,0.5,2060,2060
year,aoc.fuel,aoc.maintenance,aoc.truck.fuel.light,aoc.truck.fuel.medium,aoc.truck.fuel.high,aoc.truck.maintenance.light,aoc.truck.maintenance.medium,aoc.truck.maintenance.high,aoc.truck.fuel.SUT,aoc.truck.fuel.MUT,aoc.truck.maintenance.SUT,aoc.truck.maintenance.MUT,airport.SAN.enplanements,airport.SAN.connecting,airport.SAN.airportMgra,airport.CBX.enplanements,airport.CBX.connecting,airport.CBX.airportMgra,crossBorder.tours,crossBorder.sentriShare,crossBorder.readyShare,taxi.baseFare,taxi.costPerMile,taxi.costPerMinute,TNC.single.baseFare,TNC.single.costPerMile,TNC.single.costPerMinute,TNC.single.costMinimum,TNC.shared.baseFare,TNC.shared.costPerMile,TNC.shared.costPerMinute,TNC.shared.costMinimum,Mobility.AV.RemoteParkingCostPerHour,active.micromobility.variableCost,active.micromobility.fixedCost,active.microtransit.fixedCost,Mobility.AV.Share,smartSignal.factor.LC,smartSignal.factor.MA,smartSignal.factor.PA,atdm.factor,active.ebike.ownership,active.maxdist.bike.taz,active.maxdist.bike.mgra,active.bike.minutes.per.mile,active.coef.distcla0,active.coef.distcla1,active.coef.distcla2,active.coef.distcla3,active.coef.dartne2,active.coef.dwrongwy,active.coef.dcyctrac,active.coef.dbikblvd,rapid.factor.ivt,rapid.factor.wait,rapid.dwell,poe.OME.start.year,tr.veh.year,ev.rebate.lowinc.bev,ev.rebate.lowinc.pev,ev.rebate.medinc.bev,ev.rebate.medinc.pev,ev.chargers
2022,22,10.5,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,14536000,856170,11249,2093250,0,9350,101343,0.219,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,1,1,1,1,0.008,21.1,2.11,5.6872,0.81081,0.32886,0.51408,0.81081,0.99225,3.25553,0.40068,0.32414,0.95,1,0.5,2027,2029,0,0,0,0,7716
2025,21,11.7,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,15542000,915424,11249,2195456,0,9350,119372,0.483,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,1,1,1,1,0.082,21.4,2.14,5.60748,0.79794,0.32364,0.50592,0.79794,0.9765,3.20385,0.39432,0.31899,0.95,1,0.5,2027,2029,0,0,0,0,10553
2026,20.2,11.9,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,16012000,943107,11249,2221801,0,9350,121272,0.505,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,1,1,1,1,0.095,21.6,2.16,5.55556,0.78936,0.32016,0.50048,0.78936,0.966,3.1694,0.39008,0.31556,0.87,1,0.5,2027,2029,0,0,0,0,11714
2029,18.6,12.3,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,17392000,1024389,11249,2301786,0,9350,126844,0.569,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,0.8,0.8,0.8,1,0.133,22.2,2.22,5.40541,0.76362,0.30972,0.48416,0.76362,0.9345,3.06605,0.37736,0.30527,0.87,0.87,0.425,2027,2029,0,0,0,0,16021
2030,18.2,12.4,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,17878000,1053014,11249,2329408,0,9350,128588,0.591,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,2.03,0,0.8,0.8,0.8,1,0.146,22.4,2.24,0.75504,0.30624,0.47872,0.75504,0.924,3.0316,0.37312,0.30184,5.35714,0.87,0.87,0.425,2027,2029,0,0,0,0,17783
2032,17.5,12.6,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,18571000,1093832,11249,2385314,0,9350,131663,0.569,0.322,3,3.3,0.46,4.56,0.96,0.33,9.19,2.31,0.48,0.16,4.6,0.81,0.39,1,2.03,0,0.8,0.8,0.8,0.93,0.172,22.9,2.29,5.24017,0.73359,0.29754,0.46512,0.73359,0.89775,2.94548,0.36252,0.29327,0.87,0.87,0.425,2027,2029,0,0,0,0,21912
2035,17,13,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,19660000,1157974,11249,2471185,0,9350,135025,0.698,0.322,3,3.3,0.46,4.56,0.96,0.33,9.19,2.31,0.48,0.16,4.6,0.81,0.39,1,1.01,0,0.8,0.8,0.8,0.93,0.211,23.6,2.36,5.08475,0.70356,0.28536,0.44608,0.70356,0.861,2.8249,0.34768,0.28126,0.87,0.87,0.425,2027,2029,6750,3375,2000,1000,40000
2035nb,17,13,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,19660000,1157974,11249,2471185,0,9350,135025,0.698,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,1.01,0,1,1,1,1,0.211,23.6,2.36,5.08475,0.70356,0.28536,0.44608,0.70356,0.861,2.8249,0.34768,0.28126,0.87,1,0.5,2060,2060,0,0,0,0,29968
2040,16.3,13.7,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,19877909,1170809,11249,2619456,0,9350,139207,0.698,0.322,3,3.3,0.46,4.56,0.96,0.33,9.19,2.31,0.48,0.16,4.6,0.81,0.39,1,1.01,0,0.8,0.8,0.8,0.93,0.265,24.7,2.47,4.8583,0.65637,0.26622,0.41616,0.65637,0.80325,2.63543,0.32436,0.2624,0.87,0.87,0.425,2027,2029,0,0,0,0,61221
2045,16.1,14.4,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,20098233,1183786,11249,2776623,0,9350,143214,0.698,0.322,3,3.3,0.46,4.56,0.96,0.33,9.19,2.31,0.48,0.16,4.6,0.81,0.39,1,1.01,0,0.8,0.8,0.8,0.93,0.32,25.5,2.55,4.70588,0.62205,0.2523,0.3944,0.62205,0.76125,2.49763,0.3074,0.24868,0.87,0.87,0.425,2027,2029,0,0,0,0,93700
2050,16.6,15.1,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,20321000,1196907,11249,2943221,0,9350,144682,0.698,0.322,3,3.3,0.46,4.56,0.96,0.33,9.19,2.31,0.48,0.16,4.6,0.81,0.39,1,1.01,0,0.8,0.8,0.8,0.93,0.375,26.4,2.64,4.54545,0.58344,0.23664,0.36992,0.58344,0.714,2.3426,0.28832,0.23324,0.87,0.87,0.425,2027,2029,0,0,0,0,143410
2050nb,16.6,15.1,28.5,47.3,71.9,29,55,62,62.2,100.7,11.1,16.3,20321000,1196907,11249,2943221,0,9350,144682,0.698,0.322,3,3.3,0.46,3.31,0.96,0.33,9.19,1.66,0.48,0.16,4.6,0.81,0.39,1,1.01,0,1,1,1,1,0.375,26.4,2.64,4.54545,0.58344,0.23664,0.36992,0.58344,0.714,2.3426,0.28832,0.23324,0.87,1,0.5,2060,2060,0,0,0,0,143410
10 changes: 1 addition & 9 deletions src/asim/configs/resident/vehicle_type_choice.yaml
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Expand Up @@ -125,15 +125,7 @@ annotate_households:
# TABLES:

CONSTANTS:
# Select region for model and input the MSA population
# Expressions for CBSA values are implemented for:
# San Francisco (SFO), San Diego (SAN), Atlanta (ATL),
# Seattle (SEA), Detroit (DET), Minneapolis (MSP),
# Washington DC (DCA), Oregon (OREG), Ohio (OHIO)
CBSA: SAN
MSA_POP: 3266698
# calculated using 1130 chargers / MSA_POP
# just an initial estimate from https://www.plugshare.com/directory/us/california/san-diego
# calculated using charger count / population
CHARGERS_PER_CAP: 0.00034592
# chargers per cap used in vehicle type model estimation
# CHARGERS_PER_CAP: 0.000721205
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6 changes: 6 additions & 0 deletions src/asim/scripts/scenarioManagement/scenManagement.py
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Expand Up @@ -15,6 +15,7 @@
sandag_abm_prop_dir = _join(project_dir, r'conf\sandag_abm.properties')
scripts_dir = _join(project_dir, r'src\asim\scripts')
res_ie_size_term_file = _join(project_dir, r'input\resident_ie_size_term.csv')
population = len(pd.read_csv(_join(project_dir, r'input\persons.csv')))

# %%
paramByYear = pd.read_csv(paramByYear_dir)
Expand Down Expand Up @@ -80,11 +81,16 @@
doc['WAIT_TIME_DISC'] = float(paramByYear.loc[paramByYear.year==scenYearWithSuffix, 'rapid.factor.wait'].values[0])
doc['ivt_brt_multiplier'] = float(paramByYear.loc[paramByYear.year==scenYearWithSuffix, 'rapid.factor.ivt'].values[0])
doc['hhTR_Vehyear'] = int(paramByYear.loc[paramByYear.year==scenYearWithSuffix, 'tr.veh.year'].values[0])
doc['LowIncomeBEVRebate'] = int(paramByYear.loc[paramByYear.year==scenYearWithSuffix, 'ev.rebate.lowinc.bev'].values[0])
doc['LowIncomePEVRebate'] = int(paramByYear.loc[paramByYear.year==scenYearWithSuffix, 'ev.rebate.lowinc.pev'].values[0])
doc['MedIncomeBEVRebate'] = int(paramByYear.loc[paramByYear.year==scenYearWithSuffix, 'ev.rebate.medinc.bev'].values[0])
doc['MedIncomePEVRebate'] = int(paramByYear.loc[paramByYear.year==scenYearWithSuffix, 'ev.rebate.medinc.pev'].values[0])
util.write_yaml(_join(configs_dir, 'common', 'constants.yaml'), doc)

doc = util.open_yaml(_join(configs_dir, 'resident', 'vehicle_type_choice.yaml'))
doc['FLEET_YEAR'] = int(scenYear)
doc['CONSTANTS']['scenarioYear'] = int(scenYear)
doc['CONSTANTS']['CHARGERS_PER_CAP'] = int(paramByYear.loc[paramByYear.year==scenYearWithSuffix, 'ev.chargers'].values[0]) / population
util.write_yaml(_join(configs_dir, 'resident', 'vehicle_type_choice.yaml'), doc)

sandag_abm_prop = util.load_properties(sandag_abm_prop_dir)
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