Outputs

Financial outputs

REopt.add_financial_resultsFunction

Financial results keys:

  • lcc Optimal lifecycle cost
  • lifecycle_generation_tech_capital_costs LCC component. Net capital costs for all generation technologies, in present value, including replacement costs and incentives. This value does not include offgridothercapital_costs.
  • lifecycle_storage_capital_costs LCC component. Net capital costs for all storage technologies, in present value, including replacement costs and incentives. This value does not include offgridothercapital_costs.
  • lifecycle_om_costs_after_tax LCC component. Present value of all O&M costs, after tax. (does not include fuel costs)
  • lifecycle_fuel_costs_after_tax LCC component. Present value of all fuel costs over the analysis period, after tax.
  • lifecycle_chp_standby_cost_after_tax LCC component. Present value of all CHP standby charges, after tax.
  • lifecycle_elecbill_after_tax LCC component. Present value of all electric utility charges, after tax.
  • lifecycle_production_incentive_after_tax LCC component. Present value of all production-based incentives, after tax.
  • lifecycle_offgrid_other_annual_costs_after_tax LCC component. Present value of offgridotherannual_costs over the analysis period, after tax.
  • lifecycle_offgrid_other_capital_costs LCC component. Equal to offgridothercapital_costs with straight line depreciation applied over analysis period. The depreciation expense is assumed to reduce the owner's taxable income.
  • lifecycle_outage_cost LCC component. Expected outage cost.
  • lifecycle_MG_upgrade_and_fuel_cost LCC component. Cost to upgrade generation and storage technologies to be included in microgrid, plus expected microgrid fuel costs, assuming outages occur in first year with specified probabilities.
  • lifecycle_om_costs_before_tax Present value of all O&M costs, before tax.
  • year_one_om_costs_before_tax Year one O&M costs, before tax.
  • year_one_om_costs_after_tax Year one O&M costs, after tax.
  • lifecycle_capital_costs_plus_om_after_tax Capital cost for all technologies plus present value of operations and maintenance over anlaysis period. This value does not include offgridothercapital_costs.
  • lifecycle_capital_costs Net capital costs for all technologies, in present value, including replacement costs and incentives. This value does not include offgridothercapital_costs.
  • initial_capital_costs Up-front capital costs for all technologies, in present value, excluding replacement costs and incentives. This value does not include offgridothercapital_costs.
  • initial_capital_costs_after_incentives Up-front capital costs for all technologies, in present value, excluding replacement costs, and accounting for incentives. This value does not include offgridothercapital_costs.
  • replacements_future_cost_after_tax Future cost of replacing storage and/or generator systems, after tax.
  • replacements_present_cost_after_tax Present value cost of replacing storage and/or generator systems, after tax.
  • om_and_replacement_present_cost_after_tax Present value of all O&M and replacement costs, after tax.
  • developer_om_and_replacement_present_cost_after_tax Present value of all O&M and replacement costs incurred by developer, after tax.
  • offgrid_microgrid_lcoe_dollars_per_kwh Levelized cost of electricity for modeled off-grid system.
  • lifecycle_emissions_cost_climate LCC component if Settings input includeclimatein_objective is true. Present value of CO2 emissions cost over the analysis period.
  • lifecycle_emissions_cost_health LCC component if Settings input includehealthin_objective is true. Present value of NOx, SO2, and PM2.5 emissions cost over the analysis period.

calculated in combine_results function if BAU scenario is run:

  • breakeven_cost_of_emissions_reduction_per_tonne_CO2
'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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ElectricTariff outputs

REopt.add_electric_tariff_resultsMethod

ElectricTariff results keys:

  • lifecycle_energy_cost_after_tax lifecycle cost of energy from the grid in present value, after tax
  • year_one_energy_cost_before_tax cost of energy from the grid over the first year, before considering tax benefits
  • lifecycle_demand_cost_after_tax lifecycle cost of power from the grid in present value, after tax
  • year_one_demand_cost_before_tax cost of power from the grid over the first year, before considering tax benefits
  • lifecycle_fixed_cost_after_tax lifecycle fixed cost in present value, after tax
  • year_one_fixed_cost_before_tax fixed cost over the first year, before considering tax benefits
  • lifecycle_min_charge_adder_after_tax lifecycle minimum charge in present value, after tax
  • year_one_min_charge_adder_before_tax minimum charge over the first year, before considering tax benefits
  • year_one_bill_before_tax sum of year_one_energy_cost_before_tax, year_one_demand_cost_before_tax, year_one_fixed_cost_before_tax, year_one_min_charge_adder_before_tax, and year_one_coincident_peak_cost_before_tax
  • lifecycle_export_benefit_after_tax lifecycle export credits in present value, after tax
  • year_one_export_benefit_before_tax export credits over the first year, before considering tax benefits. A positive value indicates a benefit.
  • lifecycle_coincident_peak_cost_after_tax lifecycle coincident peak charge in present value, after tax
  • year_one_coincident_peak_cost_before_tax coincident peak charge over the first year
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ElectricLoad outputs

REopt.add_electric_load_resultsFunction

ElectricLoad results keys:

  • load_series_kw vector of site load in every time step
  • critical_load_series_kw vector of site critical load in every time step
  • annual_calculated_kwh sum of the load_series_kw
  • offgrid_load_met_series_kw vector of electric load met by generation techs, for off-grid scenarios only
  • offgrid_load_met_fraction percentage of total electric load met on an annual basis, for off-grid scenarios only
  • offgrid_annual_oper_res_required_series_kwh , total operating reserves required (for load and techs) on an annual basis, for off-grid scenarios only
  • offgrid_annual_oper_res_provided_series_kwh , total operating reserves provided on an annual basis, for off-grid scenarios only
'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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ElectricUtility outputs

REopt.add_electric_utility_resultsMethod

ElectricUtility results keys:

  • annual_energy_supplied_kwh # Total energy supplied from the grid in an average year.
  • electric_to_load_series_kw # Vector of power drawn from the grid to serve load.
  • electric_to_storage_series_kw # Vector of power drawn from the grid to charge the battery.
  • annual_emissions_tonnes_CO2 # Average annual total tons of CO2 emissions associated with the site's grid-purchased electricity. If includeexportedelecemissionsin_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid.
  • annual_emissions_tonnes_NOx # Average annual total tons of NOx emissions associated with the site's grid-purchased electricity. If includeexportedelecemissionsin_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid.
  • annual_emissions_tonnes_SO2 # Average annual total tons of SO2 emissions associated with the site's grid-purchased electricity. If includeexportedelecemissionsin_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid.
  • annual_emissions_tonnes_PM25 # Average annual total tons of PM25 emissions associated with the site's grid-purchased electricity. If includeexportedelecemissionsin_total is False, this value only reflects grid purchsaes. Otherwise, it accounts for emissions offset from any export to the grid.
  • lifecycle_emissions_tonnes_CO2 # Total tons of CO2 emissions associated with the site's grid-purchased electricity over the analysis period. If includeexportedelecemissionsin_total is False, this value only reflects grid purchaes. Otherwise, it accounts for emissions offset from any export to the grid.
  • lifecycle_emissions_tonnes_NOx # Total tons of NOx emissions associated with the site's grid-purchased electricity over the analysis period. If includeexportedelecemissionsin_total is False, this value only reflects grid purchaes. Otherwise, it accounts for emissions offset from any export to the grid.
  • lifecycle_emissions_tonnes_SO2 # Total tons of SO2 emissions associated with the site's grid-purchased electricity over the analysis period. If includeexportedelecemissionsin_total is False, this value only reflects grid purchaes. Otherwise, it accounts for emissions offset from any export to the grid.
  • lifecycle_emissions_tonnes_PM25 # Total tons of PM2.5 emissions associated with the site's grid-purchased electricity over the analysis period. If includeexportedelecemissionsin_total is False, this value only reflects grid purchaes. Otherwise, it accounts for emissions offset from any export to the grid.
  • avert_emissions_region # EPA AVERT region of the site. Used for health-related emissions from grid electricity (populated if default emissions values are used) and climate emissions if "co2fromavert" is set to true.
  • distance_to_avert_emissions_region_meters # Distance in meters from the site to the nearest AVERT emissions region.
  • cambium_emissions_region # NREL Cambium region of the site. Used for climate-related emissions from grid electricity (populated only if default (Cambium) climate emissions values are used)
'Series' and 'Annual' energy and emissions outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy and emissions outputs averaged over the analysis period.

Emissions outputs

By default, REopt uses marginal emissions rates for grid-purchased electricity. Marginal emissions rates are most appropriate for reporting a change in emissions (avoided or increased) rather than emissions totals. It is therefore recommended that emissions results from REopt (using default marginal emissions rates) be reported as the difference in emissions between the optimized and BAU case. Note also that the annual_emissions metrics are average annual emissions over the analysis period, accounting for expected changes in future grid emissions.

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PV outputs

REopt.add_pv_resultsMethod

PV results keys:

  • size_kw Optimal PV capacity
  • lifecycle_om_cost_after_tax Lifecycle operations and maintenance cost in present value, after tax
  • year_one_energy_produced_kwh Energy produced over the first year
  • annual_energy_produced_kwh Average annual energy produced when accounting for degradation
  • lcoe_per_kwh Levelized Cost of Energy produced by the PV system
  • electric_to_load_series_kw Vector of power used to meet load over the first year
  • electric_to_storage_series_kw Vector of power used to charge the battery over the first year
  • electric_to_grid_series_kw Vector of power exported to the grid over the first year
  • electric_curtailed_series_kw Vector of power curtailed over the first year
  • annual_energy_exported_kwh Average annual energy exported to the grid
  • production_factor_series PV production factor in each time step, either provided by user or obtained from PVWatts
Warn

The key(s) used to access PV outputs in the results dictionary is determined by the PV.name value to allow for modeling multiple PV options. (The default PV.name is "PV".)

Existing PV

All outputs account for any existing PV. E.g., size_kw includes existing capacity and the REopt-recommended additional capacity.

'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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Wind outputs

REopt.add_wind_resultsFunction

Wind results keys:

  • size_kw Optimal Wind capacity [kW]
  • lifecycle_om_cost_after_tax Lifecycle operations and maintenance cost in present value, after tax
  • year_one_om_cost_before_tax Operations and maintenance cost in the first year, before tax benefits
  • electric_to_storage_series_kw Vector of power used to charge the battery over an average year
  • electric_to_grid_series_kw Vector of power exported to the grid over an average year
  • annual_energy_exported_kwh Average annual energy exported to the grid
  • electric_to_load_series_kw Vector of power used to meet load over an average year
  • annual_energy_produced_kwh Average annual energy produced
  • lcoe_per_kwh Levelized Cost of Energy produced by the PV system
  • electric_curtailed_series_kw Vector of power curtailed over an average year
  • production_factor_series Wind production factor in each time step, either provided by user or obtained from SAM
'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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ElectricStorage outputs

REopt.add_electric_storage_resultsMethod

ElectricStorage results keys:

  • size_kw Optimal inverter capacity
  • size_kwh Optimal storage capacity
  • soc_series_fraction Vector of normalized (0-1) state of charge values over the first year
  • storage_to_load_series_kw Vector of power used to meet load over the first year
  • initial_capital_cost Upfront capital cost for storage and inverter

The following results are reported if storage degradation is modeled:

  • state_of_health
  • maintenance_cost
  • replacement_month
'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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HotThermalStorage outputs

REopt.add_hot_storage_resultsMethod

HotThermalStorage results keys:

  • size_gal Optimal TES capacity, by volume [gal]
  • soc_series_fraction Vector of normalized (0-1) state of charge values over the first year [-]
  • storage_to_load_series_mmbtu_per_hour Vector of power used to meet load over the first year [MMBTU/hr]
'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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ColdThermalStorage outputs

REopt.add_cold_storage_resultsMethod

ColdThermalStorage results:

  • size_gal Optimal TES capacity, by volume [gal]
  • soc_series_fraction Vector of normalized (0-1) state of charge values over the first year [-]
  • storage_to_load_series_ton Vector of power used to meet load over the first year [ton]
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Generator outputs

REopt.add_generator_resultsMethod

Generator results keys:

  • size_kw Optimal generator capacity
  • lifecycle_fixed_om_cost_after_tax Lifecycle fixed operations and maintenance cost in present value, after tax
  • year_one_fixed_om_cost_before_tax fixed operations and maintenance cost over the first year, before considering tax benefits
  • lifecycle_variable_om_cost_after_tax Lifecycle variable operations and maintenance cost in present value, after tax
  • year_one_variable_om_cost_before_tax variable operations and maintenance cost over the first year, before considering tax benefits
  • lifecycle_fuel_cost_after_tax Lifecycle fuel cost in present value, after tax
  • year_one_fuel_cost_before_tax Fuel cost over the first year, before considering tax benefits
  • annual_fuel_consumption_gal Gallons of fuel used in each year
  • electric_to_storage_series_kw Vector of power sent to battery in an average year
  • electric_to_grid_series_kw Vector of power sent to grid in an average year
  • electric_to_load_series_kw Vector of power sent to load in an average year
  • annual_energy_produced_kwh Average annual energy produced over analysis period
'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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ExistingBoiler outputs

REopt.add_existing_boiler_resultsFunction

ExistingBoiler results keys:

  • fuel_consumption_series_mmbtu_per_hour
  • annual_fuel_consumption_mmbtu
  • thermal_production_series_mmbtu_per_hour
  • annual_thermal_production_mmbtu
  • thermal_to_storage_series_mmbtu_per_hour # Thermal power production to TES (HotThermalStorage) series [MMBtu/hr]
  • thermal_to_steamturbine_series_mmbtu_per_hour
  • thermal_to_load_series_mmbtu_per_hour
  • lifecycle_fuel_cost_after_tax
  • year_one_fuel_cost_before_tax
'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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CHP outputs

REopt.add_chp_resultsFunction

CHP results keys:

  • size_kw Power capacity size of the CHP system [kW]
  • size_supplemental_firing_kw Power capacity of CHP supplementary firing system [kW]
  • annual_fuel_consumption_mmbtu Fuel consumed in a year [MMBtu]
  • annual_electric_production_kwh Electric energy produced in a year [kWh]
  • annual_thermal_production_mmbtu Thermal energy produced in a year (not including curtailed thermal) [MMBtu]
  • electric_production_series_kw Electric power production time-series array [kW]
  • electric_to_grid_series_kw Electric power exported time-series array [kW]
  • electric_to_storage_series_kw Electric power to charge the battery storage time-series array [kW]
  • electric_to_load_series_kw Electric power to serve the electric load time-series array [kW]
  • thermal_to_storage_series_mmbtu_per_hour Thermal power to TES (HotThermalStorage) time-series array [MMBtu/hr]
  • thermal_curtailed_series_mmbtu_per_hour Thermal power wasted/unused/vented time-series array [MMBtu/hr]
  • thermal_to_load_series_mmbtu_per_hour Thermal power to serve the heating load time-series array [MMBtu/hr]
  • thermal_to_steamturbine_series_mmbtu_per_hour Thermal (steam) power to steam turbine time-series array [MMBtu/hr]
  • year_one_fuel_cost_before_tax Cost of fuel consumed by the CHP system in year one [$]
  • lifecycle_fuel_cost_after_tax Present value of cost of fuel consumed by the CHP system, after tax [$]
  • year_one_standby_cost_before_tax CHP standby charges in year one [$]
  • lifecycle_standby_cost_after_tax Present value of all CHP standby charges, after tax.
  • thermal_production_series_mmbtu_per_hour
'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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Boiler outputs

Missing docstring.

Missing docstring for REopt.add_boiler_results. Check Documenter's build log for details.

HeatingLoad outputs

REopt.add_heating_load_resultsFunction

HeatingLoad results keys:

  • dhw_thermal_load_series_mmbtu_per_hour vector of site domestic hot water load in every time step
  • space_heating_thermal_load_series_mmbtu_per_hour vector of site space heating load in every time step
  • total_heating_thermal_load_series_mmbtu_per_hour vector of sum heating load in every time step
  • annual_calculated_dhw_thermal_load_mmbtu sum of the dhw_load_series_mmbtu_per_hour
  • annual_calculated_space_heating_thermal_load_mmbtu sum of the space_heating_thermal_load_series_mmbtu_per_hour
  • annual_calculated_total_heating_thermal_load_mmbtu sum of the total_heating_thermal_load_series_mmbtu_per_hour
  • annual_calculated_dhw_boiler_fuel_load_mmbtu
  • annual_calculated_space_heating_boiler_fuel_load_mmbtu
  • annual_calculated_total_heating_boiler_fuel_load_mmbtu
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CoolingLoad outputs

REopt.add_cooling_load_resultsFunction

CoolingLoad results keys:

  • load_series_ton # vector of site cooling load in every time step
  • annual_calculated_tonhour # sum of the load_series_ton. Annual site total cooling load [tonhr]
  • electric_chiller_base_load_series_kw # Hourly total base load drawn from chiller [kW-electric]
  • annual_electric_chiller_base_load_kwh # Annual total base load drawn from chiller [kWh-electric]
'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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Uncertain Outages outputs

REopt.add_outage_resultsFunction

Outages results keys:

  • expected_outage_cost The expected outage cost over the random outages modeled.
  • max_outage_cost_per_outage_duration The maximum outage cost in every outage duration modeled.
  • unserved_load_series_kw The amount of unserved load in each outage and each time step.
  • unserved_load_per_outage_kwh The total unserved load in each outage.
  • storage_microgrid_upgrade_cost The cost to include the storage system in the microgrid.
  • storage_discharge_series_kw Array of storage power discharged in every outage modeled.
  • pv_microgrid_size_kw Optimal microgrid PV capacity. Note that the name PV can change based on user provided PV.name.
  • pv_microgrid_upgrade_cost The cost to include the PV system in the microgrid.
  • pv_to_storage_series_kw Array of PV power sent to the battery in every outage modeled.
  • pv_curtailed_series_kw Array of PV curtailed in every outage modeled.
  • pv_to_load_series_kw Array of PV power used to meet load in every outage modeled.
  • wind_microgrid_size_kw Optimal microgrid Wind capacity.
  • wind_microgrid_upgrade_cost The cost to include the Wind system in the microgrid.
  • wind_to_storage_series_kw Array of Wind power sent to the battery in every outage modeled.
  • wind_curtailed_series_kw Array of Wind curtailed in every outage modeled.
  • wind_to_load_series_kw Array of Wind power used to meet load in every outage modeled.
  • generator_microgrid_size_kw Optimal microgrid Generator capacity. Note that the name Generator can change based on user provided Generator.name.
  • generator_microgrid_upgrade_cost The cost to include the Generator system in the microgrid.
  • generator_to_storage_series_kw Array of Generator power sent to the battery in every outage modeled.
  • generator_curtailed_series_kw Array of Generator curtailed in every outage modeled.
  • generator_to_load_series_kw Array of Generator power used to meet load in every outage modeled.
  • generator_fuel_used_per_outage_gal Array of fuel used in every outage modeled, summed over all Generators.
  • chp_microgrid_size_kw Optimal microgrid CHP capacity.
  • chp_microgrid_upgrade_cost The cost to include the CHP system in the microgrid.
  • chp_to_storage_series_kw Array of CHP power sent to the battery in every outage modeled.
  • chp_curtailed_series_kw Array of CHP curtailed in every outage modeled.
  • chp_to_load_series_kw Array of CHP power used to meet load in every outage modeled.
  • chp_fuel_used_per_outage_mmbtu Array of fuel used in every outage modeled, summed over all CHPs.
  • microgrid_upgrade_capital_cost Total capital cost of including technologies in the microgrid
  • critical_loads_per_outage_series_kw Critical load series in every outage modeled
  • soc_series_fraction ElectricStorage state of charge series in every outage modeled
Warn

The output keys for "Outages" are subject to change.

Note

Outage results only added to results when multiple outages are modeled via the ElectricUtility.outage_durations input.

Note

When modeling PV the name of the PV system is used for the output keys to allow for modeling multiple PV systems. The default PV name is PV.

Warn

The Outage results can be very large when many outages are modeled and can take a long time to generate.

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AbsorptionChiller outputs

REopt.add_absorption_chiller_resultsFunction

AbsorptionChiller results keys:

  • size_kw # Optimal power capacity size of the absorption chiller system [kW]
  • size_ton
  • thermal_to_storage_series_ton # Thermal production to ColdThermalStorage
  • thermal_to_load_series_ton # Thermal production to cooling load
  • thermal_consumption_series_mmbtu_per_hour
  • annual_thermal_consumption_mmbtu
  • annual_thermal_production_tonhour
  • electric_consumption_series_kw
  • annual_electric_consumption_kwh
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FlexibleHVAC outputs

SteamTurbine outputs

REopt.add_steam_turbine_resultsFunction

SteamTurbine results keys:

  • size_kw Power capacity size [kW]
  • annual_thermal_consumption_mmbtu Thermal (steam) consumption [MMBtu]
  • annual_electric_production_kwh Electric energy produced in a year [kWh]
  • annual_thermal_production_mmbtu Thermal energy produced in a year [MMBtu]
  • thermal_consumption_series_mmbtu_per_hour Thermal (steam) energy consumption series [MMBtu/hr]
  • electric_production_series_kw Electric power production series [kW]
  • electric_to_grid_series_kw Electric power exported to grid series [kW]
  • electric_to_storage_series_kw Electric power to charge the battery series [kW]
  • electric_to_load_series_kw Electric power to serve load series [kW]
  • thermal_to_storage_series_mmbtu_per_hour Thermal production to charge the HotThermalStorage series [MMBtu/hr]
  • thermal_to_load_series_mmbtu_per_hour Thermal production to serve the heating load SERVICES [MMBtu/hr]
'Series' and 'Annual' energy outputs are average annual

REopt performs load balances using average annual production values for technologies that include degradation. Therefore, all timeseries (_series) and annual_ results should be interpretted as energy outputs averaged over the analysis period.

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