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Enable thermal power plants to burn multiple fuels (#586)
This feature enables thermal generators to burn multiple fuels at the same time and also allows the user to specify the co-firing level during both startup and generation processes to meet potential regulations (e.g., H2 blending requirements in combustion turbines proposed by EPA). This feature also allows users to specify heat rates for different fuels in case there is any efficiency penalty due to co-firing.
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/CO2_cap.csv
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,Network_zones,CO_2_Cap_Zone_1,CO_2_Max_tons_MWh_1,CO_2_Max_Mtons_1 | ||
NE,z1,1,0.05,0.018 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Capacity_reserve_margin.csv
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,Network_zones,CapRes_1 | ||
NE,z1,0.156 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Demand_data.csv
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Voll,Demand_Segment,Cost_of_Demand_Curtailment_per_MW,Max_Demand_Curtailment,Rep_Periods,Timesteps_per_Rep_Period,Sub_Weights,Time_Index,Demand_MW_z1 | ||
50000,1,1,1,1,24,8760,1,11162 | ||
,,,,,,,2,10556 | ||
,,,,,,,3,10105 | ||
,,,,,,,4,9878 | ||
,,,,,,,5,9843 | ||
,,,,,,,6,10017 | ||
,,,,,,,7,10390 | ||
,,,,,,,8,10727 | ||
,,,,,,,9,11298 | ||
,,,,,,,10,11859 | ||
,,,,,,,11,12196 | ||
,,,,,,,12,12321 | ||
,,,,,,,13,12381 | ||
,,,,,,,14,12270 | ||
,,,,,,,15,12149 | ||
,,,,,,,16,12219 | ||
,,,,,,,17,13410 | ||
,,,,,,,18,14539 | ||
,,,,,,,19,14454 | ||
,,,,,,,20,14012 | ||
,,,,,,,21,13494 | ||
,,,,,,,22,12772 | ||
,,,,,,,23,11877 | ||
,,,,,,,24,10874 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Energy_share_requirement.csv
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,Network_zones,ESR_1,ESR_2 | ||
NE,z1,0.259,0.348 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Fuels_data.csv
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Time_Index,NG,None,H2 | ||
0,0.05306,0,0 | ||
1,5.28,0,5 | ||
2,5.28,0,5 | ||
3,5.28,0,5 | ||
4,5.28,0,5 | ||
5,5.28,0,5 | ||
6,5.28,0,5 | ||
7,5.28,0,5 | ||
8,5.28,0,5 | ||
9,5.28,0,5 | ||
10,5.28,0,5 | ||
11,5.28,0,5 | ||
12,5.28,0,5 | ||
13,5.28,0,5 | ||
14,5.28,0,5 | ||
15,5.28,0,5 | ||
16,5.28,0,5 | ||
17,5.28,0,5 | ||
18,5.28,0,5 | ||
19,5.28,0,5 | ||
20,5.28,0,5 | ||
21,5.28,0,5 | ||
22,5.28,0,5 | ||
23,5.28,0,5 | ||
24,5.28,0,5 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Generators_variability.csv
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Time_Index,natural_gas_combined_cycle,solar_pv,onshore_wind,battery | ||
1,1,0,0.889717042,1 | ||
2,1,0,0.877715468,1 | ||
3,1,0,0.903424203,1 | ||
4,1,0,0.895153165,1 | ||
5,1,0,0.757258117,1 | ||
6,1,0,0.630928695,1 | ||
7,1,0,0.557177782,1 | ||
8,1,0,0.6072492,1 | ||
9,1,0.1779,0.423417866,1 | ||
10,1,0.429,0.007470775,1 | ||
11,1,0.5748,0.002535942,1 | ||
12,1,0.6484,0.002153709,1 | ||
13,1,0.6208,0.00445132,1 | ||
14,1,0.596,0.007711587,1 | ||
15,1,0.5013,0.100848213,1 | ||
16,1,0.3311,0.201802149,1 | ||
17,1,0.0642,0.141933054,1 | ||
18,1,0,0.567022562,1 | ||
19,1,0,0.946024895,1 | ||
20,1,0,0.923394203,1 | ||
21,1,0,0.953386247,1 | ||
22,1,0,0.929205418,1 | ||
23,1,0,0.849528909,1 | ||
24,1,0,0.665570974,1 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Maximum_capacity_requirement.csv
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MaxCapReqConstraint,ConstraintDescription,Max_MW | ||
1,PV,50000 | ||
2,Wind,100000 | ||
3,Batteries,60000 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Minimum_capacity_requirement.csv
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MinCapReqConstraint,ConstraintDescription,Min_MW | ||
1,PV,5000 | ||
2,Wind,10000 | ||
3,Batteries,6000 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/README.md
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# Small New England: One Zone with resources that can use multiple fuels | ||
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**SmallNewEngland** is set of a simplified versions of the more detailed example system RealSystemExample. It is condensed for easy comprehension and quick testing of different components of the GenX. **SmallNewEngland/OneZone_MultiFules** is one of our most basic models, a 24-hour example with hourly resolution containing only one zone representing New England. The model includes only natural gas (cofiring with H2), solar PV, wind, and lithium-ion battery storage with no initial capacity. | ||
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To run the model, first navigate to the example directory at `GenX/Example_Systems/SmallNewEngland/OneZone_MultiFuels`: | ||
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`cd("Example_Systems/SmallNewEngland/OneZone_MultiFuels")` | ||
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Next, ensure that your settings in `GenX_settings.yml` are correct. The default settings use the solver HiGHS (`Solver: HiGHS`). Other optional policies include minimum capacity requirements, a capacity reserve margin, and more. | ||
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Once the settings are confirmed, run the model with the `Run.jl` script in the example directory: | ||
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`include("Run.jl")` | ||
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Once the model has completed, results will write to the `Results` directory. |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Reserves.csv
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Reg_Req_Percent_Demand,Reg_Req_Percent_VRE,Rsv_Req_Percent_Demand,Rsv_Req_Percent_VRE,Unmet_Rsv_Penalty_Dollar_per_MW,Dynamic_Contingency,Static_Contingency_MW | ||
0.01,0.0032,0.033,0.0795,1000,0,0 |
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...Systems/SmallNewEngland/OneZone_MultiFuels/Resources/Resource_capacity_reserve_margin.csv
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Resource,Derating_Factor_1 | ||
natural_gas_combined_cycle,0.93 | ||
solar_pv,0.8 | ||
onshore_wind,0.8 | ||
battery,0.95 |
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...ystems/SmallNewEngland/OneZone_MultiFuels/Resources/Resource_energy_share_requirement.csv
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Resource,ESR_1,ESR_2 | ||
solar_pv,1,1 | ||
onshore_wind,1,1 |
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...ms/SmallNewEngland/OneZone_MultiFuels/Resources/Resource_maximum_capacity_requirement.csv
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Resource,Min_Cap_1,Min_Cap_2,Min_Cap_3 | ||
solar_pv,1,0,0 | ||
onshore_wind,0,1,0 | ||
battery,0,0,1 |
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...ms/SmallNewEngland/OneZone_MultiFuels/Resources/Resource_minimum_capacity_requirement.csv
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Resource,Min_Cap_1,Min_Cap_2,Min_Cap_3 | ||
solar_pv,1,0,0 | ||
onshore_wind,0,1,0 | ||
battery,0,0,1 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Resources/storage.csv
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Resource,Zone,Model,New_Build,Min_Cap_MW,Min_Cap_MWh,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,region,cluster,existing_cap_mw,existing_cap_mwh | ||
battery,1,1,1,0,0,19584,22494,4895,5622,0.15,0.15,0,0.92,0.92,1,10,NE,0,0,0 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Resources/thermal.csv
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Resource,Zone,Model,MULTI_FUELS,New_Build,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Var_OM_Cost_per_MWh,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Reg_Max,Rsv_Max,MGA,Resource_Type,region,cluster,Num_Fuels,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Max_Cofire_Level,Fuel1_Min_Cofire_Level_Start,Fuel1_Max_Cofire_Level_Start,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Fuel2_Min_Cofire_Level_Start,Fuel2_Max_Cofire_Level_Start,Existing_cap_mw | ||
natural_gas_combined_cycle,1,1,1,1,0,0,0,65400,10287,3.55,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0.25,0.5,1,natural_gas_fired_combined_cycle,NE,1,2,NG,7.43,0.5,1,0,1,H2,7.43,0.5,1,0.05,1,0 |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Resources/vre.csv
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Resource,Zone,Num_VRE_Bins,New_Build,Can_Retire,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Var_OM_Cost_per_MWh,Heat_Rate_MMBTU_per_MWh,MGA,Resource_Type,region,cluster,existing_cap_mw | ||
solar_pv,1,1,1,0,0,0,0,85300,18760,0,9.13,1,solar_photovoltaic,NE,1,0 | ||
onshore_wind,1,1,1,0,0,0,0,97200,43205,0.1,9.12,1,onshore_wind_turbine,NE,1,0 |
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using GenX | ||
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run_genx_case!(dirname(@__FILE__)) |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/cplex_settings.yml
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# CPLEX Solver Parameters | ||
Feasib_Tol: 1.0e-05 # Constraint (primal) feasibility tolerances. | ||
Optimal_Tol: 1e-5 # Dual feasibility tolerances. | ||
Pre_Solve: 1 # Controls presolve level. | ||
TimeLimit: 110000 # Limits total time solver. | ||
MIPGap: 1e-3 # Relative (p.u. of optimal) mixed integer optimality tolerance for MIP problems (ignored otherwise). | ||
Method: 2 # Algorithm used to solve continuous models (including MIP root relaxation). | ||
BarConvTol: 1.0e-08 # Barrier convergence tolerance (determines when barrier terminates). | ||
NumericFocus: 0 # Numerical precision emphasis. | ||
SolutionType: 2 # Solution type for LP or QP. |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/genx_settings.yml
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OverwriteResults: 0 # Overwrite existing results in output folder or create a new one; 0 = create new folder; 1 = overwrite existing results | ||
PrintModel: 0 # Write the model formulation as an output; 0 = active; 1 = not active | ||
NetworkExpansion: 0 # Transmission network expansionl; 0 = not active; 1 = active systemwide | ||
Trans_Loss_Segments: 1 # Number of segments used in piecewise linear approximation of transmission losses; 1 = linear, >2 = piecewise quadratic | ||
Reserves: 0 # Regulation (primary) and operating (secondary) reserves; 0 = not active, 1 = active systemwide | ||
EnergyShareRequirement: 1 # Minimum qualifying renewables penetration; 0 = not active; 1 = active systemwide | ||
CapacityReserveMargin: 1 # Number of capacity reserve margin constraints; 0 = not active; 1 = active systemwide | ||
CO2Cap: 0 # CO2 emissions cap; 0 = not active (no CO2 emission limit); 1 = mass-based emission limit constraint; 2 = demand + rate-based emission limit constraint; 3 = generation + rate-based emission limit constraint | ||
StorageLosses: 1 # Energy Share Requirement and CO2 constraints account for energy lost; 0 = not active (DO NOT account for energy lost); 1 = active systemwide (DO account for energy lost) | ||
MinCapReq: 1 # Activate minimum technology carveout constraints; 0 = not active; 1 = active | ||
MaxCapReq: 1 # Activate maximum technology carveout constraints; 0 = not active; 1 = active | ||
ParameterScale: 1 # Turn on parameter scaling wherein load, capacity and power variables are defined in GW rather than MW. 0 = not active; 1 = active systemwide | ||
WriteShadowPrices: 1 # Write shadow prices of LP or relaxed MILP; 0 = not active; 1 = active | ||
UCommit: 2 # Unit committment of thermal power plants; 0 = not active; 1 = active using integer clestering; 2 = active using linearized clustering | ||
TimeDomainReductionFolder: "TDR_Results" # Directory name where results from time domain reduction will be saved. If results already exist here, these will be used without running time domain reduction script again. | ||
TimeDomainReduction: 0 # Time domain reduce (i.e. cluster) inputs based on Demand_data.csv, Generators_variability.csv, and Fuels_data.csv; 0 = not active (use input data as provided); 0 = active (cluster input data, or use data that has already been clustered) | ||
ModelingToGenerateAlternatives: 0 # Modeling to generate alternatives; 0 = not active; 1 = active. Note: produces a single solution as output | ||
ModelingtoGenerateAlternativeSlack: 0.1 # Slack value as a fraction of least-cost objective in budget constraint used for evaluating alternative model solutions; positive float value | ||
ModelingToGenerateAlternativeIterations: 3 # Number of MGA iterations with maximization and minimization objective | ||
MethodofMorris: 0 #Flag for turning on the Method of Morris analysis |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/gurobi_settings.yml
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# Gurobi Solver Parameters | ||
# Common solver settings | ||
Feasib_Tol: 1.0e-05 # Constraint (primal) feasibility tolerances. | ||
Optimal_Tol: 1e-5 # Dual feasibility tolerances. | ||
TimeLimit: 110000 # Limits total time solver. | ||
Pre_Solve: 1 # Controls presolve level. | ||
Method: 2 # Algorithm used to solve continuous models (including MIP root relaxation). | ||
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#Gurobi-specific solver settings | ||
MIPGap: 1e-3 # Relative (p.u. of optimal) mixed integer optimality tolerance for MIP problems (ignored otherwise). | ||
BarConvTol: 1.0e-08 # Barrier convergence tolerance (determines when barrier terminates). | ||
NumericFocus: 0 # Numerical precision emphasis. | ||
Crossover: 0 # Barrier crossver strategy. | ||
PreDual: 0 # Decides whether presolve should pass the primal or dual linear programming problem to the LP optimization algorithm. | ||
AggFill: 10 # Allowed fill during presolve aggregation. |
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Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/highs_settings.yml
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# HiGHS Solver Parameters | ||
# Common solver settings | ||
Feasib_Tol: 1.0e-05 # Primal feasibility tolerance # [type: double, advanced: false, range: [1e-10, inf], default: 1e-07] | ||
Optimal_Tol: 1.0e-05 # Dual feasibility tolerance # [type: double, advanced: false, range: [1e-10, inf], default: 1e-07] | ||
TimeLimit: 1.0e23 # Time limit # [type: double, advanced: false, range: [0, inf], default: inf] | ||
Pre_Solve: choose # Presolve option: "off", "choose" or "on" # [type: string, advanced: false, default: "choose"] | ||
Method: choose #HiGHS-specific solver settings # Solver option: "simplex", "choose" or "ipm" # [type: string, advanced: false, default: "choose"] | ||
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#highs-specific solver settings | ||
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# run the crossover routine for ipx | ||
# [type: string, advanced: "on", range: {"off", "on"}, default: "off"] | ||
run_crossover: "on" |
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