From c33dd5465bd898da8ea927b5d6d339f77b33c71c Mon Sep 17 00:00:00 2001 From: Kyle Skolfield Date: Wed, 22 May 2024 10:40:42 -0600 Subject: [PATCH 1/4] what have i done --- gtep/driver.py | 11 +++++++-- gtep/gtep_model.py | 56 ++++++++++++++++++++++++++++++------------- gtep/gtep_solution.py | 38 +++++++++++++++++++---------- 3 files changed, 74 insertions(+), 31 deletions(-) diff --git a/gtep/driver.py b/gtep/driver.py index 27116c6..95a1aeb 100644 --- a/gtep/driver.py +++ b/gtep/driver.py @@ -6,19 +6,26 @@ from egret.data.model_data import ModelData from pyomo.core import TransformationFactory from pyomo.contrib.appsi.solvers.highs import Highs +from pyomo.contrib.appsi.solvers.gurobi import Gurobi data_path = "./gtep/data/5bus" data_object = ExpansionPlanningData() data_object.load_prescient(data_path) mod_object = ExpansionPlanningModel( - data=data_object.md, num_reps=2, len_reps=3, num_commit=4, num_dispatch=5 + stages=2, + data=data_object.md, + num_reps=2, + len_reps=1, + num_commit=24, + num_dispatch=12, ) mod_object.create_model() TransformationFactory("gdp.bound_pretransformation").apply_to(mod_object.model) TransformationFactory("gdp.bigm").apply_to(mod_object.model) # opt = SolverFactory("gurobi") -opt = Highs() +opt = Gurobi() +# opt = Highs() # mod_object.results = opt.solve(mod_object.model, tee=True) mod_object.results = opt.solve(mod_object.model) diff --git a/gtep/gtep_model.py b/gtep/gtep_model.py index daf8ddb..a58e21f 100644 --- a/gtep/gtep_model.py +++ b/gtep/gtep_model.py @@ -347,7 +347,8 @@ def operatingCostInvestment(b): def investment_cost(b): return b.expansionCost == m.investmentFactor[investment_stage] * ( sum( - m.generatorInvestmentCost[gen] * m.capitalMultiplier[gen] + m.generatorInvestmentCost[gen] + * m.capitalMultiplier[gen] * b.genInstalled[gen].indicator_var.get_associated_binary() for gen in m.thermalGenerators ) @@ -359,7 +360,8 @@ def investment_cost(b): for gen in m.renewableGenerators ) + sum( - m.generatorInvestmentCost[gen] * m.extensionMultiplier[gen] + m.generatorInvestmentCost[gen] + * m.extensionMultiplier[gen] * b.genExtended[gen].indicator_var.get_associated_binary() for gen in m.thermalGenerators ) @@ -436,17 +438,19 @@ def curtailment_limits(b, renewableGen): units=u.MW, ) - #Per generator surplus + # Per generator surplus @b.Expression(m.renewableGenerators) def renewableGenerationSurplus(b, renewableGen): - return b.renewableGeneration[renewableGen] - b.renewableCurtailment[renewableGen] - - #Per generator curtailment cost + return ( + b.renewableGeneration[renewableGen] - b.renewableCurtailment[renewableGen] + ) + + # Per generator curtailment cost @b.Expression(m.renewableGenerators) def renewableCurtailmentCost(b, renewableGen): return b.renewableCurtailment[renewableGen] * m.curtailmentCost - - #Per generator cost + + # Per generator cost @b.Expression(m.thermalGenerators) def generatorCost(b, gen): return b.thermalGeneration[gen] * m.fuelCost[gen] @@ -500,27 +504,28 @@ def quickstart_reserve_limits(b, thermalGen): # Load shed per bus b.loadShed = Var(m.buses, domain=NonNegativeReals, initialize=0) - #Per bus load shed cost + # Per bus load shed cost @b.Expression(m.buses) def loadShedCost(b, bus): return b.loadShed[bus] * m.loadShedCost + import math # Voltage angle def bus_angle_bounds(b, bus): - return (-30, 30) + return (-math.pi / 6, math.pi / 6) b.busAngle = Var(m.buses, domain=Reals, initialize=0, bounds=bus_angle_bounds) # Voltage angle difference def delta_bus_angle_bounds(b, line): - return (-60, 60) + return (-math.pi / 6, math.pi / 6) b.deltaBusAngle = Var( m.transmission, domain=Reals, initialize=0, bounds=delta_bus_angle_bounds ) - # Track total dispatch values and costs + # Track total dispatch values and costs b.renewableSurplusDispatch = sum(b.renewableGenerationSurplus.values()) b.generationCostDispatch = sum(b.generatorCost.values()) @@ -528,10 +533,14 @@ def delta_bus_angle_bounds(b, line): b.loadShedCostDispatch = sum(b.loadShedCost.values()) b.curtailmentCostDispatch = sum(b.renewableCurtailmentCost.values()) - - b.operatingCostDispatch = b.generationCostDispatch + b.loadShedCostDispatch + b.curtailmentCostDispatch - b.renewableCurtailmentDispatch = sum(b.renewableCurtailment[gen] for gen in m.renewableGenerators) + b.operatingCostDispatch = ( + b.generationCostDispatch + b.loadShedCostDispatch + b.curtailmentCostDispatch + ) + + b.renewableCurtailmentDispatch = sum( + b.renewableCurtailment[gen] for gen in m.renewableGenerators + ) def add_dispatch_constraints( @@ -544,6 +553,12 @@ def add_dispatch_constraints( r_p = c_p.parent_block() i_p = r_p.parent_block() + import numpy as np + + rng = np.random.default_rng() + for key in m.loads.keys(): + m.loads[key] *= max(0, rng.normal(1.0, 0.5)) + ## TODO: what do we do when reactance isn't supplied in the dataset? @b.Constraint(m.transmission) def dc_power_flow(b, line): @@ -840,7 +855,7 @@ def operatingCostCommitment(b): return ( sum( ## FIXME: update test objective value when this changes; ready to uncomment - #(m.dispatchPeriodLength / 60) * + # (m.dispatchPeriodLength / 60) * b.dispatchPeriod[disp_per].operatingCostDispatch for disp_per in b.dispatchPeriods ) @@ -906,11 +921,18 @@ def commitment_period_rule(b, commitment_period): ## TODO: Redesign load scaling and allow nature of it as argument # Demand at each bus + temp_scale = 3 + temp_scale = 10 + scale_loads = True if scale_loads: m.loads = { m.md.data["elements"]["load"][load_n]["bus"]: ( - 3 + (3 + i_p.investmentStage) / (3 + len(m.stages)) + temp_scale + * ( + 1 + + (temp_scale + i_p.investmentStage) / (temp_scale + len(m.stages)) + ) ) * m.md.data["elements"]["load"][load_n]["p_load"]["values"][ commitment_period - 1 diff --git a/gtep/gtep_solution.py b/gtep/gtep_solution.py index 47c5278..0468cd6 100644 --- a/gtep/gtep_solution.py +++ b/gtep/gtep_solution.py @@ -11,6 +11,7 @@ import json from pathlib import Path +import os import matplotlib as mpl import matplotlib.pyplot as plt @@ -46,7 +47,7 @@ def load_from_model(self, gtep_model): self.len_reps = gtep_model.len_reps # int self.num_commit = gtep_model.num_commit # int self.num_dispatch = gtep_model.num_dispatch # int - # add in + # add in def read_json(self, filepath): # read a json file and recover a solution primals @@ -99,7 +100,7 @@ def _to_dict(self): # split the name to figure out depth split_name = val[0].name.split(".") - if split_name[1] == 'expansionCost': + if split_name[1] == "expansionCost": pass # start at the bottom and nest accordingly @@ -200,8 +201,8 @@ def _dispatch_level_df_to_plot( # figure out how big the plot needs to be plot_height = len(keys) - if plot_height < 2*len(vars): - plot_height = 2*len(vars) + if plot_height < 2 * len(vars): + plot_height = 2 * len(vars) gs = fig.add_gridspec(plot_height, 2) # plot out the keys of interest @@ -261,7 +262,10 @@ def _dispatch_level_df_to_plot( fig.align_labels() fig.suptitle(f"{parent_key_string}") - fig.savefig(f"{save_dir}{parent_key_string}_{pretty_title.replace(" ", "_")}.png") + fig.savefig( + f"{save_dir}{parent_key_string}_{pretty_title.replace(' ', '_')}.png" + ) + plt.close("all") def _dispatch_level_plot_workhorse( self, @@ -273,7 +277,11 @@ def _dispatch_level_plot_workhorse( # go through a commitment period and parse out the dispatch periods dispatch_timeseries = [] # slice out all keys pertaining to dispatchPeriod - dispatchPeriod_keys = [this_key for this_key in commit_level_dict.keys() if ("dispatchPeriod" in this_key) ] + dispatchPeriod_keys = [ + this_key + for this_key in commit_level_dict.keys() + if ("dispatchPeriod" in this_key) + ] for this_key in dispatchPeriod_keys: dispatch_period_dict = {} # cut out which dispatch period this is @@ -296,9 +304,9 @@ def _dispatch_level_plot_workhorse( primals_by_category.setdefault(primal_category, {}) primals_by_name.setdefault(primal_name, {}) - primals_by_category[primal_category][primal_name] = ( - commit_level_dict[this_key][this_primal] - ) + primals_by_category[primal_category][primal_name] = commit_level_dict[ + this_key + ][this_primal] primals_by_name[primal_name][primal_category] = commit_level_dict[ this_key ][this_primal] @@ -313,7 +321,9 @@ def _dispatch_level_plot_workhorse( # discover the relationships at the dispatch level # ASSUMES that all the dispatch levels have the exact same underlying variables and relationships - dispatch_relationships = self.discover_dispatch_level_relationships(commit_level_dict[dispatchPeriod_keys[0]]) + dispatch_relationships = self.discover_dispatch_level_relationships( + commit_level_dict[dispatchPeriod_keys[0]] + ) for vars_of_interest, keys_of_interest in dispatch_relationships.items(): # print(vars_of_interest) @@ -335,15 +345,19 @@ def _dispatch_level_plot_workhorse( parent_key_string, pretty_title=this_pretty_title, save_dir=save_dir, - plot_bounds=plot_bounds) + plot_bounds=plot_bounds, + ) pass - def plot_dispatch_level(self, save_dir="."): # plot or represent some dispatch periods or something I don't know + # make sure save_dir exists + if not os.path.exists(save_dir): + os.mkdir(save_dir) + # get all the dipatch period primals for this_key in self.primals_tree.keys(): print(this_key) From 2fd2a210c14b61977f49fe9af45b82e5f5e211c9 Mon Sep 17 00:00:00 2001 From: Kyle Skolfield Date: Wed, 29 May 2024 09:42:54 -0600 Subject: [PATCH 2/4] toggleable driver; inner quote fix --- gtep/driver.py | 26 +++++++++++++++----------- gtep/gtep_solution.py | 4 ++-- 2 files changed, 17 insertions(+), 13 deletions(-) diff --git a/gtep/driver.py b/gtep/driver.py index 9d2d554..ef81b1f 100644 --- a/gtep/driver.py +++ b/gtep/driver.py @@ -1,9 +1,6 @@ -from pyomo.environ import ConcreteModel, Var, SolverFactory, value -from pyomo.environ import units as u from gtep.gtep_model import ExpansionPlanningModel from gtep.gtep_data import ExpansionPlanningData from gtep.gtep_solution import ExpansionPlanningSolution -from egret.data.model_data import ModelData from pyomo.core import TransformationFactory from pyomo.contrib.appsi.solvers.highs import Highs from pyomo.contrib.appsi.solvers.gurobi import Gurobi @@ -24,18 +21,25 @@ TransformationFactory("gdp.bound_pretransformation").apply_to(mod_object.model) TransformationFactory("gdp.bigm").apply_to(mod_object.model) # opt = SolverFactory("gurobi") -opt = Gurobi() -# opt = Highs() +# opt = Gurobi() +opt = Highs() # mod_object.results = opt.solve(mod_object.model, tee=True) mod_object.results = opt.solve(mod_object.model) -sol_object = ExpansionPlanningSolution() -# sol_object.load_from_model(mod_object) -# sol_object.dump_json() +save_numerical_results = False +if save_numerical_results: -# sol_object.read_json("./gtep_solution.json") -sol_object.read_json("./bigger_longer_wigglier_gtep_solution.json") -sol_object.plot_levels(save_dir="./plots/") + sol_object = ExpansionPlanningSolution() + + sol_object.load_from_model(mod_object) + sol_object.dump_json() +load_numerical_results = False +if load_numerical_results: + # sol_object.read_json("./gtep_solution.json") + sol_object.read_json("./bigger_longer_wigglier_gtep_solution.json") +plot_results = False +if plot_results: + sol_object.plot_levels(save_dir="./plots/") pass diff --git a/gtep/gtep_solution.py b/gtep/gtep_solution.py index be9411e..26b9b8f 100644 --- a/gtep/gtep_solution.py +++ b/gtep/gtep_solution.py @@ -338,7 +338,7 @@ def _plot_workhorse_relational(self, fig.align_labels() fig.suptitle(f"{parent_key_string}") - fig.savefig(f"{save_dir}{parent_key_string}_{pretty_title.replace(" ", "_")}.png") + fig.savefig(f"{save_dir}{parent_key_string}_{pretty_title.replace(' ', '_')}.png") plt.close() def _plot_workhose_binaries(self, @@ -397,7 +397,7 @@ def _plot_workhose_binaries(self, fig.align_labels() fig.suptitle(f"{parent_key_string}") - fig.savefig(f"{save_dir}{parent_key_string}_{pretty_title.replace(" ", "_")}.png") + fig.savefig(f"{save_dir}{parent_key_string}_{pretty_title.replace(' ', '_')}.png") plt.close() From d2f58e8f40862da2da67a2593f3f0c8e85c0b81e Mon Sep 17 00:00:00 2001 From: Celaya Date: Mon, 24 Jun 2024 14:24:46 -0600 Subject: [PATCH 3/4] Initial commit of Celaya testing branch. Modifications include extended capability for ramp up/down and commitment min up/downtimes. Some commented code is included and under development as part of the effort to add transmission line investments. Status saved with code using modified input/output files in model call. --- gtep/data/5bus_jsc/DAY_AHEAD_load.csv | 8785 ++ gtep/data/5bus_jsc/DAY_AHEAD_renewables.csv | 8785 ++ gtep/data/5bus_jsc/REAL_TIME_load.csv | 105409 +++++++++++++++++ gtep/data/5bus_jsc/REAL_TIME_renewables.csv | 105409 +++++++++++++++++ gtep/data/5bus_jsc/branch.csv | 8 + gtep/data/5bus_jsc/bus.csv | 6 + gtep/data/5bus_jsc/gen.csv | 9 + gtep/data/5bus_jsc/initial_status.csv | 3 + gtep/data/5bus_jsc/reserves.csv | 1 + gtep/data/5bus_jsc/simulation_objects.csv | 7 + gtep/data/5bus_jsc/timeseries_pointers.csv | 17 + gtep/driver_jsc.py | 56 + gtep/gtep_data.py | 7 +- gtep/gtep_model.py | 265 +- gtep/gtep_solution.py | 3 +- 15 files changed, 228731 insertions(+), 39 deletions(-) create mode 100644 gtep/data/5bus_jsc/DAY_AHEAD_load.csv create mode 100644 gtep/data/5bus_jsc/DAY_AHEAD_renewables.csv create mode 100644 gtep/data/5bus_jsc/REAL_TIME_load.csv create mode 100644 gtep/data/5bus_jsc/REAL_TIME_renewables.csv create mode 100644 gtep/data/5bus_jsc/branch.csv create mode 100644 gtep/data/5bus_jsc/bus.csv create mode 100644 gtep/data/5bus_jsc/gen.csv create mode 100644 gtep/data/5bus_jsc/initial_status.csv create mode 100644 gtep/data/5bus_jsc/reserves.csv create mode 100644 gtep/data/5bus_jsc/simulation_objects.csv create mode 100644 gtep/data/5bus_jsc/timeseries_pointers.csv create mode 100644 gtep/driver_jsc.py diff --git a/gtep/data/5bus_jsc/DAY_AHEAD_load.csv b/gtep/data/5bus_jsc/DAY_AHEAD_load.csv new file mode 100644 index 0000000..858b3f7 --- /dev/null +++ b/gtep/data/5bus_jsc/DAY_AHEAD_load.csv @@ -0,0 +1,8785 @@ +Year,Month,Day,Period,1,2 +2020,1,1,1,27.65,46.428 +2020,1,1,2,27.669,45.597 +2020,1,1,3,28.115,45.465 +2020,1,1,4,29.085,45.408 +2020,1,1,5,31.994,46.277 +2020,1,1,6,36.121,48.676 +2020,1,1,7,37.813,51.925 +2020,1,1,8,36.645,51.396 +2020,1,1,9,34.597,50.697 +2020,1,1,10,33.241,50.924 +2020,1,1,11,32.37,49.734 +2020,1,1,12,31.697,49.432 +2020,1,1,13,31.094,49.47 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b/gtep/data/5bus_jsc/bus.csv @@ -0,0 +1,6 @@ +Bus ID,Bus Name,BaseKV,Bus Type,MW Load,MVAR Load,V Mag,V Angle,Area,Zone +1,bus1,230,PV,0,0,1,0.048935018,1,1 +4,bus4,230,Ref,28.5714286,9.3907143,1,0,1,1 +10,bus10,230,PV,0,0,1,0.06266308,1,1 +2,bus2,230,PQ,21.4285714,7.0435714,1.04407,-0.012822061,2,1 +3,bus3,230,PV,21.4285714,7.0435714,1,-0.009768957,2,1 diff --git a/gtep/data/5bus_jsc/gen.csv b/gtep/data/5bus_jsc/gen.csv new file mode 100644 index 0000000..36ac6ac --- /dev/null +++ b/gtep/data/5bus_jsc/gen.csv @@ -0,0 +1,9 @@ +GEN UID,Bus ID,Unit Type,Fuel,MW Inj,MVAR Inj,V Setpoint p.u.,PMax MW,PMin MW,QMax MVAR,QMin MVAR,Min Down Time Hr,Min Up Time Hr,Ramp Rate MW/Min,Start Time Cold Hr,Start Time Warm Hr,Start Time Hot Hr,Start Heat Cold MBTU,Start Heat Warm MBTU,Start Heat Hot MBTU,Non Fuel Start Cost $,Fuel Price $/MMBTU,Output_pct_0,Output_pct_1,Output_pct_2,Output_pct_3,Output_pct_4,HR_avg_0,HR_incr_1,HR_incr_2,HR_incr_3,HR_incr_4 +3_CT,3,CT,G,0,0,1,20,8,20,-20,1,1,3,,,1,,,51.75,0,0.75,0.4,0.6,0.8,1,,135722.5,97862.5,98072.5,107135, +10_STEAM,10,STEAM,C,0,0,1,76,30,76,-76,4,8,2,12,10,4,11383.41,10488.35,7355.42,0,1,0.394736842,0.596052632,0.798684211,1,,30166.66667,14402.61434,17182.46753,18283.66017, +4_CC,4,CC,G,0,0,1,100,10,55,-55,3,3,3.7,,,3,,,5665.23,0,0.5,0.4,0.6,0.8,1,,51019.54545,26818.18182,29550.90909,30308.18182, +4_STEAM,4,STEAM,O,0,0,1,12,5,12,-12,2,4,1,12,4,2,703.76,455.37,393.28,0,1.5,0.416666667,0.608333333,0.808333333,1,,179457.9999,124504.3483,125050,133643.478, +10_PV,10,PV,S,0,0,1,25.9,0,0,0,,,,,,,,,,0,,,,,,,,,,, +2_RTPV,2,RTPV,S,0,0,1,9.3,0,0,0,,,,,,,,,,0,,,,,,,,,,, +1_HYDRO,1,HYDRO,H,0,0,1,50,0,16,-10,,,,,,,,,,0,,,,,,,,,,, +4_WIND-c,4,WIND,W,0,0,1,120,0,0,0,,,,,,,,,,0,,,,,,,,,,, diff --git a/gtep/data/5bus_jsc/initial_status.csv b/gtep/data/5bus_jsc/initial_status.csv new file mode 100644 index 0000000..aa06838 --- /dev/null +++ b/gtep/data/5bus_jsc/initial_status.csv @@ -0,0 +1,3 @@ +3_CT,10_STEAM,4_CC,4_STEAM +24,-24,24,-24, +14,0,40,0 diff --git a/gtep/data/5bus_jsc/reserves.csv b/gtep/data/5bus_jsc/reserves.csv new file mode 100644 index 0000000..35c81d9 --- /dev/null +++ b/gtep/data/5bus_jsc/reserves.csv @@ -0,0 +1 @@ +Reserve Product,Requirement (MW) diff --git a/gtep/data/5bus_jsc/simulation_objects.csv b/gtep/data/5bus_jsc/simulation_objects.csv new file mode 100644 index 0000000..b3160b7 --- /dev/null +++ b/gtep/data/5bus_jsc/simulation_objects.csv @@ -0,0 +1,7 @@ +Simulation_Parameters,Description,DAY_AHEAD,REAL_TIME +Periods_per_Step,the number of discrete periods represented in each simulation step,24,1 +Period_Resolution,seconds per period,3600,300 +Date_From,simulation beginning period,01/01/2020 0:00,01/01/2020 0:00 +Date_To,simulation ending period (must account for lookahed data availability),12/31/2020 0:00,12/31/2020 0:00 +Look_Ahead_Periods_per_Step,the number of look ahead periods included in each optimization step,24,2 +Look_Ahead_Resolution,look-ahead period resolution,3600,300 diff --git a/gtep/data/5bus_jsc/timeseries_pointers.csv b/gtep/data/5bus_jsc/timeseries_pointers.csv new file mode 100644 index 0000000..e2762c2 --- /dev/null +++ b/gtep/data/5bus_jsc/timeseries_pointers.csv @@ -0,0 +1,17 @@ +Simulation,Category,Object,Parameter,Data File +DAY_AHEAD,Generator,1_HYDRO,PMin MW,DAY_AHEAD_renewables.csv +DAY_AHEAD,Generator,2_RTPV,PMin MW,DAY_AHEAD_renewables.csv +DAY_AHEAD,Generator,1_HYDRO,PMax MW,DAY_AHEAD_renewables.csv +DAY_AHEAD,Generator,2_RTPV,PMax MW,DAY_AHEAD_renewables.csv +DAY_AHEAD,Generator,10_PV,PMax MW,DAY_AHEAD_renewables.csv +DAY_AHEAD,Generator,4_WIND,PMax MW,DAY_AHEAD_renewables.csv +DAY_AHEAD,Area,1,MW Load,DAY_AHEAD_load.csv +DAY_AHEAD,Area,2,MW Load,DAY_AHEAD_load.csv +REAL_TIME,Generator,1_HYDRO,PMin MW,REAL_TIME_renewables.csv +REAL_TIME,Generator,2_RTPV,PMin MW,REAL_TIME_renewables.csv +REAL_TIME,Generator,1_HYDRO,PMax MW,REAL_TIME_renewables.csv +REAL_TIME,Generator,2_RTPV,PMax MW,REAL_TIME_renewables.csv +REAL_TIME,Generator,10_PV,PMax MW,REAL_TIME_renewables.csv +REAL_TIME,Generator,4_WIND,PMax MW,REAL_TIME_renewables.csv +REAL_TIME,Area,1,MW Load,REAL_TIME_load.csv +REAL_TIME,Area,2,MW Load,REAL_TIME_load.csv diff --git a/gtep/driver_jsc.py b/gtep/driver_jsc.py new file mode 100644 index 0000000..7574488 --- /dev/null +++ b/gtep/driver_jsc.py @@ -0,0 +1,56 @@ +# -*- coding: utf-8 -*- +""" +Created on Tue Jun 4 14:56:46 2024 + +@author: jscelay + +Test driver for IDAES-GTEP +""" + +from pyomo.environ import ConcreteModel, Var, SolverFactory, value +from pyomo.environ import units as u +from gtep.gtep_model import ExpansionPlanningModel +from gtep.gtep_data import ExpansionPlanningData +from gtep.gtep_solution import ExpansionPlanningSolution +from egret.data.model_data import ModelData +from pyomo.core import TransformationFactory +from pyomo.contrib.appsi.solvers.highs import Highs +from pyomo.contrib.appsi.solvers.gurobi import Gurobi + +# data_path = "./data/5bus" +data_path = "./data/5bus_jsc" +data_object = ExpansionPlanningData() +data_object.load_prescient(data_path) +# mod_object = ExpansionPlanningModel( +# data=data_object.md, num_reps=2, len_reps=1, stages=2, num_commit=24, num_dispatch=12 +# ) +mod_object = ExpansionPlanningModel( + data=data_object.md, num_reps=1, len_reps=1, stages=1, num_commit=24, num_dispatch=12 +) +mod_object.create_model() +TransformationFactory("gdp.bound_pretransformation").apply_to(mod_object.model) +TransformationFactory("gdp.bigm").apply_to(mod_object.model) +opt = Highs() +# opt = SolverFactory("gurobi", solver_io="python") +# opt = Gurobi() +#mod_object.results = opt.solve(mod_object.model, tee=True) +mod_object.results = opt.solve(mod_object.model) + + +save_numerical_results = True +if save_numerical_results: + + sol_object = ExpansionPlanningSolution() + + sol_object.load_from_model(mod_object) + sol_object.dump_json() +load_numerical_results = True +if load_numerical_results: + sol_object.read_json("./gtep_solution_jscTest.json") + # sol_object.read_json("./gtep_solution.json") + #sol_object.read_json("./bigger_longer_wigglier_gtep_solution.json") +plot_results = True +if plot_results: + sol_object.plot_levels(save_dir="./plots/") + +pass \ No newline at end of file diff --git a/gtep/gtep_data.py b/gtep/gtep_data.py index 8f08e2b..e866ce1 100644 --- a/gtep/gtep_data.py +++ b/gtep/gtep_data.py @@ -57,8 +57,13 @@ def load_prescient(self, data_path, options_dict=None): self.load_default_data_settings() for gen in self.md.data["elements"]["generator"]: - if "-c" in gen: + if "-c" in gen: # key/Gen UID in csv file; -c = candidate? self.md.data["elements"]["generator"][gen]["in_service"] = False + + # JSC addn + for branch in self.md.data["elements"]["branch"]: + if "-c" in branch: # key/Branch UID + self.md.data["elements"]["branch"][branch]["in_service"] = False ## NOTE: Below is only for multiple representative periods and creates a list ## of modelData objects, not just a single modelData object diff --git a/gtep/gtep_model.py b/gtep/gtep_model.py index a58e21f..08f5e4a 100644 --- a/gtep/gtep_model.py +++ b/gtep/gtep_model.py @@ -15,6 +15,7 @@ from pyomo.repn.linear import LinearRepnVisitor import json +from math import ceil # Define what a USD is for pyomo units purposes # This will be set to a base year and we will do NPV calculations @@ -76,8 +77,10 @@ def __init__( def create_model(self): """Create concrete Pyomo model object associated with the ExpansionPlanningModel""" + self.timer.tic("Creating GTEP Model") m = ConcreteModel() + ## TODO: checks for active/built/inactive/unbuilt/etc. gen ## NOTE: scale_ModelData_to_pu doesn't account for expansion data -- does it need to? @@ -197,6 +200,7 @@ def genDisabled(disj, gen): def genExtended(disj, gen): return + @b.Disjunction(m.thermalGenerators) def investStatus(disj, gen): return [ @@ -206,6 +210,20 @@ def investStatus(disj, gen): disj.genDisabled[gen], disj.genExtended[gen], ] + + + # JSC inprog - the gen and line investments should be separate disjunctions + # because the associated variables and constraints we'll disjunct on are + # different. + # @b.Disjunction(m.thermalGenerators, m.branches) + # def investStatus(disj, gen, branch): + # return [ + # disj.branchOperational[branch], + # disj.branchInstalled[branch], + # disj.branchRetired[branch], + # disj.branchDisabled[branch], + # disj.branchExtended[branch] + # ] # Renewable generator MW values (operational, installed, retired, extended) b.renewableOperational = Var( @@ -241,10 +259,24 @@ def add_investment_constraints( ## TODO: Fix var value rather than add constraint @b.LogicalConstraint(m.thermalGenerators) def thermal_uninvested(b, gen): + + + if m.md.data["elements"]["generator"][gen]["in_service"] == False: + # JSC test - fix candidate generator to uninvested + # return exactly(1, b.genDisabled[gen].indicator_var) return exactly(0, b.genOperational[gen].indicator_var) else: return LogicalConstraint.Skip + + # JSC inprog + # ## TODO: Fix var value rather than add constraint + # @b.LogicalConstraint(m.branches) + # def branch_uninvested(b, branch): + # if m.md.data["elements"]["branch"][branch]["in_service"] == False: + # return exactly(0, b.branchOperational[branch].indicator_var) + # else: + # return LogicalConstraint.Skip # Planning reserve requirement constraint ## NOTE: renewableCapacityValue is a percentage of renewableCapacity @@ -372,6 +404,8 @@ def investment_cost(b): * b.renewableExtended[gen] for gen in m.renewableGenerators ) + + #JSC inprog - add branch investment costs here ) # Curtailment penalties for investment period @@ -401,6 +435,8 @@ def add_dispatch_variables( m = b.model() c_p = b.parent_block() + r_p = c_p.parent_block() + i_p = r_p.parent_block() # Define bounds on thermal generator active generation def thermal_generation_limits(b, thermalGen): @@ -457,10 +493,22 @@ def generatorCost(b, gen): # Define bounds on transmission line capacity def power_flow_limits(b, transmissionLine): + return ( - -m.transmissionCapacity[transmissionLine], - m.transmissionCapacity[transmissionLine], - ) + -m.transmissionCapacity[transmissionLine], + m.transmissionCapacity[transmissionLine], + ) + + # JSC inprog - will swap to branchInUse once Transmission Switching is + # implemented + # if i_p.branchDisabled | i_p.branchRetired: + # return (0,0) + # else: + # return ( + # -m.transmissionCapacity[transmissionLine], + # m.transmissionCapacity[transmissionLine], + # ) + # NOTE: this is an abuse of units and needs to be fixed for variable temporal resolution b.powerFlow = Var( @@ -541,11 +589,30 @@ def delta_bus_angle_bounds(b, line): b.renewableCurtailmentDispatch = sum( b.renewableCurtailment[gen] for gen in m.renewableGenerators ) + + + #disj.branchOperational[branch], + + # Branches cannot be used unless they are operational or just installed. + # Maybe we want to go ahead and set up the disjunct for transmission switching + # because we'll have to delineate between lines installed but turned off and + # lines not installed or retired. + # @b.LogicalConstraint(m.branches) + # def use_active_branches_only(b, branch): + # return lor( + # b.branchInUse[branch].indicator_var, + # ).implies( + # lor( + # i_p.branchOperational[branch].indicator_var, + # i_p.branchInstalled[branch].indicator_var, + # i_p.branchExtended[branch].indicator_var, + # ) + # ) def add_dispatch_constraints( b, - disp_per, + disp_per ): """Add dispatch-associated inequalities to representative period block.""" m = b.model() @@ -554,10 +621,24 @@ def add_dispatch_constraints( i_p = r_p.parent_block() import numpy as np - - rng = np.random.default_rng() + + # JSC: how do we actually fix the seed as a sequence over all dispatch periods? + # Fixing a seed within the add_dispatch_constraints fxn doesn't work - it + # repeats the load values for each period, which seems to always lead to + # all generators always on (???) + + rng = np.random.default() + for key in m.loads.keys(): - m.loads[key] *= max(0, rng.normal(1.0, 0.5)) + m.loads[key] *= max(0,rng.normal(1.0, 0.5)) + + # JSC question: Will forcing uninvested lines to have no power flow (via + # the flow limits) cause infeasibility? Driving idea is: do we need to + # instead/additionally adjust the dc_power_flow and flow_balance + # constraints based on the disjunction for line investment? Intuitively, + # no, it should function identically as if the line didn't exist, but idk + # if there's an interplay with the bus angle equation that could cause + # issues. Maybe the thing to do is to make a disjunction here on the lines ## TODO: what do we do when reactance isn't supplied in the dataset? @b.Constraint(m.transmission) @@ -911,13 +992,22 @@ def commitment_period_rule(b, commitment_period): if m.data_list: m.md = m.data_list[i_p.representativePeriods.index(r_p.currentPeriod)] + # JSC update - had to make an exception for cases where gens were candidates + # bc their time series reduced to single values. Will probably need to fix + # this and look at where that reduction is taking place because we need more + # than a single value if the generator is built. (Probably? Maybe there's a + # different way to handle candidate renewable data because this assumes + # knowledge of the future outputs of a candidate... could be captured by scenarios?) # Maximum output of each renewable generator m.renewableCapacity = { - renewableGen: m.md.data["elements"]["generator"][renewableGen]["p_max"][ + renewableGen: 0 + if type(m.md.data["elements"]["generator"][renewableGen]["p_max"])==float + else m.md.data["elements"]["generator"][renewableGen]["p_max"][ "values" ][commitment_period - 1] for renewableGen in m.renewableGenerators } + ## TODO: Redesign load scaling and allow nature of it as argument # Demand at each bus @@ -971,59 +1061,152 @@ def add_representative_period_constraints(b, rep_per): m = b.model() i_p = b.parent_block() + + # JSC update: Done(?) @b.LogicalConstraint(b.commitmentPeriods, m.thermalGenerators) - def shutdown_commitment(b, commitmentPeriod, thermalGen): + def consistent_commitment_shutdown(b, commitmentPeriod, thermalGen): + req_shutdown_periods = ceil(1/float(m.md.data["elements"]["generator"][thermalGen]["ramp_down_rate"])) return ( - b.commitmentPeriod[commitmentPeriod - 1] - .genShutdown[thermalGen] - .indicator_var.implies( + atmost(req_shutdown_periods-1, + [b.commitmentPeriod[commitmentPeriod-j-1].genShutdown[thermalGen].indicator_var for j in + range(min(req_shutdown_periods,commitmentPeriod-1))]) + .land(b.commitmentPeriod[commitmentPeriod-1].genShutdown[thermalGen].indicator_var) + #| b.commitmentPeriod[commitmentPeriod-1].genOn.indicator_var) + .implies( + b.commitmentPeriod[commitmentPeriod].genShutdown[thermalGen].indicator_var + ) + if commitmentPeriod != 1 + else LogicalConstraint.Skip + ) + + @b.LogicalConstraint(b.commitmentPeriods, m.thermalGenerators) + def consistent_commitment_off_after_shutdown(b, commitmentPeriod, thermalGen): + req_shutdown_periods = ceil(1/float(m.md.data["elements"]["generator"][thermalGen]["ramp_down_rate"])) + return ( + atleast(req_shutdown_periods, + [b.commitmentPeriod[commitmentPeriod-j-1].genShutdown[thermalGen].indicator_var for j in + range(min(req_shutdown_periods,commitmentPeriod-1))]) + .land(b.commitmentPeriod[commitmentPeriod-1].genShutdown[thermalGen].indicator_var) + .implies( b.commitmentPeriod[commitmentPeriod].genOff[thermalGen].indicator_var ) if commitmentPeriod != 1 else LogicalConstraint.Skip ) + + # JSC update: Done(?) @b.LogicalConstraint(b.commitmentPeriods, m.thermalGenerators) - def startup_commitment(b, commitmentPeriod, thermalGen): + def consistent_commitment_startup(b, commitmentPeriod, thermalGen): + req_startup_periods = ceil(1/float(m.md.data["elements"]["generator"][thermalGen]["ramp_up_rate"])) return ( - b.commitmentPeriod[commitmentPeriod - 1] - .genStartup[thermalGen] - .indicator_var.implies( - b.commitmentPeriod[commitmentPeriod].genOn[thermalGen].indicator_var + atmost(req_startup_periods-1, + [b.commitmentPeriod[commitmentPeriod-j-1].genStartup[thermalGen].indicator_var for j in + range(min(req_startup_periods,commitmentPeriod-1))]) + .land(b.commitmentPeriod[commitmentPeriod-1].genStartup[thermalGen].indicator_var) + #| b.commitmentPeriod[commitmentPeriod-1].genOn.indicator_var) + .implies( + b.commitmentPeriod[commitmentPeriod].genStartup[thermalGen].indicator_var ) if commitmentPeriod != 1 else LogicalConstraint.Skip ) - + @b.LogicalConstraint(b.commitmentPeriods, m.thermalGenerators) - def consistent_commitment_activity(b, commitmentPeriod, thermalGen): + def consistent_commitment_on_after_startup(b, commitmentPeriod, thermalGen): + req_startup_periods = ceil(1/float(m.md.data["elements"]["generator"][thermalGen]["ramp_up_rate"])) return ( - b.commitmentPeriod[commitmentPeriod - 1] - .genOn[thermalGen] - .indicator_var.implies( + atleast(req_startup_periods, + [b.commitmentPeriod[commitmentPeriod-j-1].genStartup[thermalGen].indicator_var for j in + range(min(req_startup_periods,commitmentPeriod-1))]) + .land(b.commitmentPeriod[commitmentPeriod-1].genStartup[thermalGen].indicator_var) + .implies( b.commitmentPeriod[commitmentPeriod].genOn[thermalGen].indicator_var - | b.commitmentPeriod[commitmentPeriod] - .genShutdown[thermalGen] - .indicator_var ) if commitmentPeriod != 1 else LogicalConstraint.Skip ) + # JSC update: Done(?) + @b.LogicalConstraint(b.commitmentPeriods,m.thermalGenerators) + def consistent_commitment_uptime(b, commitmentPeriod, thermalGen): + return ( + atmost(int(m.md.data["elements"]["generator"][thermalGen]["min_up_time"])-1, + [b.commitmentPeriod[commitmentPeriod-j-1].genOn[thermalGen].indicator_var for j in + range(min(int(m.md.data["elements"]["generator"][thermalGen]["min_up_time"]),commitmentPeriod-1))]) + .land(b.commitmentPeriod[commitmentPeriod-1].genOn[thermalGen].indicator_var).implies( + b.commitmentPeriod[commitmentPeriod].genOn[thermalGen].indicator_var + ) + if commitmentPeriod != 1 #int(m.md.data["elements"]["generator"][thermalGen]["min_up_time"])+1 + else LogicalConstraint.Skip + ) + + @b.LogicalConstraint(b.commitmentPeriods,m.thermalGenerators) + def consistent_commitment_shutdown_after_uptime(b, commitmentPeriod, thermalGen): + return ( + (atleast(int(m.md.data["elements"]["generator"][thermalGen]["min_up_time"]), + [b.commitmentPeriod[commitmentPeriod-j-1].genOn[thermalGen].indicator_var for j in + range(min(int(m.md.data["elements"]["generator"][thermalGen]["min_up_time"]),commitmentPeriod-1))]) + .land(b.commitmentPeriod[commitmentPeriod-1].genOn[thermalGen].indicator_var)).implies( + b.commitmentPeriod[commitmentPeriod].genOn[thermalGen].indicator_var + | b.commitmentPeriod[commitmentPeriod].genShutdown[thermalGen].indicator_var + ) + if commitmentPeriod != 1 + else LogicalConstraint.Skip + ) + + # JSC update: Done(?) + # If at most n-1 of the previous (not counting current) n periods were down, + # and the previous period was down, then the current period must also be down. + # (n is the minimum downtime) + @b.LogicalConstraint(b.commitmentPeriods,m.thermalGenerators) + def consistent_commitment_downtime(b, commitmentPeriod, thermalGen): + return ( + (atmost(int(m.md.data["elements"]["generator"][thermalGen]["min_down_time"])-1, + [b.commitmentPeriod[commitmentPeriod-j-1].genOff[thermalGen].indicator_var for j in + range(min(int(m.md.data["elements"]["generator"][thermalGen]["min_down_time"]),commitmentPeriod-1))]) + .land(b.commitmentPeriod[commitmentPeriod-1].genOff[thermalGen].indicator_var)).implies( + b.commitmentPeriod[commitmentPeriod].genOff[thermalGen].indicator_var + ) + if commitmentPeriod != 1 #>= int(m.md.data["elements"]["generator"][thermalGen]["min_down_time"])+1 + else LogicalConstraint.Skip + ) + + #b.consistent_commitment_downtime.pprint() + #quit() + + # JSC update: Done(?) + # Trying to make this and the previous constraint cover all logical possibilities for downtime... together they + # should make the original consistent_commitment_inactivity constraint redundant. We don't want just any behavior + # in the first n periods though - it shouldn't be able to violate the min_downtime constraint @b.LogicalConstraint(b.commitmentPeriods, m.thermalGenerators) - def consistent_commitment_inactivity(b, commitmentPeriod, thermalGen): + def consistent_commitment_start_after_downtime(b, commitmentPeriod, thermalGen): return ( - b.commitmentPeriod[commitmentPeriod - 1] - .genOff[thermalGen] - .indicator_var.implies( - b.commitmentPeriod[commitmentPeriod].genOff[thermalGen].indicator_var - | b.commitmentPeriod[commitmentPeriod] - .genStartup[thermalGen] - .indicator_var + (atleast(int(m.md.data["elements"]["generator"][thermalGen]["min_down_time"]), + [b.commitmentPeriod[commitmentPeriod-j-1].genOff[thermalGen].indicator_var for j in + range(min(int(m.md.data["elements"]["generator"][thermalGen]["min_down_time"]),commitmentPeriod-1))]) + .land(b.commitmentPeriod[commitmentPeriod-1].genOff[thermalGen].indicator_var)).implies( + b.commitmentPeriod[commitmentPeriod].genOff[thermalGen].indicator_var + | b.commitmentPeriod[commitmentPeriod].genStartup[thermalGen].indicator_var ) if commitmentPeriod != 1 else LogicalConstraint.Skip ) + + # @b.LogicalConstraint(b.commitmentPeriods, m.thermalGenerators) + # def consistent_commitment_inactivity(b, commitmentPeriod, thermalGen): + # return ( + # b.commitmentPeriod[commitmentPeriod - 1] + # .genOff[thermalGen] + # .indicator_var.implies( + # b.commitmentPeriod[commitmentPeriod].genOff[thermalGen].indicator_var + # | b.commitmentPeriod[commitmentPeriod] + # .genStartup[thermalGen] + # .indicator_var + # ) + # if commitmentPeriod != 1 + # else LogicalConstraint.Skip + # ) def representative_period_rule( @@ -1046,6 +1229,8 @@ def representative_period_rule( add_representative_period_variables(b, representative_period) add_representative_period_constraints(b, representative_period) + #b.consistent_commitment_downtime.pprint() + #quit() def investment_stage_rule( b, @@ -1209,19 +1394,25 @@ def model_data_references(m): for thermalGen in m.thermalGenerators } + # JSC update: Done(?) # Maximum output of each renewable generator m.renewableCapacity = { - renewableGen: max( + renewableGen: 0 + if type(m.md.data["elements"]["generator"][renewableGen]["p_max"])==float + else max( m.md.data["elements"]["generator"][renewableGen]["p_max"]["values"] - ) + ) for renewableGen in m.renewableGenerators } # A fraction of renewableCapacity representing fraction of capacity # that can be reliably counted toward planning reserve requirement - # TODO: WHAT HAVE I DONE HERE I HATE IT + # TODO: WHAT HAVE I DONE HERE I HATE IT and JSC made it worse... m.renewableCapacityValue = { - renewableGen: min( + renewableGen: 0 + if type(m.md.data["elements"]["generator"][renewableGen]["p_max"])==float + else + min( m.md.data["elements"]["generator"][renewableGen]["p_max"]["values"] ) / max(1, m.renewableCapacity[renewableGen]) diff --git a/gtep/gtep_solution.py b/gtep/gtep_solution.py index 26b9b8f..32b7092 100644 --- a/gtep/gtep_solution.py +++ b/gtep/gtep_solution.py @@ -66,7 +66,8 @@ def read_json(self, filepath): json_read = json.loads(fobj.read()) self.primals_tree = json_read["results"]["primals_tree"] - def dump_json(self, filename="./gtep_solution.json"): + def dump_json(self, filename="./gtep_solution_jscTest.json"): + # def dump_json(self, filename="./gtep_solution.json"): dump_filepath = Path(filename) with open(dump_filepath, "w") as fobj: From 3951ab7f4df97bc79ffc2abf8a683d4634112ccc Mon Sep 17 00:00:00 2001 From: Kyle Skolfield Date: Sun, 30 Jun 2024 15:02:49 -0700 Subject: [PATCH 4/4] Fix binary rounding --- gtep/gtep_solution.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gtep/gtep_solution.py b/gtep/gtep_solution.py index 32b7092..2be3ddf 100644 --- a/gtep/gtep_solution.py +++ b/gtep/gtep_solution.py @@ -216,7 +216,7 @@ def _level_dict_to_df_workhorse( if 'is_binary' in period_dict["primals_by_name"][this_koi][this_voi]: if period_dict["primals_by_name"][this_koi][this_voi]['is_binary']: df_data_dict[f"{this_koi}_{this_voi}_value"].append( - bool(int(period_dict["primals_by_name"][this_koi][this_voi]["value"])) # have to cast to int because there are floating point errors + bool(round(period_dict["primals_by_name"][this_koi][this_voi]["value"])) # have to cast to int because there are floating point errors ) else: df_data_dict[f"{this_koi}_{this_voi}_value"].append(