From 306004ed4e7a58e8cf92803c1ca990044adc2035 Mon Sep 17 00:00:00 2001 From: Mukta Hardikar Date: Mon, 13 Jan 2025 15:47:08 -0700 Subject: [PATCH] Adding trough surrogate files --- .../trough_physical_process_heat-reflo.json | 151 +++++++++++ .../KBHDP/data/run_pysam_permian_trough.py | 250 ++++++++++++++++++ ...ata_heat_load_1_50_hours_storage_0_24.json | 1 + .../trough_physical_process_heat-reflo.json | 151 +++++++++++ 4 files changed, 553 insertions(+) create mode 100644 src/watertap_contrib/reflo/analysis/case_studies/KBHDP/data/cst/trough_physical_process_heat-reflo.json create mode 100644 src/watertap_contrib/reflo/analysis/case_studies/KBHDP/data/run_pysam_permian_trough.py create mode 100644 src/watertap_contrib/reflo/analysis/case_studies/permian/data/cst/trough_permian_data_heat_load_1_50_hours_storage_0_24.json create mode 100644 src/watertap_contrib/reflo/analysis/case_studies/permian/data/cst/trough_physical_process_heat-reflo.json diff --git 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"tanks_in_parallel" : 1, + "specified_solar_multiple" : 2.5, + "non_solar_field_land_area_multiplier" : 1.1000000000000001, + "trough_loop_control" : [ 4, 1, 1, 4, 1, 1, 3, 1, 1, 2, 1, 1, 1 ], + "disp_wlim_maxspec" : 9.9999999999999998e+37, + "constant" : 4 +} diff --git a/src/watertap_contrib/reflo/analysis/case_studies/KBHDP/data/run_pysam_permian_trough.py b/src/watertap_contrib/reflo/analysis/case_studies/KBHDP/data/run_pysam_permian_trough.py new file mode 100644 index 00000000..4e71d0ee --- /dev/null +++ b/src/watertap_contrib/reflo/analysis/case_studies/KBHDP/data/run_pysam_permian_trough.py @@ -0,0 +1,250 @@ +################################################################################# +# WaterTAP Copyright (c) 2020-2023, The Regents of the University of California, +# through Lawrence Berkeley National Laboratory, Oak Ridge National Laboratory, +# National Renewable Energy Laboratory, and National Energy Technology +# Laboratory (subject to receipt of any required approvals from the U.S. Dept. +# of Energy). All rights reserved. +# +# Please see the files COPYRIGHT.md and LICENSE.md for full copyright and license +# information, respectively. These files are also available online at the URL +# "https://github.com/watertap-org/watertap/" +################################################################################# + +import json +from os.path import join, dirname +from math import floor, ceil, isnan +import numpy as np +import pandas as pd +import time +import multiprocessing +from itertools import product +import matplotlib.pyplot as plt +# import PySAM.TroughPhysicalIph as iph +import PySAM.TroughPhysicalProcessHeat as iph +import PySAM.IphToLcoefcr as iph_to_lcoefcr +import PySAM.Lcoefcr as lcoefcr +import os + + +def read_module_datafile(file_name): + with open(file_name, "r") as file: + data = json.load(file) + return data + + +def load_config(modules, file_names=None, module_data=None): + """ + Loads parameter values into PySAM modules, either from files or supplied dicts + + :param modules: List of PySAM modules + :param file_names: List of JSON file paths containing parameter values for respective modules + :param module_data: List of dictionaries containing parameter values for respective modules + + :returns: no return value + """ + for i in range(len(modules)): + if file_names is not None: + assert len(file_names) == len(modules) + data = read_module_datafile(file_names[i]) + elif module_data is not None: + assert len(module_data) == len(modules) + data = module_data[i] + else: + raise Exception("Either file_names or module_data must be assigned.") + + missing_values = [] # for debugging + for k, v in data.items(): + if k != "number_inputs": + try: + modules[i].value(k, v) + except: + missing_values.append(k) + pass + + +def tes_cost(tech_model): + STORAGE_COST_SPECIFIC = 62 # [$/kWht] borrowed from physical power trough + tes_thermal_capacity = ( + tech_model.value("q_pb_design") * 1e3 * tech_model.value("tshours") + ) # [kWht] + return tes_thermal_capacity * STORAGE_COST_SPECIFIC + + +def system_capacity(tech_model): + return ( + tech_model.value("q_pb_design") + * tech_model.value("specified_solar_multiple") + * 1e3 + ) # [kW] + + +def setup_model( + model_name, + weather_file=None, + weather_data=None, + config_files=None, + config_data=None, +): + tech_model = iph.new() + modules = [tech_model] + + load_config(modules, config_files, config_data) + if weather_file is not None: + tech_model.Weather.file_name = weather_file + elif weather_data is not None: + tech_model.Weather.solar_resource_data = weather_data + else: + raise Exception("Either weather_file or weather_data must be specified.") + + return { + "tech_model": tech_model, + } + + +def run_model(modules, heat_load=None, hours_storage=None): + tech_model = modules["tech_model"] + + if heat_load is not None: + tech_model.value("q_pb_design", heat_load) + if hours_storage is not None: + tech_model.value("tshours", hours_storage) + tech_model.execute() + + + # NOTE: freeze_protection_field can sometimes be nan (when it should be 0) and this causes other nan's + # Thus, freeze_protection, annual_energy and capacity_factor must be calculated manually + # annual_energy = tech_model.Outputs.annual_energy # [kWht] net, does not include that used for freeze protection + # freeze_protection = tech_model.Outputs.annual_thermal_consumption # [kWht] + # capacity_factor = tech_model.Outputs.capacity_factor # [%] + freeze_protection_field = tech_model.Outputs.annual_field_freeze_protection + freeze_protection_field = ( + 0 if isnan(freeze_protection_field) else freeze_protection_field + ) # occasionally seen to be nan + freeze_protection_tes = tech_model.Outputs.annual_tes_freeze_protection + freeze_protection_tes = 0 if isnan(freeze_protection_tes) else freeze_protection_tes + freeze_protection = freeze_protection_field + freeze_protection_tes + annual_energy = ( + tech_model.Outputs.annual_energy - freeze_protection + ) # [kWht] net, does not include that used for freeze protection + capacity_factor = ( + annual_energy / (tech_model.value("q_pb_design") * 1e3 * 8760) * 100 + ) # [%] + electrical_load = tech_model.Outputs.annual_electricity_consumption # [kWhe] + + + return { + "annual_energy": annual_energy, # [kWh] annual net thermal energy in year 1 + "freeze_protection": freeze_protection, # [kWht] + "capacity_factor": capacity_factor, # [%] capacity factor + "electrical_load": electrical_load, # [kWhe] + } + + +def setup_and_run(model_name, weather_file, config_data, heat_load, hours_storage): + modules = setup_model( + model_name, weather_file=weather_file, config_data=config_data + ) + result = run_model(modules, heat_load, hours_storage) + return result + + +def plot_3d(df, x_index=0, y_index=1, z_index=2, grid=True, countour_lines=True): + """ + index 0 = x axis + index 1 = y axis + index 2 = z axis + """ + # 3D PLOT + # fig = plt.figure(figsize=(8,6)) + # ax = fig.add_subplot(1, 1, 1, projection='3d') + # surf = ax.plot_trisurf(df.iloc[:,0], df.iloc[:,1], df.iloc[:,2], cmap=plt.cm.viridis, linewidth=0.2) + # modld_pts = ax.scatter(df.iloc[:,0], df.iloc[:,1], df.iloc[:,2], c='black', s=15) + # ax.set_xlabel(df.columns[0]) + # ax.set_ylabel(df.columns[1]) + # ax.set_zlabel(df.columns[2]) + # plt.show() + + def _set_aspect(ax, aspect): + x_left, x_right = ax.get_xlim() + y_low, y_high = ax.get_ylim() + ax.set_aspect(abs((x_right - x_left) / (y_low - y_high)) * aspect) + + # CONTOUR PLOT + levels = 25 + df2 = df.pivot(df.columns[y_index], df.columns[x_index], df.columns[z_index]) + y = df2.index.values + x = df2.columns.values + z = df2.values + fig, ax = plt.subplots(1, 1) + cs = ax.contourf(x, y, z, levels=levels) + if countour_lines: + cl = ax.contour(x, y, z, colors="black", levels=levels) + ax.clabel(cl, colors="black", fmt="%#.4g") + if grid: + ax.grid(color="black") + _set_aspect(ax, 0.5) + fig.colorbar(cs) + ax.set_xlabel(df.columns[x_index]) + ax.set_ylabel(df.columns[y_index]) + ax.set_title(df.columns[z_index]) + plt.show() + + +######################################################################################################### +if __name__ == "__main__": + model_name = "PhysicalTroughIPHLCOHCalculator" + __location__ = os.path.realpath(os.path.join(os.getcwd(), os.path.dirname(__file__))) + + config_files = [ + os.path.join(__location__, "cst/trough_physical_process_heat-reflo.json"), + ] + weather_file = os.path.join( + __location__, "el_paso_texas-KBHDP-weather.csv" + ) + dataset_filename = os.path.join( + __location__, "cst/trough_data_heat_load_1_100_hours_storage_0_24.pkl" + ) # output dataset for surrogate training + + config_data = [read_module_datafile(config_file) for config_file in config_files] + del config_data[0]["file_name"] # remove weather filename + + + # Run parametrics via multiprocessing + data = [] + heat_loads = np.linspace(1, 100, 100) # [MWt] + hours_storages = np.linspace(0, 24, 25) # [hr] + # hot_tank_set_point = np.arange(80, 160, 10) # [C] + arguments = list(product(heat_loads, hours_storages)) + df = pd.DataFrame(arguments, columns=["heat_load", "hours_storage"]) + + time_start = time.process_time() + with multiprocessing.Pool(processes=6) as pool: + args = [(model_name, weather_file, config_data, *args) for args in arguments] + results = pool.starmap(setup_and_run, args) + time_stop = time.process_time() + print("Multiprocessing time:", time_stop - time_start, "\n") + + df_results = pd.DataFrame(results) + + df = pd.concat( + [ + df, + df_results[ + [ + "annual_energy", + "freeze_protection", + "capacity_factor", + "electrical_load", + ] + ], + ], + axis=1, + ) + df.to_pickle(dataset_filename) + + plot_3d(df, 0, 1, 2, grid=False, countour_lines=False) # annual energy + plot_3d(df, 0, 1, 4, grid=False, countour_lines=False) # capacity factor + plot_3d(df, 0, 1, 6, grid=False, countour_lines=False) # lcoh + + # x = 1 # for breakpoint + pass diff --git 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