diff --git a/hydesign/Parallel_EGO.py b/hydesign/Parallel_EGO.py index 3a2734727cbc564e8caf8ba17ac31168cfb49399..a4e01d789749c7f52e36be2c65bf7d078e8cad82 100644 --- a/hydesign/Parallel_EGO.py +++ b/hydesign/Parallel_EGO.py @@ -280,12 +280,13 @@ def get_xtypes(variables, design_var=[]): return [variables[var_]['types'] for var_ in design_var] def cast_to_mixint(x,variables): + design_var, fixed_var = get_design_vars(variables) types_ = get_xtypes(variables) for i,ty in enumerate(types_): if ty == 'int': x[:,i] = np.round(x[:,i]) elif ty == 'resolution': - res = variables[list(variables.keys())[i]]['resolution'] + res = variables[design_var[i]]['resolution'] x[:,i] = np.round(x[:,i]/res, decimals=0)*res return x diff --git a/hydesign/examples/maps/HPP_sizing_Realise_wp3.py b/hydesign/examples/maps/HPP_sizing_Realise_wp3.py index 11d8e1c72f0c828fd9d9baaa82d3298857d82e55..9976c86338efabab5946de6ba6f9ec0f32e5cb63 100644 --- a/hydesign/examples/maps/HPP_sizing_Realise_wp3.py +++ b/hydesign/examples/maps/HPP_sizing_Realise_wp3.py @@ -5,7 +5,7 @@ import numpy as np import pandas as pd import xarray as xr -from hydesign.hpp_assembly import hpp_model +from hydesign.assembly.hpp_assembly import hpp_model from hydesign.Parallel_EGO import get_kwargs, EfficientGlobalOptimizationDriver from hydesign.examples import examples_filepath @@ -28,9 +28,11 @@ if __name__ == '__main__': parser=argparse.ArgumentParser() parser.add_argument('--ID', default=0, help='ID (index) to run HPP sizing, based on grid_points_sample.csv') + parser.add_argument('--ID_start', default=0) args=parser.parse_args() - iloc = int(args.ID) + ID_start = int(args.ID_start) + iloc = int(args.ID)+ID_start # parameters year = 2025 @@ -38,7 +40,8 @@ if __name__ == '__main__': #sites = pd.read_csv('grid_points_sample.csv') - sites = pd.read_csv('grid_points.csv') + sites = pd.read_csv('grid_points_onshore.csv') + sites['name'] = sites.index.values site_sel = sites.loc[iloc,:] @@ -73,8 +76,9 @@ if __name__ == '__main__': 'latitude': latitude, 'altitude': None, 'input_ts_fn': None, - 'sim_pars_fn': examples_filepath+'Europe/hpp_pars.yml', + 'sim_pars_fn': 'hpp_pars.yml', 'price_fn': prices, + # 'opt_var': "NPV_over_CAPEX", 'num_batteries': 5, 'n_procs': 32, @@ -87,40 +91,31 @@ if __name__ == '__main__': 'tol': 1e-6, 'min_conv_iter': 3, 'work_dir': './', + # + 'hpp_model': hpp_model, } kwargs = get_kwargs(inputs) kwargs['variables'] = { 'clearance [m]': - {'var_type':'design', - 'limits':[10, 60], - #'types':'int' - 'types':'resolution', - 'resolution':5, + {'var_type':'fixed', + 'value':10, }, 'sp [W/m2]': - {'var_type':'design', - 'limits':[200, 400], - #'types':'int' - 'types':'resolution', - 'resolution':20, + {'var_type':'fixed', + 'value':200, }, 'p_rated [MW]': - {'var_type':'design', - 'limits':[1, 10], - 'types':'int' + {'var_type':'fixed', + 'value':1, }, 'Nwt': - {'var_type':'design', - 'limits':[0, 400], - 'types':'int' + {'var_type':'fixed', + 'value':0, }, 'wind_MW_per_km2 [MW/km2]': - {'var_type':'design', - 'limits':[5, 9], - #'types':'float' - 'types':'resolution', - 'resolution':0.2, + {'var_type':'fixed', + 'value':5, }, 'solar_MW [MW]': {'var_type':'design', @@ -153,7 +148,7 @@ if __name__ == '__main__': }, 'b_E_h [h]': {'var_type':'design', - 'limits':[1, 10], + 'limits':[1, 4], 'types':'int' }, 'cost_of_battery_P_fluct_in_peak_price_ratio': @@ -167,4 +162,5 @@ if __name__ == '__main__': EGOD = EfficientGlobalOptimizationDriver(model=hpp_model, **kwargs) EGOD.run() result = EGOD.result - + + diff --git a/hydesign/examples/maps/HPP_sizing_Realise_wp3.sh b/hydesign/examples/maps/HPP_sizing_Realise_wp3.sh index 6aef0c0db7aaf8f1b574e696d7e2451011518c96..8e4f8fc27117552de90dfd14038fd8af9b6b8cd0 100644 --- a/hydesign/examples/maps/HPP_sizing_Realise_wp3.sh +++ b/hydesign/examples/maps/HPP_sizing_Realise_wp3.sh @@ -6,6 +6,7 @@ #SBATCH --partition=rome # #SBATCH --partition=workq # #SBATCH --partition=windq +# #SBATCH --partition=windfatq #SBATCH --ntasks-per-core 1 #SBATCH --ntasks-per-node 32 @@ -16,8 +17,10 @@ # job array: # run sites 0 to 546 # maximum of 10 sites running in parallel -# #SBATCH --array=0-546%10 -#SBATCH --array=0-2201%25 +#SBATCH --array=0-220%25 +# #SBATCH --array=551-1000%25 +# #SBATCH --array=0-2201%25 +# #SBATCH --array=0-1 #NODE_ID=$(head -1 $SLURM_JOB_NODELIST) NODE_ID=$(scontrol show hostnames $SLURM_JOB_NODELIST) @@ -36,7 +39,7 @@ echo ----------------------------------------------------------------- # Set environment source /home/jumu/miniconda3/bin/activate conda activate hydesign -python HPP_sizing_Realise_wp3.py --ID $SLURM_ARRAY_TASK_ID +python HPP_sizing_Realise_wp3.py --ID_start 2000 --ID $SLURM_ARRAY_TASK_ID # Example usage: # -------------- diff --git a/hydesign/examples/maps/get_onshore_points.py b/hydesign/examples/maps/get_onshore_points.py new file mode 100644 index 0000000000000000000000000000000000000000..a61207f54e757a69f68e52f525760a56fb24cf09 --- /dev/null +++ b/hydesign/examples/maps/get_onshore_points.py @@ -0,0 +1,17 @@ + +# %% +import pandas as pd + +# Read the CSV file +df = pd.read_csv('grid_points.csv') + +# Filter the points by Shore equal to "Onshore" +filtered_df = df[df['Shore'] == 'Onshore'] + +# Store the filtered points in a new CSV file +filtered_df.to_csv('grid_points_onshore.csv', index=False) + +# Print the first 5 rows of the filtered DataFrame +print(filtered_df.head()) + +# %% diff --git a/hydesign/examples/maps/grid_points.csv b/hydesign/examples/maps/grid_points.csv new file mode 100644 index 0000000000000000000000000000000000000000..fd5336ec086d9ff6fae573dc0aeb6c5983e53927 --- /dev/null +++ b/hydesign/examples/maps/grid_points.csv @@ -0,0 +1,2203 @@ +Sample,Latitude,Longitude,Region,Country,Shore +0,41.5,9.0,FR,France,Onshore +1,42.0,9.0,FR,France,Onshore +2,42.5,2.0,FR,France,Onshore +3,42.5,2.5,FR,France,Onshore +4,42.5,3.0,FR,France,Onshore +5,42.5,9.0,FR,France,Onshore +6,42.5,9.5,FR,France,Onshore 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+544,68.0,21.0,SE1,Sweden,Onshore +545,68.0,22.0,SE1,Sweden,Onshore +546,68.0,23.0,SE1,Sweden,Onshore diff --git a/hydesign/examples/maps/hpp_pars.yml b/hydesign/examples/maps/hpp_pars.yml new file mode 100644 index 0000000000000000000000000000000000000000..4350b4191957006279ba95c4f242d5877c34f8e4 --- /dev/null +++ b/hydesign/examples/maps/hpp_pars.yml @@ -0,0 +1,133 @@ +# -------------------------------------------------------------------------------------------- +# HPP Global +# -------------------------------------------------------------------------------------------- +G_MW: 300 # Grid capacity +year: '2012' # Single representative year +N_life: 25 + +# -------------------------------------------------------------------------------------------- +# Wind +# -------------------------------------------------------------------------------------------- +wind_turbine_cost: 640_000 # [Euro/MW] for reference turbine +wind_civil_works_cost: 260_000 # [Euro/MW] +wind_fixed_onm_cost: 12_600 # Wind fixed O&M cost per year [Euro/MW /year] +wind_variable_onm_cost: 1.35 #[EUR/MWh_e] Danish Energy Agency + +d_ref: 145 +hh_ref: 100 +p_rated_ref: 5.0 #[MW] + +# Degradation +wpp_efficiency: 1 +wind_deg_yr: [0, 25] +wind_deg: [0, 0.25] #25yr * 1%/yr +share_WT_deg_types: 0.5 + +# -------------------------------------------------------------------------------------------- +# PV +# -------------------------------------------------------------------------------------------- +solar_PV_cost: 175_000 # [Euro/MW DC] +solar_hardware_installation_cost: 150_000 # [Euro/MW DC] +solar_inverter_cost: 25_000 #[Euro/MW] +solar_fixed_onm_cost: 20_000 # Solar O&M cost per year [Euro/MW] DC +land_use_per_solar_MW: 0.01226 # Danish energy agency + +#selected tracker +tracking: 'No' # 'single_axis' # + +# Degradation +pv_deg_yr: [0, 1, 25] +pv_deg: [0.03, 0.03, 0.28] #0.03 intial + 25yr * 1%/yr + +# -------------------------------------------------------------------------------------------- +# Battery +# -------------------------------------------------------------------------------------------- +battery_energy_cost: 62_000 # [Euro/MWh] +battery_power_cost: 16_000 # Power conversion system cost [Euro/MW] +battery_BOP_installation_commissioning_cost: 36_000 # Electric BalanceOfPlant, instal+commission cost [Euro/MW] +battery_control_system_cost: 9_000 # Grid management control system cost[Euro/MW] +battery_energy_onm_cost: 0 + + +# EMS and Degradation parameters +battery_depth_of_discharge: 0.9 # 1 - Minimum energy level in the battery +battery_charge_efficiency: 0.98 # Charge efficiency for Lithium-ion +battery_price_reduction_per_year: 0.10 # Battery price reduction per year +# n_steps_in_LoH: 20 # Number of battery degradation levels for discretization of lifetime operation +min_LoH: 0.7 # Minimum energy storage capacity in percent for the storage to be replaced + +# Penalty is defined as: Number of peak hours of full load expected per day. +n_full_power_hours_expected_per_day_at_peak_price: 0 +peak_hr_quantile: 0.9 # An hour of peak price has prices above this quantile + +# Indian case Penalty has expected hours at 0.85*3= 2.55 +# n_full_power_hours_expected_per_day_at_peak_price: 2.55 + +# -------------------------------------------------------------------------------------------- +# P2H parameters +# efficiency curve parameters are mentioned in EMS component (https://doi.org/10.3390/en13030612) +# -------------------------------------------------------------------------------------------- +price_H2: 5 #[Euro/kg] +storage_eff: 0.9 #efficiency for hydrogen storage +ptg_deg: 0.99 # Annual electrolyzer degradation (% per year) +hhv: 39.3 #[kWh/kg] +water_consumption : 9.4 #l/kg +electrolyzer_capex_cost : 480_000 #[EUR/MW] This value is for PEM electrolyzers +# For Alkaline electrolyzers CAPEX can be considered as 70% of PEM +electrolyzer_opex_cost : 9600 #It is 2% of electrolyzer_capex_cost #[EUR/MW] +electrolyzer_power_electronics_cost : 0 #[EUR/MW] included in the capex_cost but can be considered seperately also +water_cost : 4 #[EUR/m3] +water_treatment_cost : 2 #[EUR/m3] +H2_storage_capex_cost: 300 #[EUR/kg] https://www.hydrogen.energy.gov/pdfs/review22/st235_houchins_2022_p.pdf +H2_storage_opex_cost: 3 #[EUR/kg] 1% of CAPEX +H2_transportation_cost: 5 #[EUR/kg/km] transportation can be through pipelines or lorry +# https://joint-research-centre.ec.europa.eu/system/files/2021-06/jrc124206_assessment_of_hydrogen_delivery_options.pdf +H2_transportation_distance: 0 #[km] +penalty_factor_H2: 0 #[Eur/kg] This is the penalty price for not meeting the demand of hydrogen in an hour, for infinite H2 offtake this value becomes ZERO +electrolyzer_eff_curve_name: 'PEM electrolyzer simple' +# electrolyzer_eff_curve_name: 'Alkaline electrolyzer H2 production' +# The storage size can be kept as zero when there is no storage +# For infinite hydrogen offtake keep the demand very high in 'H2_demand.csv' file +min_power_standby: 0.10 # minimum percentage of rated electrolyzer power required to operate in standby mode +ramp_up_limit: 50 # ramp-up limit of electrolyzer in MW/h +ramp_down_limit: 50 # ramp-down limit of electrolyzer in MW/h +# -------------------------------------------------------------------------------------------- +# Shared costs +# -------------------------------------------------------------------------------------------- +hpp_BOS_soft_cost: 100_000 # [Euro/MW] +hpp_grid_connection_cost: 150_000 # [Euro/MW] +#land cost not same format in excel it's per MW +land_cost: 1.5 # [Euro/km**2] from WIW article + + +# -------------------------------------------------------------------------------------------- +# Financial and Economic data +# -------------------------------------------------------------------------------------------- +wind_WACC: 0.052 # Markup of after tax WACC for onshore WT +solar_WACC: 0.06 # After tax WACC for solar PV +battery_WACC: 0.06 # After tax WACC for stationary storge li-ion batteries +tax_rate: 0.258 # Corporate tax rate +ptg_WACC: 0.07 # After tax WACC for P2H plant + +# Early CAPEX payment, or phasing +phasing_yr: [-1,0] +phasing_CAPEX: [0,1] # shares will be normalized to sum the CAPEX + +# Inflation will be linearly interpolated at integer year values +inflation_yr: [-3, 0, 1, 25] +inflation: [ 0.06, 0.06, 0.06, 0.06] +ref_yr_inflation: 0 # inflation index is computed with respect to this year + +# depreciation +depreciation_yr: [0, 25] +depreciation: [0, 1] + + +# -------------------------------------------------------------------------------------------- +# Weather databases +# Not required if the user provides input_ts_fn.csv to hpp_model +# -------------------------------------------------------------------------------------------- +era5_zarr: '/groups/reanalyses/era5/app/era5.zarr' # location of wind speed renalysis +ratio_gwa_era5: '/groups/INP/era5/ratio_gwa2_era5.nc' # location of mean wind speed correction factor +era5_ghi_zarr: '/groups/INP/era5/ghi.zarr' # location of GHI renalysis +elevation_fn: '/groups/INP/era5/SRTMv3_plus_ViewFinder_coarsen.nc' # Altitude map for extracting altitude