diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..475bb16 --- /dev/null +++ b/.gitignore @@ -0,0 +1,10 @@ +.ipynb_checkpoints +.pytest_cache +.venv +*.xlsx +result.csv +*.zip +.idea +*.log +*.pyc + diff --git a/README.md b/README.md index 290f05a..94eccd2 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,12 @@ # pvmodules Code to generate parameters for PV module models + + +## Develop +Install dependencies:`poetry install` + +Run tests: `pytest test` + + +## Run PV parameter generation +`python pvmodules/cec_pv_modules.py .xlsx .csv ` diff --git a/convert-cec-inverters-to-sam.ipynb b/convert-cec-inverters-to-sam.ipynb new file mode 100644 index 0000000..19564db --- /dev/null +++ b/convert-cec-inverters-to-sam.ipynb @@ -0,0 +1,224 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 47, + "id": "c015bfe7", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from PySAM.InvCecCg import new as InvCecCg\n", + "from itertools import product\n", + "from pvlib.inverter import fit_sandia" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a6c92a2e", + "metadata": {}, + "outputs": [], + "source": [ + "inverter_columns = ['Name', 'Vac', 'Pso', 'Paco', 'Pdco', 'Vdco', 'C0', 'C1', 'C2', 'C3',\n", + " 'Pnt', 'Vdcmax', 'Idcmax', 'Mppt_low', 'Mppt_high', 'CEC_Date',\n", + " 'CEC_Type', 'CEC_hybrid']" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1e1b9bcf", + "metadata": {}, + "outputs": [], + "source": [ + "cec_inverters = pd.read_excel('/home/allen/Downloads/Grid_Support_Inverter_List_Full_Data_ADA.xlsm',\n", + " engine='openpyxl', skiprows=[*range(14), 15], usecols=range(60))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8ae10c60", + "metadata": {}, + "outputs": [], + "source": [ + "cec_inverters['Name'] = cec_inverters.apply(lambda row: f\"{row['Manufacturer Name']} {row['Model Number1']}\", axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "5489c7ec", + "metadata": {}, + "outputs": [], + "source": [ + "inverter = cec_inverters.loc[cec_inverters['Model Number1'].str.contains('PV4400')].squeeze()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "25dd3ca2", + "metadata": {}, + "outputs": [], + "source": [ + "voltages = [k for k in cec_inverters.columns if k.startswith('Voltage ')]\n", + "\n", + "powers = [k for k in cec_inverters.columns if k.startswith('Power Level')]\n", + "\n", + "efficiencies = [k for k in cec_inverters.columns if k.startswith('Efficiency @V') and '6' not in k]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "fcaaa574", + "metadata": {}, + "outputs": [], + "source": [ + "curve_keys = [[*v_p, e] for v_p, e in zip(product(voltages, powers), efficiencies)]\n", + "curve_keys = [[p, v, e] for v, p, e in curve_keys]" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "7a9d8d40", + "metadata": {}, + "outputs": [], + "source": [ + "def get_curve_pvlib(inverter: pd.Series):\n", + " curve = pd.DataFrame(columns=['Pac', 'Vdc', 'Eff'], data=[[inverter[k] for k in row] for row in curve_keys])\n", + "\n", + " curve['Eff'] *= 1e-2\n", + "\n", + " curve['Pdc'] = curve['Pac'] / curve['Eff']\n", + " curve['Vlvl'] = curve['Vdc'].replace(\n", + " curve['Vdc'].min(), 'Vmin').replace(\n", + " curve['Vdc'].median(), 'Vnom').replace(\n", + " curve['Vdc'].max(), 'Vmax')\n", + " return curve\n", + " \n", + " \n", + "\n", + "def get_params_pvlib(inverter: pd.Series):\n", + " curve = get_curve(inverter)\n", + " return fit_sandia(\n", + " ac_power=curve['Pac'] * 1e3,\n", + " dc_power=curve['Pdc'] * 1e3,\n", + " dc_voltage=curve['Vdc'],\n", + " dc_voltage_level=curve['Vlvl'],\n", + " p_ac_0=inverter['Maximum Continuous Output Power at Unity Power Factor'] * 1e3,\n", + " p_nt=inverter['Night Tare Loss'],\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "0ce11459", + "metadata": {}, + "outputs": [], + "source": [ + "def get_params_sam(inverter: pd.Series):\n", + " curve = [[inverter[k] for k in row] for row in curve_keys]\n", + " solver = InvCecCg()\n", + "\n", + " solver.Common.assign({\n", + " 'inv_cec_cg_paco': inverter['Maximum Continuous Output Power at Unity Power Factor'] * 1e3,\n", + " 'inv_cec_cg_sample_power_units': 1,\n", + " 'inv_cec_cg_test_samples': curve\n", + " })\n", + "\n", + " solver.execute()\n", + " return {\n", + " k: v\n", + " for k, v in solver.export()['Outputs'].items()\n", + " if k in {'Pdco', 'Pso', 'Vdco', 'c0', 'c1', 'c2', 'c3'}\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "776e4d41", + "metadata": {}, + "outputs": [], + "source": [ + "def cec_row_to_sam_row(cec_row: pd.Series, get_params) -> pd.Series:\n", + " params = get_params(cec_row)\n", + " return pd.Series({\n", + " 'Name': f\"{cec_row['Manufacturer Name']} {cec_row['Model Number1']}\",\n", + " 'Vac': cec_row['Nominal Voltage'],\n", + " 'Vdco': cec_row['Voltage Nominal'],\n", + " 'Vdcmax': cec_row['Voltage Maximum'],\n", + " 'Pnt': cec_row['Night Tare Loss'],\n", + " 'Paco': cec_row['Maximum Continuous Output Power at Unity Power Factor'] * 1e3,\n", + " 'Pdco': params['Pdco'],\n", + " 'Pso': params['Pso'],\n", + " 'C0': params['c0'],\n", + " 'C1': params['c1'],\n", + " 'C2': params['c2'],\n", + " 'C3': params['c3'],\n", + " 'Idcmax': params['Pdco'] / params['Vdco'],\n", + " 'Mppt_low': cec_row['Voltage Minimum'],\n", + " 'Mppt_high': cec_row['Voltage Maximum'],\n", + " 'CEC_Date': inverter['Grid Support Listing Date'].date().isoformat(), # TODO: or latest update\n", + " 'CEC_Type': 'Grid Support',\n", + " 'CEC_hybrid': 'N'\n", + " })[inverter_columns]\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "2d2105c2", + "metadata": {}, + "outputs": [], + "source": [ + "sam_inverter = cec_row_to_sam_row(inverter, get_params_sam)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "543b32d2", + "metadata": {}, + "outputs": [], + "source": [ + "sam_inverter.to_frame().transpose().to_csv('production/nrel_sam/CEC_Inverters.csv', mode='a', header=False, index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7fec9c48", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..43f0351 --- /dev/null +++ b/poetry.lock @@ -0,0 +1,1820 @@ +[[package]] +name = "anyio" +version = "3.5.0" +description = "High level compatibility layer for 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__version__ +import datetime as dt +import typing as t +import logging +import numpy as np +from multiprocessing import Pool +from sys import argv + + +logging.basicConfig(format="%(asctime)s %(levelname)s: %(message)s", level=logging.INFO) +logger = logging.getLogger(__name__) + + +family_tech_pairs_to_remove = [ + ['Polycrystalline', 'Mono-c-Si'], + ['Monocrystalline', 'Multi-c-Si'], + ['CIGS Thin Film', 'Thin Film'], + ['HIT-Si Thin Film', 'Multi-c-Si'], + ['Thin Film', 'Multi-c-Si'], + ['polycrystalline', 'Multi-c-Si'], + ['Polycrystalline', 'Thin Film'] +] + + +sam_cec_columns = ['Name', 'Manufacturer', 'Technology', 'Bifacial', 'STC', 'PTC', 'A_c', + 'Length', 'Width', 'N_s', 'I_sc_ref', 'V_oc_ref', 'I_mp_ref', + 'V_mp_ref', 'alpha_sc', 'beta_oc', 'T_NOCT', 'a_ref', 'I_L_ref', + 'I_o_ref', 'R_s', 'R_sh_ref', 'Adjust', 'gamma_r', 'BIPV', 'Version', + 'Date'] + + +nan_row = [None] * 25 + + +sixpar_model_to_sam_outputs_map = { + 'Adj': 'Adjust', + 'Il': 'I_L_ref', + 'Io': 'I_o_ref', + 'Rs': 'R_s', + 'Rsh': 'R_sh_ref', + 'a': 'a_ref' +} + + +sixpar_model_to_sam_cell_type_map = { + 'Mono-c-Si': 'monoSi', + 'Multi-c-Si': 'multiSi', + 'CdTe': 'cdte', + 'CIGS': 'cigs', + 'CIS': 'cis', + 'Thin Film': 'amorphous' +} + + +cec_to_sam_map = { + 'Nameplate Pmax': 'STC', + 'PTC': 'PTC', + 'A_c': 'A_c', + 'N_s': 'N_s', + 'BIPV': 'BIPV', + 'Nameplate Isc': 'I_sc_ref', + 'Nameplate Voc': 'V_oc_ref', + 'Nameplate Ipmax': 'I_mp_ref', + 'Nameplate Vpmax': 'V_mp_ref', + 'αIsc': 'alpha_sc', + 'βVoc': 'beta_oc', + 'γPmax': 'gamma_r', + 'Average NOCT': 'T_NOCT', + 'Long Side': 'Length', + 'Short Side': 'Width', +} + + +class SixParSolverExecutionError(ValueError): + pass + + +def load_and_prepare_cec_dataset(file_path: str) -> pd.DataFrame: + logger.info(f'preparing CEC dataset from {file_path}') + cec_modules = pd.read_excel(file_path, engine='openpyxl', skiprows=[*range(16), 17], usecols=range(37)) + cec_modules = cec_modules.loc[~cec_modules['Manufacturer'].isna()] + cec_modules['Description'] = cec_modules['Description'].replace(np.nan, '') + for family, tech in family_tech_pairs_to_remove: + cec_modules = cec_modules.loc[~((cec_modules['Family'] == family) & (cec_modules['Technology'] == tech))] + logger.info(f'CEC dataset prepared') + return cec_modules + + +def generate_module_coefficients(sam_row: dict) -> t.Optional[dict]: + pv_solve = SixParSolve() + pv_solve.SixParameterSolver.assign({ + 'Imp': sam_row['I_mp_ref'], + 'Isc': sam_row['I_sc_ref'], + 'Nser': sam_row['N_s'], + 'Tref': 25, + 'Vmp': sam_row['V_mp_ref'], + 'Voc': sam_row['V_oc_ref'], + 'alpha_isc': sam_row['alpha_sc'] * 1e-2 * sam_row['I_mp_ref'], + 'beta_voc': sam_row['beta_oc'] * 1e-2 * sam_row['V_oc_ref'], + 'celltype': sixpar_model_to_sam_cell_type_map[sam_row['Technology']], + 'gamma_pmp': sam_row['gamma_r'] + }) + try: + pv_solve.execute(0) + except Exception as e: + raise SixParSolverExecutionError(e) + return pv_solve.Outputs.export() + + +def cec_to_sam(cec_row: pd.Series) -> dict: + sam_row = {cec_to_sam_map[k]: cec_row[k] for k in cec_to_sam_map} + sam_row['Name'] = f"{cec_row['Manufacturer']} {cec_row['Model Number']}" + sam_row['Manufacturer'] = cec_row['Manufacturer'] + sam_row['Bifacial'] = int( + 'Bif' in cec_row['Description'] or 'bif' in cec_row['Description'] + ) + sam_row['Technology'] = 'CIS' if 'CIS' in cec_row['Technology'] else cec_row['Technology'] + return sam_row + + +def convert_row(cec_row: pd.Series) -> pd.Series: + sam_row = cec_to_sam(cec_row) + try: + coefficients = generate_module_coefficients(sam_row) + except SixParSolverExecutionError as e: + # TODO: lock log file for multiprocessing? + logger.warning(f'coefficient generation for {sam_row["Name"]} failed because {str(e).strip()}') + sam_row.update({k: None for k in sixpar_model_to_sam_outputs_map.values()}) + return pd.Series(sam_row) + sam_row.update({ + sixpar_model_to_sam_outputs_map[k]: coefficients[k] for k in sixpar_model_to_sam_outputs_map + }) + return pd.Series(sam_row) + + +def get_writer(file_path: str) -> t.Callable: + def writer(df: pd.DataFrame): + try: + df['Version'] = __version__ + df['Date'] = str(dt.date.today()) + df = df.loc[~df['Name'].isna(), sam_cec_columns] + df.to_csv(file_path, index=False, mode='a', header=False) + except Exception as e: + logger.error(e) + raise e + return writer + + +def main(input_path: str, output_path: str, processes: int): + cec_dataset = load_and_prepare_cec_dataset(input_path) + cec_chunks = np.array_split(cec_dataset, cec_dataset.shape[0] // 10) + logger.info(f'processing {cec_dataset.shape[0]} CEC modules in {len(cec_chunks)} chunks') + pd.DataFrame(columns=sam_cec_columns).to_csv(output_path, header=True, index=False) + writer = get_writer(output_path) + + with Pool(processes) as pool: + jobs = [] + for chunk in cec_chunks: + jobs.append(pool.apply_async(chunk.apply, (convert_row,), {'axis': 1})) + i = 0 + for job in jobs: + writer(job.get()) + i += 1 + if i % 100 == 0: + logger.info(f'{i} modules completed') + + +if __name__ == '__main__': + if len(argv) == 4: + n_procs = int(argv[3]) + else: + n_procs = 1 + main(argv[1], argv[2], n_procs) diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..11a9051 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,22 @@ +[tool.poetry] +name = "pvmodules" +version = "0.1.0" +description = "check for erroneous data in the CEC module dataset and generate model coefficients" +authors = ["Allen Lawrence "] +license = "BSD-3-Clause" + +[tool.poetry.dependencies] +python = "^3.8" +NREL-PySAM = "^2.2.4" +pandas = "^1.3.4" +openpyxl = "^3.0.9" + +[tool.poetry.dev-dependencies] +pytest = "^6.2.5" +jupyterlab = "^3.2.0" +black = "^21.9b0" +ipdb = "^0.13.9" + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/test/__init__.py b/test/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/test/cec_pv_module_subset.csv b/test/cec_pv_module_subset.csv new file mode 100644 index 0000000..ad044bd --- /dev/null +++ b/test/cec_pv_module_subset.csv @@ -0,0 +1,52 @@ +Manufacturer,Model Number,Description,Safety Certification,Nameplate Pmax,PTC,Notes,"Design Qualification Certification +(Optional Submission)",Performance Evaluation (Optional Submission),Family,Technology,A_c,N_s,N_p,BIPV,Nameplate Isc,Nameplate Voc,Nameplate Ipmax,Nameplate Vpmax,Average NOCT,γPmax,αIsc,βVoc,αIpmax,βVpmax,"IPmax, low","VPmax, low","IPmax, NOCT","VPmax, NOCT",Mounting,Type,Short Side,Long Side,Geometric Multiplier,P2/Pref,CEC Listing Date,Last Update +Mitsubishi Electric,PV-UJ220GA6-D,"220 W Polycrystalline Module, Lead-Free Solder, MC Connectors",UL 1703,220.0,198.6,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.648052,60.0,1.0,N,8.2,36.2,7.39,29.7,47.0,-0.41,0.15,-0.32,0.05,-0.44,1.5684897959183672,28.76012658227848,6.103034013605442,26.583577614923385,Rack,Flat Plate,0.994,1.658,1.0,0.2050452957892017,, +"Jinko Solar Co., Ltd",JKM340M-60HL-Q,"340 W, 120 half-cut cell monocrystalline module, white backsheet, 1000Vdc system rating","UL 61730, UL 1703",340.0,314.9,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.63,20.0,6.0,N,10.82,41.0,10.02,33.93,45.1,-0.38696,0.071224,-0.32224,,,1.956574018,33.19890605,7.870694864,31.52754683,,,,,,,2020-01-21,2020-07-21 +"United Renewable Energy Co., Ltd.",F6P310H4A,"310 W, 72 cell Polycrystalline module, white backsheet, 1000V max system Vdc",UL 1703,310.0,280.8,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.940352,72.0,1.0,N,8.82,46.0,8.08,38.4,47.2,-0.41,0.05,-0.31,,,1.6666957364341086,37.17399989084756,6.530746124031007,34.927380887409264,,,,,,,2019-08-01, +AU Optronics,PM060MW1_265,265 W Monocrystalline Module,UL 1741,265.0,237.2,This component is specific to ACPV modules and is not available individually.,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.637792,60.0,1.0,N,8.84,38.04,8.54,30.96,47.3,-0.4556,0.0643,-0.3459,0.000192,-0.4546,1.66,30.52,6.9,27.92,Rack,Flat Plate,0.992,1.651,1.0,0.1911818867924528,, +Stion,SN-130,130 W CIGS Thin Film Module,UL 1703,130.0,116.6,,No Information Submitted,No Information Submitted,Thin Film,Thin Film,1.094796,100.0,1.0,N,3.42,56.5,3.05,42.7,48.4,-0.4,0.007,-0.36,-0.005,-0.42,0.565979381443299,40.27936507936508,2.4211340206185565,38.24603174603175,Rack,Flat Plate,0.654,1.674,1.0,0.1753637702503682,, +Hanwha SolarOne (Qidong),SF160-24-P170,170 W Polycrystalline Module,UL 1703,170.0,150.0,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.2766400000000002,72.0,1.0,N,5.17,44.1,4.78,35.5,47.7,-0.4799,0.005,-0.34,-0.0177,-0.4579,0.9362886597938146,34.26,3.7944329896907214,31.66,Rack,Flat Plate,0.808,1.58,1.0,0.1886897028502123,, +"Jinko Solar Co., Ltd",JKM330M-6TL3-V,"330 W, 120 half-cut cell monocrystalline module, white backsheet, 1500V max system Vdc",UL 61730,330.0,305.7,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.68,20.0,6.0,N,10.92,39.31,10.11,32.64,45.3,-0.374,0.0504,-0.281,,,1.95291966759003,31.6482310469314,7.7416648199446,30.4934584837545,,,,,,,2020-12-11, +Upsolar,UP-Z260PT-B,"260 W Polycrystalline Module, Black Backsheet, Tigo, Zep Frame",UL 1703,260.0,235.7,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.62688,60.0,1.0,N,8.55,38.6,8.31,31.3,44.3,-0.467,0.04,-0.339,-0.032,-0.44,1.65,30.58,6.54,28.96,Rack,Flat Plate,0.992,1.64,1.0,0.1940653846153845,, +Heliene,72M285,285 W Monocrystalline Module,UL 1703,285.0,255.6,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.952256,72.0,1.0,N,8.45,44.4,7.9,36.1,47.5,-0.4335669549657023,0.0264134495641344,-0.3115124153498871,-0.0546442953020134,-0.3864962489580439,1.5693959731543623,34.8060572381217,6.330604026845638,32.519088635732146,Rack,Flat Plate,0.984,1.984,1.0,0.1916648634066261,, +"United Renewable Energy Co., Ltd.",D6M310E3A,,UL 1703,310.0,283.2,Formerly Neo Solar Power Corp,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.61,60.0,,,9.91,39.75,9.52,32.57,43.41,-0.48,0.09,-0.36,0.001,-0.48,1.89,31.79,7.7,29.55,,,,,,,2017-08-01,2019-11-15 +Trina Solar,TSM-350DE14H(II),"350 W, 144 half cut cell monocrystalline module, white backsheet, silver frame, 1500V max system Vdc",UL 1703,350.0,326.0,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.96,48.0,3.0,N,9.6,46.5,9.13,38.4,44.4,-0.3529,0.0451,-0.2743,-0.0063,-0.3476,1.8105254237288135,37.38024489795918,7.36202966101695,36.37518367346939,,,,,,,2019-03-01, +"Jinko Solar Co., Ltd",JKM335PP-72-J4,335 W Polycrystalline Module,UL 1703,335.0,306.2,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.835,72.0,1.0,N,9.18,47.2,8.82,38.0,45.3,-0.426,0.065,-0.325,-0.003,-0.443,1.96,37.69,7.05,34.93,,Flat Plate,0.954,1.924,1.0,0.2205146268656716,2017-06-01,2018-04-02 +Sunergy California LLC,ASUN305-60MH5BW,"305 W, 60 cell monocrystalline module, white substrate, black frame,1500V max system Vdc ",UL 1703,305.0,281.1,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.62,60.0,1.0,N,9.75,39.8,9.43,32.4,44.8,-0.40227,0.05762,-0.3095,1.7997380457380456,32.02660975609756,1.7997380457380456,32.02660975609756,7.128374220374221,29.64896341463415,,,,,,,2019-11-01,2020-02-21 +"CSI Solar Co., Ltd.",CS7N-655MB-AG,"655 W, 132 half-cut cell bifacial monocrystalline module, 1500V max system Vdc",UL 61730,655.0,610.0,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,3.07,66.0,2.0,N,18.43,45.2,17.2,38.1,43.7,-0.39,0.0531,-0.2925,,,3.464126242,37.00854111,13.93290473,34.95700265,,,,,,,2021-09-13, +Tynsolar,TYN-170S5,170 W Monocrystalline Module,UL 1703,170.0,149.2,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.3009499999999998,72.0,1.0,N,5.06,43.92,4.67,36.43,48.7,-0.476,0.1,-0.37,0.044,-0.513,0.9703896103896104,35.54846370287,3.810800865800866,32.196575689364096,Rack,Flat Plate,0.826,1.575,1.0,0.2029168226033954,, +"Jinko Solar Co., Ltd",JKM505M-7TL4-TV,"505 W, 144 half-cut cell bifacial monocrystalline module, 1500V max system Vdc",UL 61730,505.0,463.5,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,2.46,24.0,6.0,N,13.32,48.98,12.57,40.18,45.3,-0.423,0.0465,-0.326,,,2.404146171693736,39.2806249692194,9.856707656612528,36.81204333907905,,,,,,,2021-03-01, +"Risen Energy Co., Ltd.",RSM60-6-310M,"310 W, 60 cell monocrystalline module, white backsheet",UL 1703,310.0,284.8,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.64,60.0,1.0,N,9.86,40.6,9.29,33.4,45.1,-0.41043,0.06331,-0.3189,,,1.814422174840085,32.53418452380952,7.568675906183368,30.52223214285713,,,,,,,2019-03-15, +Hanwha SolarOne (Qidong),HSL60P6-PA-4-235QW,235 W Polycrystalline Module,UL 1703,235.0,209.0,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.652,60.0,1.0,N,8.55,37.0,8.05,29.2,47.7,-0.458,0.049,-0.319,0.035,-0.474,1.5466187658495352,29.03894367374227,6.483939137785292,26.320508106301187,Rack,Flat Plate,1.0,1.652,1.0,0.1911156392606699,, +"HYUNDAI ENERGY SOLUTIONS CO., LTD.",HiS-S238MG(BK),238W Monocrystalline Module,UL 1703,238.0,210.5,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.617035,60.0,1.0,N,8.3,37.2,7.8,30.6,47.0,-0.4974,0.0354,-0.3696,-0.0389,-0.471,1.5619647355163726,30.188520826500493,6.100503778337531,27.288094457199087,Rack,Flat Plate,0.983,1.645,1.0,0.1981235502033418,,2019-10-01 +"Hansol Technics Co., Ltd.",HS320UB-AN1 [Blk],"320 W, 60 cell monocrystalline module, black backsheet, 1500V max system Vdc",UL 1703,320.0,295.3,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.61,60.0,,N,9.9,41.9,9.39,34.1,46.06,-0.379,0.043,-0.282,-0.002,-0.378,1.851691810344828,32.93603951367781,7.376411637931036,31.1750699088146,,,,,,,2018-07-02, +Hanwha Q CELLS,Q.PEAK DUO BLK-G6+/HL 340,"340 W, 120 half-cut cell monocrystalline module, black backsheet, 1000V or 1500V max system Vdc",UL 61730,340.0,318.1,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.73,60.0,2.0,N,10.52,40.66,10.02,33.94,44.36,-0.343,0.044,-0.269,,,1.940684052,32.73766389,7.869267803,31.6978602,,,,,,,2021-06-11, +REC Solar,REC360TP2SM 72,"360 W, 144 half cut cell monocrystalline module, white backsheet, silver frame, 1000V max system Vdc","UL 61730, UL 1703",360.0,337.9,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.947,72.0,2.0,N,9.74,47.4,9.14,39.4,41.94,-0.366,0.038,-0.285,0.0,-0.37,1.796984093319194,36.97147394540943,7.26353764581124,36.200094292803975,Rack,Flat Plate,1.001,2.005,1.0,0.1845476405179604,,2019-05-15 +"Risen Energy Co., Ltd.",RSM120-8-600BMDG,"600 W, 120 half-cut cell dual glass bifacial monocrystalline module, 1500V max system Vdc",UL 61730,600.0,563.2,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,2.83,10.0,12.0,N,18.26,41.7,17.25,34.8,45.1,-0.323,0.042795,-0.21799,,,3.403866279,33.88876301,13.8571657,32.06830058,,,,,,,2021-10-01, +"Jinko Solar Co., Ltd",JKM290M-60H-V,"290 W Monocrystalline module, white substrate, 1500V max system Vdc",UL 1703,290.0,266.3,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.59,120.0,,N,9.55,39.5,9.02,32.2,45.2,-0.406,0.062,-0.334,0.021,-0.424,1.7800106382978722,31.350115151515148,7.198727659574467,30.2358,,,,,,,2018-04-02, +"LONGi Green Energy Technology Co., Ltd.",LR4-60HPB-365M,"365 W, 120 half-cut cell monocrystalline module, black backsheet, 1000V or 1500V max system Vdc",UL 61730,365.0,341.2,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.77,60.0,2.0,N,11.41,41.0,10.43,35.0,45.17,-0.339,0.04,-0.266,2.049576045627376,,2.054760386,33.30229885,8.326868599,32.19698276,,,,,,,2019-10-15,2020-05-21 +"HYUNDAI ENERGY SOLUTIONS CO., LTD.",HiA-S295HG,"295 W, 120 half-cell monocrystalline module, 5 busbars, white backsheet and frame, 1500V max system Vdc, wildcard ""X"" = 1",UL 1703,295.0,273.8,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.6616,60.0,2.0,N,9.68,39.05,9.24,31.93,44.64,-0.365,0.042,-0.284,1.8425625,31.39265324794145,1.7902500000000003,30.766341872522112,7.2120125,29.65526745959134,,,,,,,2019-10-01, +REC Solar,REC390TP2M 72 BLK,"390 W, 144 half cut cell monocrystalline module, white backsheet, black frame, 1000V max system Vdc",UL 1703,390.0,366.7,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.947,72.0,2.0,N,10.13,48.6,9.58,40.7,41.94,-0.366,0.038,-0.285,,,1.8834909862142104,38.191344913151376,7.613204665959703,37.39451364764268,,,,,,,2019-08-01, +SunSpark Technology Inc.,SST-400M3-72,"400 W, 72 cell monocrystalline module, white backsheet, silver Frame, 1500V max system Vdc",UL 61730,400.0,373.1,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.97,72.0,1.0,N,10.29,49.86,9.73,41.18,46.2,-0.3299,0.0133,-0.2316,,,1.941954262,40.44971429,7.737474012,29.52585714,,,,,,,2020-10-21, +Suntech Power,STP285S-20/Wew,285 W Monocrystalline Module,UL 1703,285.0,261.2,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.62688,60.0,1.0,N,9.48,39.6,9.02,31.6,44.4,-0.4267,0.0524,-0.3294,0.0607,-0.4325,1.757434620174346,30.543732590529245,7.244184308841842,29.16471680594243,Rack,Flat Plate,0.992,1.64,1.0,0.1883460108208546,, +Vietnam Sunergy Joint Stock Company,VSUN380-144BMH-DG,"380 W, 144 half-cut cell double glass bifacial monocrystalline module, 1500V max system Vdc",UL 61730,380.0,351.8,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,2.02,72.0,2.0,N,9.94,48.7,9.47,40.2,44.1,-0.3943,0.0368,-0.2605,,,1.886181631,38.38705882,7.574045408,37.33279412,,,,,,,2020-11-02, +Sunrise Solartech,SR-P672285,285 W Polycrystalline Module,UL 1703,285.0,253.3,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.942336,72.0,1.0,N,8.76,43.4,8.15,35.0,46.3,-0.4946,0.0652,-0.3587,-0.0172,-0.4813,1.6112342163901956,34.730181673893945,6.55793513245853,31.318765411104497,Rack,Flat Plate,0.992,1.958,1.0,0.1963454633488619,, +Hanwha SolarOne (Qidong),HSL60P6-PB-3-240QB,240 W Polycrystalline Module,UL 1703,240.0,213.7,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.6163679999999998,60.0,1.0,N,8.64,37.3,8.17,29.4,47.7,-0.458,0.049,-0.319,0.035,-0.474,1.569673952421205,29.23784054821996,6.580594131143581,26.50078555908407,Rack,Flat Plate,0.988,1.636,1.0,0.1912244863899391,, +"Suzhou Talesun Solar Technologies Co., Ltd.",TP660P(H)-270,270 W Polycrystalline Module,UL 1703,270.0,245.5,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.6236,60.0,1.0,N,9.09,38.5,8.63,31.3,43.2,-0.4877,0.0584,-0.3572,-0.0193,-0.4729,1.7293331818698172,30.183211213762345,6.928116551175735,28.82711054475948,Rack,Flat Plate,0.99,1.64,1.0,0.1933215877309051,,2019-06-18 +"Boviet Solar Technology Co., Ltd.",BVM6612M-375-H,"375 W, 72 cell monocrystalline module, white backsheet, 1500V max system Vdc",UL 61730,375.0,349.1,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.94,72.0,1.0,N,9.96,48.0,9.58,39.22,43.5,-0.3824,0.0389,-0.3003,,,1.871810089020772,39.15018556701031,7.517780415430268,36.81946391752578,,,,,,,2020-02-11, +Hanwha SolarOne (Qidong),HSL72P6-PB-3-305QW,305 W Polycrystalline Module,UL 1703,305.0,274.2,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.932528,72.0,1.0,N,8.9,45.5,8.45,36.1,46.5,-0.453,0.063,-0.322,0.021,-0.471,1.597770164683255,35.91638966092274,6.627749729534799,32.700700389105066,Rack,Flat Plate,0.988,1.956,1.0,0.1881512649946245,, +Hanwha SolarOne (Qidong),HSL60P6-PB-4-255QW,255 W Polycrystalline Module,UL 1703,255.0,229.2,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.6163679999999998,60.0,1.0,N,8.91,37.9,8.51,30.0,46.5,-0.453,0.063,-0.322,0.021,-0.471,1.5898922155688624,30.02020202020202,6.678566467065869,27.11414141414141,Rack,Flat Plate,0.988,1.636,1.0,0.1871721000067601,, +ET Solar Industry,ET-P672320WB,"320 W Polycrystalline Module, White Backsheet, Black Frame",UL 1703,320.0,291.9,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.9227,72.0,1.0,N,9.24,45.94,8.62,37.13,45.3,-0.422,0.0551,-0.313,0.0599,-0.435,1.6619279907084783,36.85030131826742,6.8879907084785135,34.55277643260695,Rack,Flat Plate,0.986,1.95,1.0,0.1913829600839693,, +"Jinko Solar Co., Ltd",JKM575M-7RL4-TV,"575 W, 156 half-cut cell bifacial monocrystalline module, 1500V max system Vdc",UL 61730,575.0,534.0,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,2.66,26.0,6.0,N,13.62,53.7,12.98,44.3,45.5,-0.37122,0.062194,-0.27053,,,2.549,42.871,10.095,41.405,,,,,,,2021-03-01, +"Jinko Solar Co., Ltd",JKM460M-78H-V,"460 W, 156 half-cut cell monocrystalline module, 1500V max system Vdc",UL 61730,460.0,425.8,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,2.09,26.0,6.0,N,11.08,52.32,10.45,44.02,45.4,-0.39149,0.054727,-0.3218,,,1.828495618,43.97780831,7.919410906,41.44429758,,,,,,,2021-02-22, +Seraphim Energy Group Inc.,SEG-6PB-270WW,270 W Polycrystalline Module,UL 1703,270.0,244.1,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.63,1.0,,N,8.94,38.5,8.63,31.3,45.5,-0.4573,0.0427,-0.2623,-0.012,-0.3165,1.7,30.15,6.84,28.9,,,,,,,2017-09-01, +Sunergy California LLC,ASUN325-60MM5BB,"325 W, 60 cell monocrystalline module, black substrate, black frame,1000V max system Vdc ",UL 1703,325.0,300.0,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.62,60.0,1.0,N,10.12,40.6,9.79,33.2,44.8,-0.40227,0.05762,-0.3095,1.8684449064449065,32.817390243902445,1.8684449064449065,32.817390243902445,7.400507276507278,30.381036585365862,,,,,,,2019-11-01,2020-02-21 +"Jinko Solar Co., Ltd",JKM385M-72HB-V,"385 W, 144 half cell monocrystalline module, black backsheet, 1500V max system Vdc",UL 1703,385.0,354.2,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.9,144.0,,N,9.92,49.1,9.44,40.8,45.3,-0.41,0.06,-0.33,-0.02,-0.428,1.9022413793103448,39.19458646616541,7.646603448275863,37.54009022556391,,,,,,,2018-07-02, +"United Renewable Energy Co., Ltd.",F6K370H4G-BW,"370 W, 72 cell monocrystalline module, white backsheet, black frame, 1500V max system Vdc",UL 61730,370.0,342.6,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.9188,72.0,1.0,N,9.83,48.1,9.35,39.6,45.8,-0.3646,0.0335,-0.2703,,,1.85016967126193,38.84978894472362,7.389772004241783,37.1324623115578,,,,,,,2020-11-12, +AU Optronics,PM072PW1_290,290 W Polycrystalline Module,UL 1703,290.0,263.4,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.922748,72.0,1.0,N,8.6,44.14,8.02,37.15,45.1,-0.4348,0.06261,-0.3315,0.01182,-0.4341,1.64,35.25,6.63,34.66,Rack,Flat Plate,0.983,1.956,1.0,0.1993448275862069,, +"Suzhou Talesun Solar Technologies Co., Ltd.",TP660P-230,230 W Polycrystalline Module,UL 1703,230.0,206.9,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.6236,60.0,1.0,N,8.52,36.7,7.83,29.4,45.7,-0.4544,0.0818,-0.4069,0.0395,-0.4881,1.592848004094166,29.349640287769784,6.466562180143296,26.9726618705036,Rack,Flat Plate,0.99,1.64,1.0,0.2032587650141557,,2019-06-18 +ET Solar Industry,ET-M660285BB,"285 W Monocrystalline Module, Black Backsheet, Black Frame",UL 1703,285.0,259.9,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.6111239999999998,60.0,1.0,N,9.46,39.18,8.95,31.85,45.4,-0.43,0.0618,-0.303,-0.0242,-0.451,1.7243119266055045,31.510532915360503,7.194896788990825,29.22412225705329,Rack,Flat Plate,0.986,1.634,1.0,0.1906455709461453,, +"HYUNDAI ENERGY SOLUTIONS CO., LTD.",HiS-M223MG(BK),223W Polycrystalline Module,UL 1703,223.0,200.6,,No Information Submitted,No Information Submitted,Polycrystalline,Multi-c-Si,1.617035,60.0,1.0,N,8.0,36.5,7.5,29.9,43.0,-0.5201,0.0437,-0.3856,-0.0197,-0.499,1.5238246505717916,29.084689550062954,5.967598475222363,26.74574912199324,Rack,Flat Plate,0.983,1.645,1.0,0.1987442461462498,,2019-10-01 +"Chint Solar (Zhejiang) Co., Ltd.",CHSM6610M(BL)-245,245 W Monocrystalline Module,UL 1703,245.0,220.8,,No Information Submitted,No Information Submitted,Monocrystalline,Mono-c-Si,1.626248,60.0,1.0,N,8.61,37.94,8.16,30.12,46.2,-0.4432,0.0899,-0.4119,0.0465,-0.483,1.645679969973727,30.09004971826317,6.650098836481922,27.75392774279085,Rack,Flat Plate,0.988,1.646,1.0,0.202116702517793,, +Caterpillar Inc.,PVT107,107.5 W Thin Film CdTe Module,UL 1703,107.5,99.7,,No Information Submitted,No Information Submitted,Thin Film,Thin Film,0.72,216.0,1.0,N,1.75,86.6,1.57,68.6,47.0,-0.312,0.043,-0.268,0.011,-0.342,0.31,69.09,1.15,59.83,Rack,Flat Plate,0.6,1.2,1.0,0.1992362790697674,, +EMMVEE Photovoltaic Power Private Ltd.,E385M72,"385 W, 72 cell monocrystalline module, white backsheet, 1500V max system Vdc",UL 61730,385.0,354.3,,2020-06-30 00:00:00,2020-05-28 00:00:00,Monocrystalline,Mono-c-Si,1.993,72.0,1.0,N,10.06,48.9,9.55,40.32,46.95,-0.3716,0.0525,-0.2735,,,1.84,39.85,7.63,36.82,,,,,,,2021-08-02, diff --git a/test/test_pv_modules.py b/test/test_pv_modules.py new file mode 100644 index 0000000..98b8d24 --- /dev/null +++ b/test/test_pv_modules.py @@ -0,0 +1,16 @@ +import pandas as pd +from pvmodules.cec_pv_modules import sam_cec_columns, convert_row +from numpy import nan +import pytest + + +@pytest.fixture(scope='session') +def cec_modules(): + modules = pd.read_csv('test/cec_pv_module_subset.csv') + modules['Description'] = modules['Description'].replace(nan, '') + return modules + + +def test_cec_to_sam(cec_modules): + res = cec_modules.apply(convert_row, axis=1) + assert set(res.columns).issubset(set(sam_cec_columns))