From 2d0ed71e1308293b3081979404f8e90f2f2dde1e Mon Sep 17 00:00:00 2001 From: Echedey Luis <80125792+echedey-ls@users.noreply.github.com> Date: Mon, 17 Jun 2024 20:40:55 +0200 Subject: [PATCH] Add extraterrestrial and direct spectra of ASTM G173-03 standard spectrum (AM1.5) (#2039) * Implement all for spectrum.get_ASTM_G173 * Full implementation Implement, test and document spectrum.get_ASTM_G173 Modify spectrum.get_am15g as a wrapper of the latter Delete old file Implementation note: I've used pandas interpolate instead of scipy's because the latter is considered legacy. See docs at https://docs.scipy.org/doc/scipy/reference/generated/scipy.interpolate.interp1d.html * Minor updates to docs * Add print statements to examples * Add example from my other branch * Microoptimization :rocket: * Fix implementation * Format with Ruff, thx Ruff :green_heart: * Update v0.11.0.rst * Change signature to `get_standard_spectrum`, future-proof implementation * linter :volcano: * Update plot_standard_ASTM_G173-03.py Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Update mismatch.py Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Update mismatch.py Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * reference->standard & docs Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * docs Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Fixes Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Fix tests, I'm kinda stupid * Deprecation announcement in condition * duh * Update mismatch.py * Add fail on version * Units * Unit formatting, forgot this * Remove deprecated admonition duplicate Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Unit formatting went too far Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Function rename to get_reference_spectrum Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Clean warnings from test logs Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Fix wrongly made test https: //stackoverflow.com/questions/65255622/anydf-isna-returns-true-when-no-nans-are-present Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Other get_am15g references in code Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Update plot_standard_ASTM_G173-03.py Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * lintar * Order of commits matter Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Rm units of function not in scope Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Rename function to get_reference_spectra Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> Co-Authored-By: Mark Campanelli * Code Review from Kevin Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * linter :D Co-Authored-By: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> * Remove stupid keyword-only params requirement Co-Authored-By: Mark Campanelli --------- Co-authored-by: Kevin Anderson <57452607+kandersolar@users.noreply.github.com> Co-authored-by: Mark Campanelli --- .../spectrum/plot_standard_ASTM_G173-03.py | 31 + .../effects_on_pv_system_output/spectrum.rst | 1 + docs/sphinx/source/whatsnew/v0.11.0.rst | 7 + pvlib/data/ASTMG173.csv | 2004 +++++++++++++++++ pvlib/data/astm_g173_am15g.csv | 2003 ---------------- pvlib/spectrum/__init__.py | 1 + pvlib/spectrum/mismatch.py | 147 +- pvlib/tests/test_spectrum.py | 64 +- 8 files changed, 2228 insertions(+), 2030 deletions(-) create mode 100644 docs/examples/spectrum/plot_standard_ASTM_G173-03.py create mode 100644 pvlib/data/ASTMG173.csv delete mode 100644 pvlib/data/astm_g173_am15g.csv diff --git a/docs/examples/spectrum/plot_standard_ASTM_G173-03.py b/docs/examples/spectrum/plot_standard_ASTM_G173-03.py new file mode 100644 index 0000000000..18570b9c6d --- /dev/null +++ b/docs/examples/spectrum/plot_standard_ASTM_G173-03.py @@ -0,0 +1,31 @@ +""" +ASTM G173-03 Standard Spectrum +============================== + +This example demonstrates how to read the data from the ASTM G173-03 standard +spectrum bundled with pvlib and plot each of the components. + +The ASTM G173-03 standard provides reference solar spectral irradiance data. +""" + +import matplotlib.pyplot as plt +import pvlib + + +# %% +# Use :py:func:`pvlib.spectrum.get_reference_spectra` to read a spectra dataset +# bundled with pvlib. + +am15 = pvlib.spectrum.get_reference_spectra(standard="ASTM G173-03") + +# Plot +plt.plot(am15.index, am15["extraterrestrial"], label="Extraterrestrial") +plt.plot(am15.index, am15["global"], label="Global") +plt.plot(am15.index, am15["direct"], label="Direct") +plt.xlabel(r"Wavelength $[nm]$") +plt.ylabel(r"Irradiance $\left[\frac{W}{m^2 nm}\right]$") +plt.title("ASTM G173-03 Solar Spectral Irradiance") +plt.legend() +plt.grid(True) +plt.tight_layout() +plt.show() diff --git a/docs/sphinx/source/reference/effects_on_pv_system_output/spectrum.rst b/docs/sphinx/source/reference/effects_on_pv_system_output/spectrum.rst index 56d7a6df15..8dd74444a2 100644 --- a/docs/sphinx/source/reference/effects_on_pv_system_output/spectrum.rst +++ b/docs/sphinx/source/reference/effects_on_pv_system_output/spectrum.rst @@ -9,6 +9,7 @@ Spectrum spectrum.spectrl2 spectrum.get_example_spectral_response spectrum.get_am15g + spectrum.get_reference_spectra spectrum.calc_spectral_mismatch_field spectrum.spectral_factor_caballero spectrum.spectral_factor_firstsolar diff --git a/docs/sphinx/source/whatsnew/v0.11.0.rst b/docs/sphinx/source/whatsnew/v0.11.0.rst index 119881157b..791cd5fc4d 100644 --- a/docs/sphinx/source/whatsnew/v0.11.0.rst +++ b/docs/sphinx/source/whatsnew/v0.11.0.rst @@ -20,6 +20,10 @@ Breaking changes Deprecations ~~~~~~~~~~~~ +* Function :py:func:`pvlib.spectrum.get_am15g` has been deprecated in favor + of the new function :py:func:`pvlib.spectrum.get_reference_spectra`. Use + ``pvlib.spectrum.get_reference_spectra(standard="ASTM G173-03")["global"]`` + instead. (:pull:`2039`) Enhancements @@ -38,6 +42,9 @@ Enhancements * Add function :py:func:`pvlib.spectrum.spectral_factor_pvspec`, which calculates the spectral mismatch factor as a function of absolute airmass and clearsky index using the PVSPEC model. (:issue:`1950`, :issue:`2065`, :pull:`2072`) +* Added extraterrestrial and direct spectra of the ASTM G173-03 standard with + the new function :py:func:`pvlib.spectrum.get_reference_spectra`. + (:issue:`1963`, :pull:`2039`) Bug fixes ~~~~~~~~~ diff --git a/pvlib/data/ASTMG173.csv b/pvlib/data/ASTMG173.csv new file mode 100644 index 0000000000..9ccb12c10e --- /dev/null +++ b/pvlib/data/ASTMG173.csv @@ -0,0 +1,2004 @@ +ASTM G173-03 Reference Spectra Derived from SMARTS v. 2.9.2,,, +wavelength,extraterrestrial,global,direct +280,0.082,4.7309E-23,2.5361E-26 +280.5,0.099,1.2307E-21,1.0917E-24 +281,0.15,5.6895E-21,6.1253E-24 +281.5,0.212,1.5662E-19,2.7479E-22 +282,0.267,1.1946E-18,2.8346E-21 +282.5,0.303,4.5436E-18,1.3271E-20 +283,0.325,1.8452E-17,6.7646E-20 +283.5,0.323,3.536E-17,1.4614E-19 +284,0.299,7.267E-16,4.9838E-18 +284.5,0.25024,2.4856E-15,2.1624E-17 +285,0.17589,8.0142E-15,8.9998E-17 +285.5,0.155,4.2613E-14,6.4424E-16 +286,0.242,1.3684E-13,2.3503E-15 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-3925.0,0.006852 -3930.0,0.0070502 -3935.0,0.0073541 -3940.0,0.0074027 -3945.0,0.0075412 -3950.0,0.0076277 -3955.0,0.0077199 -3960.0,0.0077482 -3965.0,0.0078057 -3970.0,0.0076806 -3975.0,0.0075097 -3980.0,0.0073872 -3985.0,0.0074327 -3990.0,0.0073723 -3995.0,0.00721 -4000.0,0.0071043 diff --git a/pvlib/spectrum/__init__.py b/pvlib/spectrum/__init__.py index cda7202689..3194fd17a2 100644 --- a/pvlib/spectrum/__init__.py +++ b/pvlib/spectrum/__init__.py @@ -2,6 +2,7 @@ from pvlib.spectrum.mismatch import ( # noqa: F401 calc_spectral_mismatch_field, get_am15g, + get_reference_spectra, get_example_spectral_response, spectral_factor_caballero, spectral_factor_firstsolar, diff --git a/pvlib/spectrum/mismatch.py b/pvlib/spectrum/mismatch.py index 7c70a35360..9b644b2ef9 100644 --- a/pvlib/spectrum/mismatch.py +++ b/pvlib/spectrum/mismatch.py @@ -3,15 +3,17 @@ """ import pvlib +from pvlib._deprecation import deprecated from pvlib.tools import normalize_max2one import numpy as np import pandas as pd import scipy.constants from scipy.integrate import trapezoid from scipy.interpolate import interp1d -import os +from pathlib import Path from warnings import warn +from functools import partial _PLANCK_BY_LIGHT_SPEED_OVER_ELEMENTAL_CHARGE_BY_BILLION = ( @@ -87,8 +89,18 @@ def get_example_spectral_response(wavelength=None): return sr +@deprecated( + since="0.11", + removal="0.12", + name="pvlib.spectrum.get_am15g", + alternative="pvlib.spectrum.get_reference_spectra", + addendum=( + "The new function reads more data. Use it with " + + "standard='ASTM G173-03' and extract the 'global' column." + ), +) def get_am15g(wavelength=None): - ''' + r""" Read the ASTM G173-03 AM1.5 global spectrum on a 37-degree tilted surface, optionally interpolated to the specified wavelength(s). @@ -102,19 +114,19 @@ def get_am15g(wavelength=None): ---------- wavelength: 1-D sequence of numeric, optional Wavelengths at which the spectrum is interpolated. - By default the 2002 wavelengths of the standard are returned. [nm] + By default the 2002 wavelengths of the standard are returned. [nm]. Returns ------- am15g: pandas.Series - The AM1.5g standard spectrum indexed by ``wavelength``. [(W/m^2)/nm] + The AM1.5g standard spectrum indexed by ``wavelength``. [W/(m²nm)]. Notes ----- If ``wavelength`` is specified this function uses linear interpolation. If the values in ``wavelength`` are too widely spaced, the integral of the - spectrum may deviate from the standard value of 1000.37 W/m^2. + spectrum may deviate from the standard value of 1000.37 W/m². The values in the data file provided with pvlib-python are copied from an Excel file distributed by NREL, which is found here: @@ -123,32 +135,125 @@ def get_am15g(wavelength=None): More information about reference spectra is found here: https://www.nrel.gov/grid/solar-resource/spectra-am1.5.html + See Also + -------- + pvlib.spectrum.get_reference_spectra : reads also the direct and + extraterrestrial components of the spectrum. + References ---------- .. [1] ASTM "G173-03 Standard Tables for Reference Solar Spectral Irradiances: Direct Normal and Hemispherical on 37° Tilted Surface." - ''' + """ # noqa: E501 # Contributed by Anton Driesse (@adriesse), PV Performance Labs. Aug. 2022 + # modified by @echedey-ls, as a wrapper of spectrum.get_reference_spectra + standard = get_reference_spectra(wavelength, standard="ASTM G173-03") + return standard["global"] - pvlib_path = pvlib.__path__[0] - filepath = os.path.join(pvlib_path, 'data', 'astm_g173_am15g.csv') - am15g = pd.read_csv(filepath, index_col=0).squeeze() +def get_reference_spectra(wavelengths=None, standard="ASTM G173-03"): + r""" + Read a standard spectrum specified by ``standard``, optionally + interpolated to the specified wavelength(s). + + Defaults to ``ASTM G173-03`` AM1.5 standard [1]_, which returns + ``extraterrestrial``, ``global`` and ``direct`` spectrum on a 37-degree + tilted surface, optionally interpolated to the specified wavelength(s). + + Parameters + ---------- + wavelengths : numeric, optional + Wavelengths at which the spectrum is interpolated. [nm]. + If not provided, the original wavelengths from the specified standard + are used. Values outside that range are filled with zeros. + + standard : str, default "ASTM G173-03" + The reference standard to be read. Only the reference + ``"ASTM G173-03"`` is available at the moment. - if wavelength is not None: - interpolator = interp1d(am15g.index, am15g, - kind='linear', - bounds_error=False, - fill_value=0.0, - copy=False, - assume_sorted=True) + Returns + ------- + standard_spectra : pandas.DataFrame + The standard spectrum by ``wavelength [nm]``. [W/(m²nm)]. + Column names are ``extraterrestrial``, ``direct`` and ``global``. - am15g = pd.Series(data=interpolator(wavelength), index=wavelength) + Notes + ----- + If ``wavelength`` is specified, linear interpolation is used. + + If the values in ``wavelength`` are too widely spaced, the integral of each + spectrum may deviate from its standard value. + For global spectra, it is about 1000.37 W/m². + + The values of the ASTM G173-03 provided with pvlib-python are copied from + an Excel file distributed by NREL, which is found here [2]_: + https://www.nrel.gov/grid/solar-resource/assets/data/astmg173.xls + + Examples + -------- + >>> from pvlib import spectrum + >>> am15 = spectrum.get_reference_spectra() + >>> am15_extraterrestrial, am15_global, am15_direct = \ + >>> am15['extraterrestrial'], am15['global'], am15['direct'] + >>> print(am15.head()) + extraterrestrial global direct + wavelength + 280.0 0.082 4.730900e-23 2.536100e-26 + 280.5 0.099 1.230700e-21 1.091700e-24 + 281.0 0.150 5.689500e-21 6.125300e-24 + 281.5 0.212 1.566200e-19 2.747900e-22 + 282.0 0.267 1.194600e-18 2.834600e-21 + + >>> am15 = spectrum.get_reference_spectra([300, 500, 800, 1100]) + >>> print(am15) + extraterrestrial global direct + wavelength + 300 0.45794 0.00102 0.000456 + 500 1.91600 1.54510 1.339100 + 800 1.12480 1.07250 0.988590 + 1100 0.60000 0.48577 0.461130 + + References + ---------- + .. [1] ASTM "G173-03 Standard Tables for Reference Solar Spectral + Irradiances: Direct Normal and Hemispherical on 37° Tilted Surface." + .. [2] “Reference Air Mass 1.5 Spectra,” www.nrel.gov. + https://www.nrel.gov/grid/solar-resource/spectra-am1.5.html + """ # Contributed by Echedey Luis, inspired by Anton Driesse (get_am15g) + SPECTRA_FILES = { + "ASTM G173-03": "ASTMG173.csv", + } + pvlib_datapath = Path(pvlib.__path__[0]) / "data" + + try: + filepath = pvlib_datapath / SPECTRA_FILES[standard] + except KeyError: + raise ValueError( + f"Invalid standard identifier '{standard}'. Available " + + "identifiers are: " + + ", ".join(SPECTRA_FILES.keys()) + ) + + standard = pd.read_csv( + filepath, + header=1, # expect first line of description, then column names + index_col=0, # first column is "wavelength" + dtype=float, + ) - am15g.index.name = 'wavelength' - am15g.name = 'am15g' + if wavelengths is not None: + interpolator = partial( + np.interp, xp=standard.index, left=0.0, right=0.0 + ) + standard = pd.DataFrame( + index=wavelengths, + data={ + col: interpolator(x=wavelengths, fp=standard[col]) + for col in standard.columns + }, + ) - return am15g + return standard def calc_spectral_mismatch_field(sr, e_sun, e_ref=None): @@ -226,7 +331,7 @@ def calc_spectral_mismatch_field(sr, e_sun, e_ref=None): # get the reference spectrum at wavelengths matching the measured spectra if e_ref is None: - e_ref = get_am15g(wavelength=e_sun.T.index) + e_ref = get_reference_spectra(wavelengths=e_sun.T.index)["global"] # interpolate the sr at the wavelengths of the spectra # reference spectrum wavelengths may differ if e_ref is from caller diff --git a/pvlib/tests/test_spectrum.py b/pvlib/tests/test_spectrum.py index 6b1dcd4506..5c89078bc1 100644 --- a/pvlib/tests/test_spectrum.py +++ b/pvlib/tests/test_spectrum.py @@ -3,8 +3,9 @@ import pandas as pd import numpy as np from pvlib import spectrum +from pvlib._deprecation import pvlibDeprecationWarning -from .conftest import DATA_DIR, assert_series_equal +from .conftest import DATA_DIR, assert_series_equal, fail_on_pvlib_version SPECTRL2_TEST_DATA = DATA_DIR / 'spectrl2_example_spectra.csv' @@ -124,21 +125,72 @@ def test_get_example_spectral_response(): assert_allclose(sr, expected, rtol=1e-5) +@fail_on_pvlib_version('0.12') def test_get_am15g(): # test that the reference spectrum is read and interpolated correctly - e = spectrum.get_am15g() + with pytest.warns(pvlibDeprecationWarning, + match="get_reference_spectra instead"): + e = spectrum.get_am15g() assert_equal(len(e), 2002) assert_equal(np.sum(e.index), 2761442) assert_approx_equal(np.sum(e), 1002.88, significant=6) - wavelength = [270, 850, 950, 1200, 4001] - expected = [0.0, 0.893720, 0.147260, 0.448250, 0.0] + wavelength = [270, 850, 950, 1200, 1201.25, 4001] + expected = [0.0, 0.893720, 0.147260, 0.448250, 0.4371025, 0.0] - e = spectrum.get_am15g(wavelength) + with pytest.warns(pvlibDeprecationWarning, + match="get_reference_spectra instead"): + e = spectrum.get_am15g(wavelength) assert_equal(len(e), len(wavelength)) assert_allclose(e, expected, rtol=1e-6) +@pytest.mark.parametrize( + "reference_identifier,expected_sums", + [ + ( + "ASTM G173-03", # reference_identifier + { # expected_sums + "extraterrestrial": 1356.15, + "global": 1002.88, + "direct": 887.65, + }, + ), + ], +) +def test_get_reference_spectra(reference_identifier, expected_sums): + # test reading of a standard spectrum + standard = spectrum.get_reference_spectra(standard=reference_identifier) + assert set(standard.columns) == expected_sums.keys() + assert standard.index.name == "wavelength" + assert standard.index.is_monotonic_increasing is True + expected_sums = pd.Series(expected_sums) # convert prior to comparison + assert_series_equal(np.sum(standard, axis=0), expected_sums, atol=1e-2) + + +def test_get_reference_spectra_custom_wavelengths(): + # test that the spectrum is interpolated correctly when custom wavelengths + # are specified + # only checked for ASTM G173-03 reference spectrum + wavelength = [270, 850, 951.634, 1200, 4001] + expected_sums = pd.Series( + {"extraterrestrial": 2.23266, "global": 1.68952, "direct": 1.58480} + ) # for given ``wavelength`` + standard = spectrum.get_reference_spectra( + wavelength, standard="ASTM G173-03" + ) + assert_equal(len(standard), len(wavelength)) + # check no NaN values were returned + assert not standard.isna().any().any() # double any to return one value + assert_series_equal(np.sum(standard, axis=0), expected_sums, atol=1e-4) + + +def test_get_reference_spectra_invalid_reference(): + # test that an invalid reference identifier raises a ValueError + with pytest.raises(ValueError, match="Invalid standard identifier"): + spectrum.get_reference_spectra(standard="invalid") + + def test_calc_spectral_mismatch_field(spectrl2_data): # test that the mismatch is calculated correctly with # - default and custom reference spectrum @@ -149,7 +201,7 @@ def test_calc_spectral_mismatch_field(spectrl2_data): e_sun = e_sun.set_index('wavelength') e_sun = e_sun.transpose() - e_ref = spectrum.get_am15g() + e_ref = spectrum.get_reference_spectra(standard='ASTM G173-03')["global"] sr = spectrum.get_example_spectral_response() # test with single sun spectrum, same as ref spectrum