Agrivoltaics - PAR diffuse fraction model

docs/examples/agrivoltaics/README.rst

@@ -0,0 +1,2 @@
+Agrivoltaic Systems Modelling
+-----------------------------

docs/examples/agrivoltaics/plot_diffuse_PAR_Spitters_relationship.py

@@ -0,0 +1,161 @@
+"""
+Calculating daily diffuse PAR using Spitter's relationship
+==========================================================
+
+This example demonstrates how to calculate the diffuse photosynthetically
+active radiation (PAR) from diffuse fraction of broadband insolation.
+"""
+
+# %%
+# The photosynthetically active radiation (PAR) is a key metric in quantifying
+# the photosynthesis process of plants. As with broadband irradiance, PAR can
+# be divided into direct and diffuse components. The diffuse fraction of PAR
+# with respect to the total PAR is important in agrivoltaic systems, where
+# crops are grown under solar panels. The diffuse fraction of PAR can be
+# calculated using the Spitter's relationship [1]_ implemented in
+# :py:func:`~pvlib.irradiance.diffuse_par_spitters`.
+# This model requires the average daily solar zenith angle and the
+# daily fraction of the broadband insolation that is diffuse as inputs.
+#
+# .. note::
+#    Understanding the distinction between the broadband insolation and the PAR
+#    is a key concept. Broadband insolation is the total amount of solar
+#    energy that gets to a surface, often used in PV applications, while PAR
+#    is a measurement of a narrower spectrum of wavelengths that are involved
+#    in photosynthesis. See section on *Photosynthetically Active insolation*
+#    in pp. 222-223 of [1]_.
+#
+# References
+# ----------
+# .. [1] C. J. T. Spitters, H. A. J. M. Toussaint, and J. Goudriaan,
+#    'Separating the diffuse and direct component of global radiation and its
+#    implications for modeling canopy photosynthesis Part I. Components of
+#    incoming radiation', Agricultural and Forest Meteorology, vol. 38,
+#    no. 1, pp. 217-229, Oct. 1986, :doi:`10.1016/0168-1923(86)90060-2`.
+#
+# Read some example data
+# ^^^^^^^^^^^^^^^^^^^^^^
+# Let's read some weather data from a TMY3 file and calculate the solar
+# position.
+
+import pvlib
+import pandas as pd
+import matplotlib.pyplot as plt
+from matplotlib.dates import AutoDateLocator, ConciseDateFormatter
+from pathlib import Path
+
+# Datafile found in the pvlib distribution
+DATA_FILE = Path(pvlib.__path__[0]).joinpath("data", "723170TYA.CSV")
+
+tmy, metadata = pvlib.iotools.read_tmy3(
+    DATA_FILE, coerce_year=2002, map_variables=True
+)
+tmy = tmy.filter(
+    ["ghi", "dhi", "dni", "pressure", "temp_air"]
+)  # remaining columns are not needed
+tmy = tmy["2002-09-06":"2002-09-21"]  # select some days
+
+solar_position = pvlib.solarposition.get_solarposition(
+    # TMY timestamp is at end of hour, so shift to center of interval
+    tmy.index.shift(freq="-30T"),
+    latitude=metadata["latitude"],
+    longitude=metadata["longitude"],
+    altitude=metadata["altitude"],
+    pressure=tmy["pressure"] * 100,  # convert from millibar to Pa
+    temperature=tmy["temp_air"],
+)
+solar_position.index = tmy.index  # reset index to end of the hour
+
+# %%
+# Calculate daily values
+# ^^^^^^^^^^^^^^^^^^^^^^
+# The daily average solar zenith angle and the daily diffuse fraction of
+# broadband insolation are calculated as follows:
+
+daily_solar_zenith = solar_position["zenith"].resample("D").mean()
+# integration over the day with a time step of 1 hour
+daily_tmy = tmy[["ghi", "dhi"]].resample("D").sum() * 1
+daily_tmy["diffuse_fraction"] = daily_tmy["dhi"] / daily_tmy["ghi"]
+
+# %%
+# Calculate Photosynthetically Active Radiation
+# ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+# The total PAR can be approximated as 0.50 times the broadband horizontal
+# insolation (integral of GHI) for an average solar elevation higher that 10°.
+# See section on *Photosynthetically Active Radiation* in pp. 222-223 of [1]_.
+
+par = pd.DataFrame({"total": 0.50 * daily_tmy["ghi"]}, index=daily_tmy.index)
+if daily_solar_zenith.min() < 10:
+    raise ValueError(
+        "The total PAR can't be assumed to be half the broadband insolation "
+        + "for average zenith angles lower than 10°."
+    )
+
+# Calculate broadband insolation diffuse fraction, input of the Spitter's model
+daily_tmy["diffuse_fraction"] = daily_tmy["dhi"] / daily_tmy["ghi"]
+
+# Calculate diffuse PAR fraction using Spitter's relationship
+par["diffuse_fraction"] = pvlib.irradiance.diffuse_par_spitters(
+    solar_position["zenith"], daily_tmy["diffuse_fraction"]
+)
+
+# Finally, calculate the diffuse PAR
+par["diffuse"] = par["total"] * par["diffuse_fraction"]
+
+# %%
+# Plot the results
+# ^^^^^^^^^^^^^^^^
+# Insolation on left axis, diffuse fraction on right axis
+
+fig, ax_l = plt.subplots(figsize=(12, 6))
+ax_l.set(
+    xlabel="Time",
+    ylabel="Daily insolation $[Wh/m^2/day]$",
+    title="Diffuse PAR using Spitter's relationship",
+)
+ax_l.xaxis.set_major_formatter(
+    ConciseDateFormatter(AutoDateLocator(), tz=daily_tmy.index.tz)
+)
+ax_l.plot(
+    daily_tmy.index,
+    daily_tmy["ghi"],
+    label="Broadband: total",
+    color="deepskyblue",
+)
+ax_l.plot(
+    daily_tmy.index,
+    daily_tmy["dhi"],
+    label="Broadband: diffuse",
+    color="skyblue",
+    linestyle="-.",
+)
+ax_l.plot(daily_tmy.index, par["total"], label="PAR: total", color="orangered")
+ax_l.plot(
+    daily_tmy.index,
+    par["diffuse"],
+    label="PAR: diffuse",
+    color="coral",
+    linestyle="-.",
+)
+ax_l.grid()
+ax_l.legend(loc="upper left")
+
+ax_r = ax_l.twinx()
+ax_r.set(ylabel="Diffuse fraction")
+ax_r.plot(
+    daily_tmy.index,
+    daily_tmy["diffuse_fraction"],
+    label="Broadband diffuse fraction",
+    color="plum",
+    linestyle=":",
+)
+ax_r.plot(
+    daily_tmy.index,
+    par["diffuse_fraction"],
+    label="PAR diffuse fraction",
+    color="chocolate",
+    linestyle=":",
+)
+ax_r.legend(loc="upper right")
+
+plt.show()

docs/sphinx/source/reference/irradiance/components.rst

@@ -14,3 +14,4 @@ Decomposing and combining irradiance
    irradiance.get_ground_diffuse
    irradiance.dni
    irradiance.complete_irradiance
+   irradiance.diffuse_par_spitters

docs/sphinx/source/whatsnew/v0.11.0.rst

@@ -50,6 +50,10 @@ Enhancements
 * 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`)
+* Add function :py:func:`pvlib.irradiance.diffuse_par_spitters` to calculate the
+  diffuse fraction of Photosynthetically Active Radiation (PAR) from the
+  global diffuse fraction and the solar zenith.
+  (:issue:`2047`, :pull:`2048`)
 
 Bug fixes
 ~~~~~~~~~

pvlib/irradiance.py

@@ -3761,3 +3761,76 @@ def louche(ghi, solar_zenith, datetime_or_doy, max_zenith=90):
         data = pd.DataFrame(data, index=datetime_or_doy)
 
     return data
+
+
+def diffuse_par_spitters(daily_solar_zenith, global_diffuse_fraction):
+    r"""
+    Derive daily diffuse fraction of Photosynthetically Active Radiation (PAR)
+    from daily average solar zenith and diffuse fraction of daily insolation.
+
+    The relationship is based on the work of Spitters et al. (1986) [1]_. The
+    resulting value is the fraction of daily PAR that is diffuse.
+
+    .. note::
+       This diffuse fractions are defined as the ratio of
+       diffuse to global daily insolations, in J m⁻² day⁻¹ or equivalent.
+
+    Parameters
+    ----------
+    daily_solar_zenith : numeric
+        Average daily solar zenith angle. In degrees [°].
+
+    global_diffuse_fraction : numeric
+        Fraction of daily global broadband insolation that is diffuse.
+        Unitless [0, 1].
+
+    Returns
+    -------
+    par_diffuse_fraction : numeric
+        Fraction of daily photosynthetically active radiation (PAR) that is
+        diffuse. Unitless [0, 1].
+
+    Notes
+    -----
+    The relationship is given by equations (9) & (10) in [1]_ and (1) in [2]_:
+
+    .. math::
+
+        k_{diffuse\_PAR}^{model} = \frac{PAR_{diffuse}}{PAR_{total}} =
+        \frac{\left[1 + 0.3 \left(1 - \left(k_d\right) ^2\right)\right]
+        k_d}
+        {1 + \left(1 - \left(k_d\right)^2\right) \cos ^2 (90 - \beta)
+        \cos ^3 \beta}
+
+    where :math:`k_d` is the diffuse fraction of the global insolation, and
+    :math:`\beta` is the daily average of the solar elevation angle in degrees.
+
+    A comparison using different models for the diffuse fraction of
+    the global insolation can be found in [2]_ in the context of Sweden.
+
+    References
+    ----------
+    .. [1] C. J. T. Spitters, H. A. J. M. Toussaint, and J. Goudriaan,
+       'Separating the diffuse and direct component of global radiation and its
+       implications for modeling canopy photosynthesis Part I. Components of
+       incoming radiation', Agricultural and Forest Meteorology, vol. 38,
+       no. 1, pp. 217-229, Oct. 1986, :doi:`10.1016/0168-1923(86)90060-2`.
+    .. [2] S. Ma Lu et al., 'Photosynthetically active radiation decomposition
+       models for agrivoltaic systems applications', Solar Energy, vol. 244,
+       pp. 536-549, Sep. 2022, :doi:`10.1016/j.solener.2022.05.046`.
+    """
+    # notation change:
+    # cosd(90-x) = sind(x) and 90-solar_elevation = solar_zenith
+    cosd_solar_zenith = tools.cosd(daily_solar_zenith)
+    cosd_solar_elevation = tools.sind(daily_solar_zenith)
+    par_diffuse_fraction = (
+        (1 + 0.3 * (1 - global_diffuse_fraction**2))
+        * global_diffuse_fraction
+        / (
+            1
+            + (1 - global_diffuse_fraction**2)
+            * cosd_solar_zenith**2
+            * cosd_solar_elevation**3
+        )
+    )
+    return par_diffuse_fraction

pvlib/tests/test_irradiance.py

@@ -1419,3 +1419,23 @@ def test_SURFACE_ALBEDOS_deprecated():
 @pytest.mark.filterwarnings("ignore:SURFACE_ALBEDOS")
 def test_SURFACE_ALBEDO_equals():
     assert irradiance.SURFACE_ALBEDOS == albedo.SURFACE_ALBEDOS
+
+
+def test_diffuse_par_spitters():
+    solar_zenith, global_diffuse_fraction = np.meshgrid(
+        [90, 85, 75, 60, 40, 30, 10, 0], [0.01, 0.1, 0.3, 0.6, 0.8, 0.99]
+    )
+    solar_zenith = solar_zenith.ravel()
+    global_diffuse_fraction = global_diffuse_fraction.ravel()
+    result = irradiance.diffuse_par_spitters(
+        solar_zenith, global_diffuse_fraction
+    )
+    expected = np.array([
+        0.01300, 0.01290, 0.01226, 0.01118, 0.01125, 0.01189, 0.01293, 0.01300,
+        0.12970, 0.12874, 0.12239, 0.11174, 0.11236, 0.11868, 0.12905, 0.12970,
+        0.38190, 0.37931, 0.36201, 0.33273, 0.33446, 0.35188, 0.38014, 0.38190,
+        0.71520, 0.71178, 0.68859, 0.64787, 0.65033, 0.67472, 0.71288, 0.71520,
+        0.88640, 0.88401, 0.86755, 0.83745, 0.83931, 0.85746, 0.88478, 0.88640,
+        0.99591, 0.99576, 0.99472, 0.99270, 0.99283, 0.99406, 0.99581, 0.99591,
+    ])  # fmt: skip
+    assert_allclose(result, expected, atol=1e-5)