diff --git a/docs/examples/day-night-masking.py b/docs/examples/day-night-masking.py new file mode 100644 index 00000000..2aecac25 --- /dev/null +++ b/docs/examples/day-night-masking.py @@ -0,0 +1,125 @@ +""" +Day-Night Masking +================= + +Masking day-night periods using the PVAnalytics daytime module. +""" + +# %% +# Identifying and masking day-night periods in an AC power time series or +# irradiance time series can aid in future data analysis, such as detecting +# if a time series has daylight savings time or time shifts. Here, we use +# :py:func:`pvanalytics.features.daytime.power_or_irradiance` to mask day/night +# periods, as well as to estimate sunrise and sunset times in the data set. +# This function is particularly useful for cases where the time zone of a data +# stream is unknown or incorrect, as its outputs can be used to determine time +# zone. + +import pvanalytics +from pvanalytics.features.daytime import power_or_irradiance +import matplotlib.pyplot as plt +import pandas as pd +import pathlib +import pvlib +import numpy as np + +# %% +# First, read in the 1-minute sampled AC power time series data, taken +# from the SERF East installation on the NREL campus. +# This sample is provided from the NREL PVDAQ database, and contains +# a column representing an AC power data stream. + +pvanalytics_dir = pathlib.Path(pvanalytics.__file__).parent +ac_power_file = pvanalytics_dir / 'data' / 'serf_east_1min_ac_power.csv' +data = pd.read_csv(ac_power_file, index_col=0, parse_dates=True) +data = data.sort_index() +# This is the known frequency of the time series. You may need to infer +# the frequency or set the frequency with your AC power time series. +freq = "1T" +# These are the latitude-longitude coordinates associated with the +# SERF East system. +latitude = 39.742 +longitude = -105.173 +# Plot the time series. +data['ac_power__752'].plot() +plt.xlabel("Date") +plt.ylabel("AC Power (kW)") +plt.tight_layout() +plt.show() + +# %% +# It is critical to set all negative values in the AC power time series to 0 +# for :py:func:`pvanalytics.features.daytime.power_or_irradiance` to work +# properly. Negative erroneous data may affect daytime mask assignments. +data.loc[data['ac_power__752'] < 0, 'ac_power__752'] = 0 + +# %% +# Now, use :py:func:`pvanalytics.features.daytime.power_or_irradiance` +# to mask day periods in the time series. +predicted_day_night_mask = power_or_irradiance(series=data['ac_power__752'], + freq=freq) + +# %% +# Function :py:func:`pvlib.solarposition.sun_rise_set_transit_spa` is +# used to get ground-truth sunrise and sunset times for each day at the site +# location, and a SPA-daytime mask is calculated based on these times. Data +# associated with SPA daytime periods is labeled as True, and data associated +# with SPA nighttime periods is labeled as False. +# SPA sunrise and sunset times are used here as a point of comparison to the +# :py:func:`pvanalytics.features.daytime.power_or_irradiance` outputs. +# SPA-based sunrise and sunset values are not +# needed to run :py:func:`pvanalytics.features.daytime.power_or_irradiance`. + +sunrise_sunset_df = pvlib.solarposition.sun_rise_set_transit_spa(data.index, + latitude, + longitude) +data['sunrise_time'] = sunrise_sunset_df['sunrise'] +data['sunset_time'] = sunrise_sunset_df['sunset'] + +data['daytime_mask'] = True +data.loc[(data.index < data.sunrise_time) | + (data.index > data.sunset_time), "daytime_mask"] = False + + +# %% +# Plot the AC power data stream with the mask output from +# :py:func:`pvanalytics.features.daytime.power_or_irradiance`, +# as well as the SPA-calculated sunrise and sunset + +data['ac_power__752'].plot() +data.loc[predicted_day_night_mask, 'ac_power__752'].plot(ls='', marker='o') +data.loc[~predicted_day_night_mask, 'ac_power__752'].plot(ls='', marker='o') +sunrise_sunset_times = sunrise_sunset_df[['sunrise', + 'sunset']].drop_duplicates() +for sunrise, sunset in sunrise_sunset_times.itertuples(index=False): + plt.axvline(x=sunrise, c="blue") + plt.axvline(x=sunset, c="red") +plt.legend(labels=["AC Power", "Daytime", "Nighttime", + "SPA Sunrise", "SPA Sunset"]) +plt.xlabel("Date") +plt.ylabel("AC Power (kW)") +plt.tight_layout() +plt.show() + +# %% +# Compare the predicted mask to the ground-truth SPA mask, to get the model +# accuracy. Also, compare sunrise and sunset times for the predicted mask +# compared to the ground truth sunrise and sunset times. +acc = 100 * np.sum(np.equal(data.daytime_mask, + predicted_day_night_mask))/len(data.daytime_mask) +print("Overall model prediction accuracy: " + str(round(acc, 2)) + "%") + +# Generate predicted + SPA sunrise times for each day +print("Sunrise Comparison:") +print(pd.DataFrame({'predicted_sunrise': predicted_day_night_mask + .index[predicted_day_night_mask] + .to_series().resample("d").first(), + 'pvlib_spa_sunrise': sunrise_sunset_df["sunrise"] + .resample("d").first()})) +# Generate predicted + SPA sunset times for each day +print("Sunset Comparison:") +print(pd.DataFrame({'predicted_sunset': predicted_day_night_mask + .index[predicted_day_night_mask] + .to_series().resample("d").last(), + 'pvlib_spa_sunset': sunrise_sunset_df["sunrise"] + .resample("d").last()})) diff --git a/docs/whatsnew/0.1.2.rst b/docs/whatsnew/0.1.2.rst index 9049da80..151020a6 100644 --- a/docs/whatsnew/0.1.2.rst +++ b/docs/whatsnew/0.1.2.rst @@ -33,8 +33,12 @@ Documentation * Added examples for the quality.outliers module, including :py:func:`pvanalytics.quality.outliers.tukey`, :py:func:`pvanalytics.quality.outliers.zscore`, - :py:func:`pvanalytics.quality.outliers.hampel`, + :py:func:`pvanalytics.quality.outliers.hampel` (:issue:`133`, :pull:`138`) +* Added examples for the pvanalytics.features.daytime module, + including :py:func:`pvanalytics.features.daytime.power_or_irradiance` + (:issue:`133`, :pull:`139`) + Contributors ~~~~~~~~~~~~ diff --git a/pvanalytics/data/serf_east_1min_ac_power.csv b/pvanalytics/data/serf_east_1min_ac_power.csv new file mode 100644 index 00000000..2117c39c --- /dev/null +++ b/pvanalytics/data/serf_east_1min_ac_power.csv @@ -0,0 +1,2608 @@ +measured_on,ac_power__752 +2022-03-18 04:33:00-07:00,-2.7098 +2022-03-18 04:34:00-07:00,-2.5969 +2022-03-18 04:35:00-07:00,-2.7098 +2022-03-18 04:36:00-07:00,-2.5969 +2022-03-18 04:37:00-07:00,-2.5291 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