Search NASA⌕ Search

DOE OSTI · code-67364

SoDa: An Irradiance-Based Synthetic Solar Data Generation Tool (SoDa) v0.1

Abstract

SoDa is an irradiance-based synthetic Solar Data generation tool to generate realistic sub-minute solar photovoltaic (PV) power time series, that emulate the weather pattern for a certain geographical location. Our tool relies on the National Solar Radiation Database (NSRDB) to obtain irradiance and weather data patterns for the site. Irradiance is mapped onto a PV model estimate of a solar plant's 30-min power output, based on the configuration of the panel. We use a stochastic model with a switching behavior due to different weather regimes as provided by the cloud type label in the NSRDB, with parameters for the cloudy states trained on the high-resolution solar power measurements from a Phasor Measurement Unit (PMU).

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

Carreno, IgnacioLosada, Scaglione, Anna, Pinney, David, Ramakrishna, Raksha. 2021-11-04. SoDa: An Irradiance-Based Synthetic Solar Data Generation Tool (SoDa) v0.1. https://doi.org/10.11578/dc.20211123.5

Cite the original work for its findings. Save a collection to share your selection of sources.