Solar irradiance estimations for modeling the variability of photovoltaic generation and assessing violations of grid constraints: A comparison between satellite and pyranometers measurements with load flow simulations
Global horizontal irradiance (GHI) is typically used to model the power output of distributed photovoltaic (PV) generation. On the one hand, satellite estimations are nonpervasive and already available from commercial providers, but they have a limited spatiotemporal resolution. On the other hand, l...
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Veröffentlicht in: | Journal of renewable and sustainable energy 2019-09, Vol.11 (5) |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Global horizontal irradiance (GHI) is typically used to model the power output of
distributed photovoltaic (PV) generation. On the one hand, satellite estimations are
nonpervasive and already available from commercial providers, but they have a limited
spatiotemporal resolution. On the other hand, local estimations, e.g., from pyranometers,
sky-cameras, and monitored PV plants, capture local irradiance patterns and dynamics, but
they require in situ monitoring infrastructure and upgrading the asset of
electrical operators. Considering that in most power systems, PV generation is typically
the aggregated contribution of many distributed plants, are local GHI estimations
necessary to characterize the variability of the power flow at the grid connection point
(GCP) and detect violations of the limits of voltages and line currents accurately? To
reply, we consider GHI measurements from a dense network of pyranometers (used to model
the ground truth GHI potential), satellite estimations for the same area, and information
about a medium and low voltage distribution system. We perform load flows at different
levels of installed PV capacity and compare the nodal voltages, line currents, and the
power at the GCP when the irradiance is from pyranometers and when from satellite
estimations, deriving conclusions on the necessity, or not, of highly spatiotemporally
resolved irradiance estimations. |
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ISSN: | 1941-7012 1941-7012 |
DOI: | 10.1063/1.5109076 |