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Updated: Jun 25, 2026

Surface Renewal: An Advanced Micrometeorological Method for Measuring and Processing Field-Scale Energy Flux Density Data
Published on: December 12, 2013
Quantifying avoided fuel use and emissions from solar photovoltaic generation in the Western United States
Paul Denholm1, Robert M Margolis, James M Milford
1National Renewable Energy Laboratory, 1617 Cole Blvd, Golden, Colorado 80401, USA. paul_denholm@nrel.gov
Abstract:
The electric power system in the Western United States was simulated to evaluate the potential of solar photovoltaics (PV) in reducing fossil-fuel use and associated emissions. The simulations used a utility production cost model to evaluate a series of PV penetrations where up to 10% of the region's electricity is derived from PV. The analysis focused on California, which uses gas for a large fraction of its generation and Colorado, which derives most of its electricity from coal. PV displaces gas and electricity imports almost exclusively in California, with a displacement rate of about 6000-9000 kJ per kWh of PV energy generated. In Colorado, PV offsets mostly gas at low penetration, with increasing coal displacement during nonsummer months and at higher penetration. Associated reductions in CO2, NOx, and SO2 emissions are also calculated.
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