Methods for Spatial Extrapolation of Methane Measurements in Constructing Regional Estimates from Sample Populations

Environ Sci Technol. 2024 Feb 13;58(6):2739-2749. doi: 10.1021/acs.est.3c08185. Epub 2024 Feb 1.

Abstract

Methane emission estimates for oil and gas facilities are typically based on estimates at a subpopulation of facilities, and these emission estimates are then extrapolated to a larger region or basin. Basin-level emission estimates are then frequently compared with basin-level observations. Methane emissions from oil and gas systems are inherently variable and intermittent, which make it difficult to determine whether a sample population is sufficiently large to be representative of a larger region. This work develops a framework for extrapolation of emission estimates using the case study of an operator in the Green River Basin. This work also identifies a new metric, the capture ratio, which quantifies the extent to which sources are represented in the sample population, based on the skewness of emissions for each source. There is a strong correlation between the capture ratio and extrapolation error, which suggests that understanding source-level emissions distributions can mitigate error when sample populations are selected and extrapolating measurements. The framework and results from this work can inform the selection and extrapolation of site measurements when developing methane emission inventories and establishing uncertainty bounds to assess whether inventory estimates are consistent with independent large spatial-scale observations.

Keywords: extrapolation; greenhouse gas inventories; methane; methane inventories; methane measurement; sampling; uncertainty.

MeSH terms

  • Air Pollutants* / analysis
  • Methane / analysis
  • Natural Gas* / analysis
  • Uncertainty

Substances

  • Natural Gas
  • Air Pollutants
  • Methane