Satellite-detected oil-gas methane point sources emitted 7.6 Tg y-1 in 2025
By modeling how often satellites miss small emissions, the authors estimate annual methane output for 1924 oil-gas point sources, finding higher persistence and higher emissions than earlier estimates.
Why it matters
Satellites see only brief snapshots of methane plumes, yet inventories need yearly averages. This method turns sparse, open-access plume data into annual rates for individual sources. The results suggest many large sources are underestimated or missing in a bottom-up inventory built from national reports.
What they did
The authors used plume observations and clear-sky non-detections from Sentinel-2, Landsat, EnMAP, PRISMA, EMIT and Tanager, compiled by UNEP’s IMEO and Carbon Mapper. They fit a probability of detection (POD) for each instrument with Bayesian inference. They adjusted it locally using background noise maps from EMIT and Sentinel-2. For each source and year they combined the emission rate distribution, local wind speed and persistence into an annual mean rate.
Key findings
- The fitted PODs are lower than those commonly reported from controlled releases under favorable conditions.
- Annual mean rates were estimated for 1924 individual sources. Detected point sources totaled 7.6 Tg y-1 in 2025, and 245 sources emitted more than 1 ton h-1 on an annual basis.
- 18% of sources detected in 2022-2024 were not detected in later years. Of 78 sources detected in 2022, 47 were detected in all four years.
- Counting emissions below the detection threshold gives a mean persistence of 51%, and 56% in 2023. Jervis et al. (2025) reported 16%.
- Estimates correlate weakly with the GFEI v3 inventory (r = 0.18) and are 2.5-fold larger on average in observed grid cells. Adding missing point sources would raise GFEI by 5.8 Tg y-1 (14%).
Limitations
- Error on annual rates averages 67%, mostly from the lognormal fit. Individual estimates are therefore uncertain.
- The POD is derived from detections only, so it overstates a satellite’s true global detection ability. Offshore sources and low-wind observations are excluded, and cloudy tropical basins are poorly observed.
- Agreement with the GHGSat estimates is modest (r = 0.36). The method assumes ergodicity and that local noise ratios from EMIT and Sentinel-2 apply to the other instruments.
Glossary
- Probability of detection (POD): The chance that an instrument detects a plume of a given emission size.
- Persistence: The fraction of time a source is actually emitting.
- Plume-imaging satellite: A satellite that images methane plumes from individual sources using sunlight reflected in shortwave infrared.
- GFEI: The Global Fuel Exploitation Inventory, a bottom-up map of fossil fuel methane emissions based on national reports.
Original paper
Annual mean methane emissions from individual oil-gas point sources worldwide inferred from multi-satellite plume-imaging observations
EarthArXiv · 30 September 2026
This paper is a preprint. It has not been peer reviewed, and its results may change.
AI-generated summary of the original article; changes were made. Check the original before relying on it.