The geography factor꞉ How environmental conditions shape methane monitoring from space | Ember

The geography factor: How environmental conditions shape methane monitoring from space

Satellites are transforming global methane monitoring, offering unprecedented insights and actionable data to support mitigation efforts. With a growing number of methane-sensing instruments in orbit, a diverse community—including NGOs, governments, and other sectors—are increasingly eager to integrate satellite data into their work. This report serves as a resource for new users, helping them effectively utilise satellite data by identifying regions where environmental conditions may affect data coverage.

Available in: Español | Bahasa Indonesia

18 Mar 2025
41 Minutes Read
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Sarah Shannon
Satellite Analyst, Coal Mine Methane
Ember
Ioannis Binietoglou
Remote Sensing Policy Manager
Clean Air Task Force

Executive summary

Environmental drivers and their impact on satellite methane observations

Methane observations from space are transforming emissions mitigation efforts. An expanding array of satellite sensors now provides data tailored to a wide range of user needs. For instance, flux mappers measure methane over large areas, aiding in the improvement of methane inventories, while point-source imagers deliver high-resolution facility-level data, supporting rapid mitigation actions. Alongside the growing number of sensors, significant efforts have been made to enhance data accessibility. These efforts are proving successful, with an increasing number of potential users—including governments, NGOs, and journalists—exploring ways to integrate satellite methane data into their work. However, to use this data effectively, new users must first navigate the challenge of understanding each data product’s characteristics and determining its suitability for their specific tasks.

Integrating spaceborne methane observations into emission mitigation efforts is a crucial task. To reduce methane emissions, 159 countries have signed the Global Methane Pledge,  a voluntary commitment to reduce global methane emissions by at least 30% by 2030 compared to 2020 levels. Spaceborne methane instruments are critical for achieving this global target, as they provide new understanding of global methane emissions, bring transparency and accountability to the process and, often, provide the opportunity for rapid repair of large unintentional methane emissions. However, despite their great value and unique vantage point, satellite efficacy will be limited in certain regions by environmental factors like cloud cover, low light conditions during winter, and terrain properties. 

This report maps the regional variations of environmental conditions that can make satellites less effective for monitoring methane emissions. It highlights that, for example,  many regions in the tropics are affected by persistent cloud cover, while regions in high latitudes receive low levels of  light for several months, hindering methane observations from some sensors due to insufficient signal levels. The combined effect of these environmental factors is that in certain regions, some satellites will either be unable to observe methane emissions or will have much reduced efficacy, compared to regions with more favourable conditions,  featured in many proof-of-concept studies.This reduced efficacy, might make specific products unfit for specific uses. 

The report also estimates that 30% of upstream coal and oil and gas infrastructure lies in regions that might be challenging to observe with spaceborne instruments due to cloud cover, low light conditions, dark surfaces and mountainous terrain.

Key takeaways

01

Environmental conditions can limit the ability of satellites to monitor emissions

Environmental conditions such as cloud cover, wind speed, surface brightness, mountainous terrain, and seasonal variations in sunlight availability can all influence satellite-based methane detection. These impacts differ based on the sensor, location, and the time of the year.

For instance, in high-latitude regions, low sun angles during winter reduce available light for satellite sensors, while dark forested or snow-covered surfaces reflect less of the infrared light satellites use to detect methane, making monitoring more difficult. High winds can disperse methane plumes, and mountainous terrain may create local shading, limiting the light needed for detection. In tropical areas, persistent cloud cover can obstruct satellite monitoring of methane. 

The extent to which these effects impact satellite-based methane detection depends on the sensor and intended use of the data. For example, area flux mappers, which measure methane over larger, kilometer-scale regions, could be constrained by persistent cloud cover, potentially hindering country-level flux monitoring. In contrast, high-resolution point-source satellite sensors, designed to detect methane from individual facilities, may still identify plumes between broken clouds. 

02

30% of global coal is produced in challenging-to-monitor regions

Our analysis of global coal production estimates that a third of operations are situated in regions where satellite methane detection is hindered by environmental factors.  For example, Indonesia, a major coal producer,  is a particularly challenging area for methane monitoring due to persistent cloud cover and rugged terrain, which may impede the use of some satellite products for areas producing 84% of the nation’s  coal production.

03

29% of global on-shore oil and gas is produced in challenging-to-monitor regions

Estimates indicate that about a third of global onshore oil and gas production occurs in regions with challenging observation conditions for satellites. In these areas, which include parts of the United States, and Canada, observing systems should be carefully designed to take these limitations into account and possibly rely more heavily on alternative measurements to provide a more complete picture of emissions.

Satellites are revolutionising the way we monitor methane from space. With more open satellite data available, there is an ever-growing interest from users to understand how to use these measurements effectively. This report examines how environmental conditions can impact methane detection by satellite, at times limiting data coverage in certain regions. By explaining these constraints, we aim to help users select the most effective satellite data for their use case. Expanding the community of satellite data users creates more opportunities to reduce methane emissions— an essential step toward curbing climate change.

Next Chapter
Chapter 1: Monitoring methane emissions
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