3_methane
π Space π Planet π Geopolitics
Climate, war, pollution: how satellites are documenting our greatest challenges

Satellite images reveal the extent of methane leaks across the world

with Marielle Saunois, Lecturer and Researcher at Université Versailles Saint Quentin and Member of Climate and Environmental Sciences Laboratory
On March 19th, 2025 |
4 min reading time
Marielle Saunois
Marielle Saunois
Lecturer and Researcher at Université Versailles Saint Quentin and Member of Climate and Environmental Sciences Laboratory
Key takeaways
  • Some countries in the world are home to “super-emitters”, i.e. industrial sites that release large amounts of methane.
  • Satellite data now makes it possible to measure methane leaks independently, without relying on industry estimates.
  • In 2022, scientists revealed significant methane emissions using TROPOMI data; two-thirds of the events are related to oil and gas production.
  • In 2018, a team pointed out that emissions from the oil and gas sector in the United States exceeded those estimated by the Environmental Protection Agency by 60%.
  • However, the effectiveness of satellites can be hampered, for example, by limited spatial resolution or atmospheric interference.

At the end of 2022, the press revealed that Cent­ral Asia, the Middle East, and the United States are home to around fifty indus­tri­al sites releas­ing large quant­it­ies of meth­ane – a green­house gas – into the atmo­sphere. The pub­lic then dis­covered the meth­ane “super-emit­ters”, indus­tri­al­ists in the fossil energy, waste treat­ment and agri­cul­tur­al sec­tors. Anthro­po­gen­ic meth­ane emis­sions are mainly due to live­stock farm­ing, rice cul­tiv­a­tion, the decom­pos­i­tion of waste in land­fills and the exploit­a­tion of fossil fuels. The rev­el­a­tions are par­tic­u­larly strik­ing for the fossil industry: these super-emis­sions are the res­ult of leaks from install­a­tions (wells or pipelines) or incom­plete flar­ing – or even a lack of flar­ing – in oil, coal or gas install­a­tions, a prac­tice which nev­er­the­less pre­vents the release of meth­ane into the atmosphere.

The dis­cov­ery was made thanks to data from the EMIT satel­lite mis­sion of NASA. “Before the satel­lite data, we sus­pec­ted that sig­ni­fic­ant meth­ane leaks were occur­ring, but we did­n’t know where, when or how much,” explains Mar­i­elle Saun­ois. “Satel­lites allow meth­ane leaks to be meas­ured inde­pend­ently of industry estim­ates.” Meas­ure­ments can be taken on board aero­planes, weath­er bal­loons and even drones. “These in-situ meas­ure­ments are very loc­al­ised and sporad­ic,” says Mar­i­elle Saun­ois. “How­ever, it is import­ant to be able to mon­it­or changes in meth­ane con­cen­tra­tions, for example to check wheth­er the leak has been repaired.”

Source: IEA, Reports, Glob­al meth­ane track­er 20241.

The first satel­lite obser­va­tions of meth­ane were made in the early 2000s. On board the Envisat satel­lite, the European instru­ment SCIAMACHY was a spec­tro­met­er ded­ic­ated to meas­ur­ing the chem­istry of the atmo­sphere – an obser­va­tion instru­ment that determ­ines chem­ic­al com­pos­i­tion by decom­pos­ing the light spec­trum. In 2005, the first res­ults from SCIAMACHY made it pos­sible to char­ac­ter­ise nat­ur­al and anthro­po­gen­ic sources of meth­ane2. At the time, the instru­ment was unable to identi­fy super-emit­ters due to its low spa­tial resolution.

Sub­sequent gen­er­a­tions of satel­lites have revolu­tion­ised our know­ledge of the plan­et. The Japan­ese GOSAT and European IASI mis­sions, and espe­cially the European TROPOMI instru­ment on board the European Sen­tinel-5P satel­lite since 2017, provide data at finer res­ol­u­tions. Every day, TROPOMI provides meas­ure­ments of meth­ane con­cen­tra­tion across the globe at a res­ol­u­tion of 5.5 x 7 km2. In addi­tion to this tech­no­lo­gic­al advance, there are devel­op­ments in data pro­cessing, such as the use of neur­al net­works and arti­fi­cial intel­li­gence3.

Satellites reveal massive methane emissions, exceeding industrial estimates

In 2022, in the journ­al Sci­ence, an inter­na­tion­al team revealed extens­ive meth­ane emis­sions using data from TROPOMI4. More than 1,800 anom­alies asso­ci­ated with super-emit­ter sites (releas­ing more than 25 tonnes of meth­ane per hour) were detec­ted on the plan­et over the peri­od 2019–2020. Two-thirds of the events are linked to oil and gas pro­duc­tion, and occur mainly in Rus­sia, Turk­menistan, the United States, the Middle East and Algeria.

Anoth­er rev­el­a­tion of the satel­lite images was that the offi­cial data greatly under­es­tim­ate meth­ane emis­sions. In 2018, based on ground meas­ure­ments, a team already poin­ted out that its estim­ate of emis­sions from the oil and gas sec­tor in the United States was 60% high­er than that of the Envir­on­ment­al Pro­tec­tion Agency invent­ory5. In 2023, anoth­er team (Shen et al., 2023, in the fig­ure below) used satel­lite data to quanti­fy nation­al meth­ane emis­sions from hydro­car­bon exploit­a­tion6. The res­ult: total emis­sions are 30% high­er than those offi­cially repor­ted by states under the United Nations Frame­work Con­ven­tion on Cli­mate Change, mainly due to under-report­ing by the four highest-emit­ting coun­tries (United States, Rus­sia, Venezuela and Turk­menistan). Meth­ane emis­sions amount to 62 mil­lion tonnes per year for the oil and gas sec­tor, and 32 mil­lion tonnes per year for the coal sec­tor. For the cli­mate, this rep­res­ents the equi­val­ent of 20 years of CO2 emis­sions from nat­ur­al gas com­bus­tion, accord­ing to the authors.

Oth­er estim­ates have been made by vari­ous insti­tu­tions: the Glob­al Meth­ane Budget sci­entif­ic con­sor­ti­um and the Inter­na­tion­al Energy Agency (IEA). All are high­er than the data sub­mit­ted by the States and are much high­er than those provided by the indus­tries them­selves. “Meth­ane is the second most pre­val­ent green­house gas emit­ted by human activ­ity: it is cru­cial to have a good under­stand­ing of its emis­sions in order to reduce them and mit­ig­ate cli­mate change,” points out Mar­i­elle Saun­ois. In Octo­ber 2024, aver­age meth­ane con­cen­tra­tions in the atmo­sphere reached 1,943 parts per mil­lion, 2.6 times high­er than before the indus­tri­al era7. Anthro­po­gen­ic emis­sions (those linked to human activ­ity) account for around two-thirds of meth­ane releases, with nat­ur­al sources mainly being wet­lands and inland fresh­wa­ters8. While the IEA believes that redu­cing emis­sions from fossil fuel indus­tries is “one of the most prag­mat­ic and cost-effect­ive options for redu­cing green­house gas emis­sions,” satel­lites are valu­able allies in identi­fy­ing the most effect­ive levers.

[Source: IEA, Reports, Glob­al meth­ane track­er 20249.

Is an increase in the number of satellite missions dedicated to methane monitoring on the horizon?

“In recent years, the num­ber of satel­lite mis­sions ded­ic­ated to meth­ane has been increas­ing, both for sci­entif­ic reas­ons and to expand the range of ser­vices avail­able to industry,” ana­lyses Mar­i­elle Saun­ois. Many private com­pan­ies are launch­ing their own satel­lites to help industry identi­fy meth­ane leaks on their sites. The detec­tion thresholds for meth­ane plumes – i.e. the low­est con­cen­tra­tion at which the satel­lite can detect them – are being lowered all the time: this could be use­ful for waste indus­tries, whose emis­sions are less con­cen­trated. Anoth­er ini­ti­at­ive: at COP27, an inter­na­tion­al alert sys­tem, called MARS, was launched by the United Nations Envir­on­ment Pro­gramme. By com­pil­ing all pub­lic satel­lite data, it detects major leaks and alerts the coun­tries and indus­tries con­cerned. Dur­ing the first 9 months of its oper­a­tion, the sys­tem detec­ted 500 events.

Source: IEA, Reports, Glob­al meth­ane track­er 202410.

So, are satel­lites the Holy Grail for track­ing our meth­ane emis­sions? In an edit­or­i­al pub­lished in Nature11, astro­phys­i­cist Lor­na Fin­man denounces an exag­ger­ated enthu­si­asm: “Their effect­ive­ness is often hampered by lim­ited spa­tial res­ol­u­tion, atmo­spher­ic inter­fer­ence and the chal­lenge of pre­cisely identi­fy­ing spe­cif­ic emis­sion sources.” She calls for the devel­op­ment of ground-based and aer­i­al obser­va­tions to improve the accur­acy of meth­ane mon­it­or­ing. Mar­i­elle Saun­ois replies: “It is of course neces­sary to step up our efforts to improve our estim­ates of meth­ane emis­sions sec­tor by sec­tor. Satel­lite data can­not detect everything: there is a revis­it delay, meas­ure­ments are obstruc­ted by clouds, releases into the sea are more dif­fi­cult to detect and satel­lite meas­ure­ments face cer­tain biases. But meth­ane leaks from the fossil fuel industry or mega-land­fills could be eas­ily avoided – unlike those from agri­cul­ture. It is cru­cial to encour­age indus­tri­al­ists to improve their infra­struc­tures, and satel­lites help to identi­fy the sites respons­ible for these major leaks and to mon­it­or them.” 

Anaïs Marechal
1https://​www​.iea​.org/​r​e​p​o​r​t​s​/​g​l​o​b​a​l​-​m​e​t​h​a​n​e​-​t​r​a​c​k​e​r​-​2​0​2​4​/​k​e​y​-​f​i​n​dings
2https://​www​.sci​ence​.org/​d​o​i​/​1​0​.​1​1​2​6​/​s​c​i​e​n​c​e​.​1​1​06644
3https://​www​.iea​.org/​r​e​p​o​r​t​s​/​g​l​o​b​a​l​-​m​e​t​h​a​n​e​-​t​r​a​c​k​e​r​-​2​0​2​4​/​p​r​o​g​r​e​s​s​-​o​n​-​d​a​t​a​-​a​n​d​-​l​i​n​g​e​r​i​n​g​-​u​n​c​e​r​t​a​i​nties
4https://​www​.sci​ence​.org/​d​o​i​/​1​0​.​1​1​2​6​/​s​c​i​e​n​c​e​.​a​b​j4351
5https://​www​.sci​ence​.org/​d​o​i​/​1​0​.​1​1​2​6​/​s​c​i​e​n​c​e​.​a​a​r7204
6https://www.nature.com/articles/s41467-023–40671‑6
7Lan, X., K.W. Thon­ing, and E.J. Dlugokencky: Trends in glob­ally-aver­aged CH4, N2O, and SF6 determ­ined from NOAA Glob­al Mon­it­or­ing Labor­at­ory meas­ure­ments. Ver­sion 2025-02, https://​doi​.org/​1​0​.​1​5​1​3​8​/​P​8​X​G​-AA10
8https://iopscience.iop.org/article/10.1088/1748–9326/ad6463
9https://​www​.iea​.org/​r​e​p​o​r​t​s​/​g​l​o​b​a​l​-​m​e​t​h​a​n​e​-​t​r​a​c​k​e​r​-​2​0​2​4​/​p​r​o​g​r​e​s​s​-​o​n​-​d​a​t​a​-​a​n​d​-​l​i​n​g​e​r​i​n​g​-​u​n​c​e​r​t​a​i​nties
10https://​www​.iea​.org/​r​e​p​o​r​t​s​/​g​l​o​b​a​l​-​m​e​t​h​a​n​e​-​t​r​a​c​k​e​r​-​2​0​2​4​/​p​r​o​g​r​e​s​s​-​o​n​-​d​a​t​a​-​a​n​d​-​l​i​n​g​e​r​f​i​n​d​u​t​i​n​g​-​u​n​c​e​r​t​a​i​nties
11https://www.nature.com/articles/d41586-024–03987‑x.epdf?no_publisher_access=1&r3_referer=nature

Support accurate information rooted in the scientific method.

Donate