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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​.science​.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​.science​.org/​d​o​i​/​1​0​.​1​1​2​6​/​s​c​i​e​n​c​e​.​a​b​j4351
5https://​www​.science​.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

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