He Tai-Long, Boyd Ryan J, Varon Daniel J, Turner Alexander J
Department of Atmospheric Sciences, University of Washington, Seattle, WA 98195.
John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138.
Proc Natl Acad Sci U S A. 2024 Mar 19;121(12):e2314600121. doi: 10.1073/pnas.2314600121. Epub 2024 Mar 12.
Global atmospheric methane concentrations rose by 10 to 15 ppb/y in the 1980s before abruptly slowing to 2 to 8 ppb/y in the early 1990s. This period in the 1990s is known as the "methane slowdown" and has been attributed in part to the collapse of the former Soviet Union (USSR) in December 1991, which may have decreased the methane emissions from oil and gas operations. Here, we develop a methane plume detection system based on probabilistic deep learning and human-labeled training data. We use this method to detect methane plumes from Landsat 5 satellite observations over Turkmenistan from 1986 to 2011. We focus on Turkmenistan because economic data suggest it could account for half of the decline in oil and gas emissions from the former USSR. We find an increase in both the frequency of methane plume detections and the magnitude of methane emissions following the collapse of the USSR. We estimate a national loss rate from oil and gas infrastructure in Turkmenistan of more than 10% at times, which suggests the socioeconomic turmoil led to a lack of oversight and widespread infrastructure failure in the oil and gas sector. Our finding of increased oil and gas methane emissions from Turkmenistan following the USSR's collapse casts doubt on the long-standing hypothesis regarding the methane slowdown, begging the question: "what drove the 1992 methane slowdown?"
20世纪80年代,全球大气甲烷浓度每年上升10至15 ppb,到90年代初突然减缓至每年2至8 ppb。20世纪90年代的这一时期被称为“甲烷减排期”,部分原因被认为是1991年12月前苏联解体,这可能减少了石油和天然气作业中的甲烷排放。在此,我们基于概率深度学习和人工标注的训练数据开发了一种甲烷羽流检测系统。我们使用这种方法从1986年至2011年的陆地卫星5号对土库曼斯坦的卫星观测中检测甲烷羽流。我们关注土库曼斯坦是因为经济数据表明它可能占前苏联石油和天然气排放量下降的一半。我们发现苏联解体后甲烷羽流检测频率和甲烷排放量都有所增加。我们估计土库曼斯坦石油和天然气基础设施的国家损失率有时超过10%,这表明社会经济动荡导致石油和天然气行业缺乏监管以及基础设施普遍失灵。我们关于苏联解体后土库曼斯坦石油和天然气甲烷排放量增加的发现对关于甲烷减排期的长期假设提出了质疑,引发了一个问题:“是什么导致了1992年的甲烷减排?”