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使用马尔可夫链蒙特卡罗方法通过对路径积分浓度数据进行反演分析来定位和量化甲烷排放。

Locating and Quantifying Methane Emissions by Inverse Analysis of Path-Integrated Concentration Data Using a Markov-Chain Monte Carlo Approach.

作者信息

Weidmann Damien, Hirst Bill, Jones Matthew, Ijzermans Rutger, Randell David, Macleod Neil, Kannath Arun, Chu Johnny, Dean Marcella

机构信息

STFC Rutherford Appleton Laboratory, Harwell Campus, Didcot OX11 0QX, U.K.

MIRICO Ltd, Unit 6, Zephyr Building, Harwell Campus, Didcot OX11 0RL, U.K.

出版信息

ACS Earth Space Chem. 2022 Sep 15;6(9):2190-2198. doi: 10.1021/acsearthspacechem.2c00093. Epub 2022 Jul 8.

DOI:10.1021/acsearthspacechem.2c00093
PMID:36148409
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9483978/
Abstract

The action to reduce anthropogenic greenhouse gas emissions is severely constrained by the difficulty of locating sources and quantifying their emission rates. Methane emissions by the energy sector are of particular concern. We report results achieved with a new area monitoring approach using laser dispersion spectroscopy to measure path-averaged concentrations along multiple beams. The method is generally applicable to greenhouse gases, but this work is focused on methane. Nineteen calibrated methane releases in four distinct configurations, including three separate blind trials, were made within a flat test area of 175 m by 175 m. Using a Gaussian plume gas dispersion model, driven by wind velocity data, we calculate the data anticipated for hundreds of automatically proposed candidate source configurations. The Markov-chain Monte Carlo analysis finds source locations and emission rates whose calculated path-averaged concentrations are consistent with those measured and associated uncertainties. This approach found the correct number of sources and located them to be within <9 m in more than 75% of the cases. The relative accuracy of the mass emission rate results was highly correlated to the localization accuracy and better than 30% in 70% of the cases. The discrepancies for mass emission rates were <2 kg/h for 95% of the cases.

摘要

减少人为温室气体排放的行动受到确定排放源位置及其排放率量化难度的严重制约。能源部门的甲烷排放尤其令人担忧。我们报告了一种新的区域监测方法所取得的成果,该方法使用激光散射光谱法测量多束光的路径平均浓度。该方法一般适用于温室气体,但这项工作主要聚焦于甲烷。在一个175米×175米的平坦测试区域内,进行了19次校准后的甲烷释放,包括四种不同配置,其中有三次单独的盲测。利用由风速数据驱动的高斯烟羽气体扩散模型,我们计算了数百种自动提出的候选源配置预期的数据。马尔可夫链蒙特卡罗分析确定了源位置和排放率,其计算出的路径平均浓度与测量值及相关不确定性一致。这种方法在超过75%的情况下找到了正确数量的源,并且其位置误差在9米以内。质量排放率结果的相对精度与定位精度高度相关,在70%的情况下优于30%。在95%的情况下,质量排放率的差异小于2千克/小时。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/72e63094928a/sp2c00093_0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/5afe6be236a9/sp2c00093_0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/ae56829ed037/sp2c00093_0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/6d73b8d42dae/sp2c00093_0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/bd8601d2c7cc/sp2c00093_0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/72e63094928a/sp2c00093_0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/5afe6be236a9/sp2c00093_0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/ae56829ed037/sp2c00093_0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/6d73b8d42dae/sp2c00093_0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/bd8601d2c7cc/sp2c00093_0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/069b/9483978/72e63094928a/sp2c00093_0006.jpg

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本文引用的文献

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Airborne Assessment of Methane Emissions from Offshore Platforms in the U.S. Gulf of Mexico.美国墨西哥湾近海平台甲烷排放的空中评估。
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Daily Satellite Observations of Methane from Oil and Gas Production Regions in the United States.美国油气生产地区甲烷的每日卫星观测
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