Quantifying gas emissions through Vertical Radial Plume Mapping based on historical information
文献类型：期刊论文
| 作者 | Zhang, Wangchun1,2; Zhang, Yujun2 ; He, Ying2; You, Kun2; Xie, Hao2; Yu, Dongqi1,2; Fan, Boqiang2
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| 刊名 | MEASUREMENT
 |
| 出版日期 | 2024-07-01 |
| 卷号 | 234 |
| 关键词 | Vertical Radial Plume Mapping Weighted Iterative Average Adaptive Weighted Sum of Squared Errors Bayesian Optimization Gaussian Processes Historical information |
| ISSN号 | 0263-2241 |
| DOI | 10.1016/j.measurement.2024.114895 |
| 通讯作者 | Zhang, Yujun(yjzhang@aiofm.ac.cn) |
| 英文摘要 | Vertical Radial Plume Mapping (VRPM) is a method for measuring fluxes of fugitive surface source gases, lacking sufficient temporal sequence information as it inversely calculates fluxes only based on the current cycle's measurements. We propose an improved VRPM flux inversion model, incorporating Weighted Iterative Average (WIA) corrected Path -Integrated Concentration (PIC) and Adaptive Weighted Sum of Squared Errors (AWSSE). Compared to the original VRPM, our model introduces historical measurement PICs and reconstructed PICs. Using the Bayesian Optimization Gaussian Processes (BO -GP), we derive optimal weight factor for the hyperparameter of the WIA component in the model. Validation on simulated data highlights the superior flux inversion capability of the WIA-AWSSE-VRPM model across diverse surface sources, efficiently leveraging historical data. The improved VRPM method achieves a significant 9.65% reduction in root mean square error (RMSE) within consistent source sets and decreases RMSE from 1.6979 to 0.1513 across varied sources, underscoring its effectiveness in accurately measuring emissions from fugitive sources. Finally, we apply the model to characterize gas emissions in field experiments. |
| WOS关键词 | COMPUTED-TOMOGRAPHY ; METHANE EMISSIONS ; GASEOUS FLUXES ; LANDFILLS ; MODEL |
| 资助项目 | National Key Research and Development Project, China[2022YFC3700503] ; Key Research and Development plan of Anhui Province[2022107020036] ; China Postdoctoral Science Foundation, China[2023M733541] ; National Natural Science Foundation of China[62033012] |
| WOS研究方向 | Engineering ; Instruments & Instrumentation |
| 语种 | 英语 |
| WOS记录号 | WOS:001244251900001 |
| 出版者 | ELSEVIER SCI LTD |
| 资助机构 | National Key Research and Development Project, China ; Key Research and Development plan of Anhui Province ; China Postdoctoral Science Foundation, China ; National Natural Science Foundation of China |
| 源URL | [http://ir.hfcas.ac.cn:8080/handle/334002/136245]  |
| 专题 | 中国科学院合肥物质科学研究院 |
| 通讯作者 | Zhang, Yujun |
| 作者单位 | 1.Univ Sci & Technol China, Hefei 230026, Peoples R China 2.Chinese Acad Sci, Hefei Inst Phys Sci, Key Lab Environm Opt & Technol, Hefei 230031, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhang, Wangchun,Zhang, Yujun,He, Ying,et al. Quantifying gas emissions through Vertical Radial Plume Mapping based on historical information[J]. MEASUREMENT,2024,234. |
| APA | Zhang, Wangchun.,Zhang, Yujun.,He, Ying.,You, Kun.,Xie, Hao.,...&Fan, Boqiang.(2024).Quantifying gas emissions through Vertical Radial Plume Mapping based on historical information.MEASUREMENT,234. |
| MLA | Zhang, Wangchun,et al."Quantifying gas emissions through Vertical Radial Plume Mapping based on historical information".MEASUREMENT 234(2024). |
入库方式： OAI收割
来源：合肥物质科学研究院
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