Three-Dimensional Inversion of Semi-Airborne Transient Electromagnetic Data Based on a Particle Swarm Optimization-Gradient Descent Algorithm
文献类型：期刊论文
| 作者 | He, Yiming1,2,3; Xue, Guoqiang1,2,3; Chen, Weiying1,2,3; Tian, Zhongbin4 |
| 刊名 | APPLIED SCIENCES-BASEL
 |
| 出版日期 | 2022-03-01 |
| 卷号 | 12期号:6页码:16 |
| 关键词 | semi-airborne transient electromagnetics three-dimensional inversion particle swarm optimization gradient descent trim filter function |
| DOI | 10.3390/app12063042 |
| 英文摘要 | Semi-airborne transient electromagnetics (SATEM) is a geophysical survey tool known for its ability to perform three-dimensional (3D) observations and collect high-density data in large volumes. However, SATEM data processing is presently restricted to 3D model-driven inversion, which is not conducive to detailed surveys. This paper presents a new 3D model- and data-driven inversion algorithm using the particle swarm optimization (PSO) and gradient descent (GD) algorithms. PSO is used to suppress the multiplicity of solutions associated with inverse problems, and the GD algorithm is employed to accelerate the convergence of the inversion process. For the PSO-GD algorithm, a new model-updating equation is established and a cosine probability function is introduced as a weighting term for PSO and GD algorithms to ensure a smooth transition between the two algorithms in the iterative process. The alpha-trimmed filter function is used as a regularization constraint to smooth the model. The stability and reliability of the PSO-GD algorithm are verified through numerical simulations. Finally, the new algorithm is applied to the processing of SATEM measurements of the Qinshui coal mine in Jincheng, Shanxi Province, China. |
| WOS关键词 | PROBABILISTIC INVERSION ; JOINT INVERSION ; NEWTON |
| 资助项目 | Scientific Instrument Developing Project of the Chinese Academy of Sciences[Z181100005718001] ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources[KF2020-3] ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences[YJKYYQ20190004] ; National Natural Science Foundation of China[42030106] |
| WOS研究方向 | Chemistry ; Engineering ; Materials Science ; Physics |
| 语种 | 英语 |
| WOS记录号 | WOS:000775981800001 |
| 出版者 | MDPI |
| 资助机构 | Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Scientific Instrument Developing Project of the Chinese Academy of Sciences ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Open Foundation of Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; Scientific Equipment Instrument and Development Project of the Chinese Academy of Sciences ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China |
| 源URL | [http://ir.iggcas.ac.cn/handle/132A11/105056]  |
| 专题 | 地质与地球物理研究所_中国科学院矿产资源研究重点实验室 |
| 通讯作者 | Xue, Guoqiang |
| 作者单位 | 1.Chinese Acad Sci, Inst Geol & Geophys, Key Lab Mineral Resources, Beijing 100029, Peoples R China 2.Chinese Acad Sci, Innovat Acad Earth Sci, Beijing 100029, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 4.Shanxi Coal Geophys Surveying Explorat Inst, Jinzhong 030600, Peoples R China |
| 推荐引用方式 GB/T 7714 | He, Yiming,Xue, Guoqiang,Chen, Weiying,et al. Three-Dimensional Inversion of Semi-Airborne Transient Electromagnetic Data Based on a Particle Swarm Optimization-Gradient Descent Algorithm[J]. APPLIED SCIENCES-BASEL,2022,12(6):16. |
| APA | He, Yiming,Xue, Guoqiang,Chen, Weiying,&Tian, Zhongbin.(2022).Three-Dimensional Inversion of Semi-Airborne Transient Electromagnetic Data Based on a Particle Swarm Optimization-Gradient Descent Algorithm.APPLIED SCIENCES-BASEL,12(6),16. |
| MLA | He, Yiming,et al."Three-Dimensional Inversion of Semi-Airborne Transient Electromagnetic Data Based on a Particle Swarm Optimization-Gradient Descent Algorithm".APPLIED SCIENCES-BASEL 12.6(2022):16. |
入库方式： OAI收割
来源：地质与地球物理研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。