A sparsity reconstruction algorithm for electrical capacitance tomography based on modified Landweber iteration
文献类型:期刊论文
| 作者 | Ye, Jiamin1; Wang, Haigang1; Yang, Wuqiang2 |
| 刊名 | MEASUREMENT SCIENCE & TECHNOLOGY
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| 出版日期 | 2014-11-01 |
| 卷号 | 25期号:11页码:-- |
| 关键词 | electrical capacitance tomography sparsity Landweber iteration |
| 通讯作者 | Ye, Jiamin |
| 英文摘要 | To improve the image quality and reduce the computational cost for electrical capacitance tomography (ECT), a sparsity reconstruction algorithm based on a modified Landweber iteration is presented in this paper. A soft-thresholding function is constructed for permittivity distributions with a continuous phase of low and high permittivity, respectively. An optimal step length is used during the iterative image reconstruction process. The effect of the regularization parameter, the noise level in data, and the permittivity distribution on the performance of the proposed algorithm is discussed according to the correlation coefficient. The modified Landweber iteration with a zero regularization parameter is also implemented for comparison. Simulation and experimental studies were carried out and the corresponding computational costs were estimated, showing the sparsity reconstruction outperforms the Landweber iteration. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Engineering, Multidisciplinary ; Instruments & Instrumentation |
| 研究领域[WOS] | Engineering ; Instruments & Instrumentation |
| 关键词[WOS] | IMAGE-RECONSTRUCTION ; SIGNAL RECOVERY ; SENSORS ; REGULARIZATION ; DESIGN |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000343940800025 |
| 源URL | [http://ir.etp.ac.cn/handle/311046/105962] ![]() |
| 专题 | 工程热物理研究所_中国科学院工程热物理所(论文库)_期刊论文(SCI) |
| 作者单位 | 1.Chinese Acad Sci, Inst Engn Thermophys, Beijing 100190, Peoples R China 2.Univ Manchester, Sch Elect & Elect Engn, Manchester M13 9PL, Lancs, England |
| 推荐引用方式 GB/T 7714 | Ye, Jiamin,Wang, Haigang,Yang, Wuqiang. A sparsity reconstruction algorithm for electrical capacitance tomography based on modified Landweber iteration[J]. MEASUREMENT SCIENCE & TECHNOLOGY,2014,25(11):--. |
| APA | Ye, Jiamin,Wang, Haigang,&Yang, Wuqiang.(2014).A sparsity reconstruction algorithm for electrical capacitance tomography based on modified Landweber iteration.MEASUREMENT SCIENCE & TECHNOLOGY,25(11),--. |
| MLA | Ye, Jiamin,et al."A sparsity reconstruction algorithm for electrical capacitance tomography based on modified Landweber iteration".MEASUREMENT SCIENCE & TECHNOLOGY 25.11(2014):--. |
入库方式: OAI收割
来源:工程热物理研究所
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