An image reconstruction algorithm based on new objective functional for electrical capacitance tomography
Lei, Jing1; Liu, Shi2; Li, Zhihong2; Schlaberg, H. Inaki3; Sun, Meng1
刊名MEASUREMENT SCIENCE & TECHNOLOGY
2008
卷号19期号:1
关键词electrical capacitance tomography inverse problems image reconstruction estimation
英文摘要Electrical capacitance tomography (ECT) is considered one of the promising process tomography technologies. Its successful application depends greatly on the precision and speed of the image reconstruction algorithm. ECT image reconstruction belongs to the category of ill-posed problems, and its solution is unstable. Methods that impose stability while retaining certain desired features of a solution should be used to deal with the ill-posed problem. In this paper, a novel algorithm for electrical capacitance tomography is presented. On the basis of analyzing the standard Tikhonov regularization method, a new objective functional was established using the l(p) norm and a robust estimation according to the ill-posed characteristics of ECT, which transformed the image reconstruction problem into an optimization problem. In addition, the Newton algorithm is used to solve the objective functional. Numerical simulations indicate that the proposed algorithm is effective for enhancing the spatial resolution of the reconstructed images. In the cases of the reconstructed objects in this paper, the quality of the reconstructed images obtained using the proposed algorithm is better than that of other image reconstruction algorithms such as linear back projection (LBP), the standard Tikhonov regularization method and the projected Landweber iteration algorithm. Furthermore, the computation of the algorithm is direct, simple, and does not involve complex techniques.
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]FLOW MEASUREMENT ; FLUIDIZED-BEDS ; NEURAL-NETWORK ; SOLIDS
收录类别SCI
语种英语
WOS记录号WOS:000253387500032
公开日期2015-12-22
内容类型期刊论文
源URL[http://ir.etp.ac.cn/handle/311046/106356]  
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 100080, Peoples R China
2.N China Elect Power Univ, Key Lab Condit Monitoring & Control Power Plant, Minist Educ, Beijing 102206, Peoples R China
3.Univ Leeds, Inst Particle Sci & Engn, Leeds LS2 9JT, W Yorkshire, England
推荐引用方式
GB/T 7714
Lei, Jing,Liu, Shi,Li, Zhihong,et al. An image reconstruction algorithm based on new objective functional for electrical capacitance tomography[J]. MEASUREMENT SCIENCE & TECHNOLOGY,2008,19(1).
APA Lei, Jing,Liu, Shi,Li, Zhihong,Schlaberg, H. Inaki,&Sun, Meng.(2008).An image reconstruction algorithm based on new objective functional for electrical capacitance tomography.MEASUREMENT SCIENCE & TECHNOLOGY,19(1).
MLA Lei, Jing,et al."An image reconstruction algorithm based on new objective functional for electrical capacitance tomography".MEASUREMENT SCIENCE & TECHNOLOGY 19.1(2008).
个性服务
查看访问统计
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

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。


©版权所有 ©2017 CSpace - Powered by CSpace