AN ERT IMAGING ALGORITHM BASED ON NELDER- MEAD SIMPLEX METHOD

被引:0
|
作者
Yue, Shihong [1 ]
Zhang, Yujing [1 ]
机构
[1] Tianjin Univ, Sch Elect Engn & Automat, Tianjin 300072, Peoples R China
来源
PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOLS 1-4 | 2013年
关键词
Electrical Resistance Tomography (ERT); Image Reconstruction Algorithm; Optimization; RECONSTRUCTION ALGORITHM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Electrical resistance tomography (ERT) techniques have increasing gained importance during the past several decades as a process visualization tool. Most of the existing ERT methods work in term of an optimization process and assume the optimized objective function be differentiable. But this assumption doesn't hold in noisy conditions and leads to an infeasible optimization process. In this paper, a new ERT imaging method based on NeIder-mead simplex algorithm is proposed. The key feature of the algorithm can efficiently work without the differentiability constraint. This strategy can efficiently enhance spatial resolution with less calculation than the existing algorithms. A group of experiments show that the proposed method can work better than two existing ET imaging methods in complex conditions with noisy data.
引用
收藏
页码:901 / 906
页数:6
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