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基于L曲线法的电容层析成像正则化参数优化

Regularization Parameter Optimum of Electrical Capacitance Tomography Based on L-Curve Method

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【作者】 王化祥何永勃朱学明

【Author】 WANG Hua-xiang, HE Yong-bo, ZHU Xue-ming (School of Electrical and Automation Engineering, Tianjin University, Tianjin 300072, China;College of Aeronautical Mechanics and Avionics Engineering, Civil Aviation University of China, Tianjin 300300, China)

【机构】 天津大学电气与自动化工程学院天津大学电气与自动化工程学院 天津 300072天津 300072 中国民用航空学院机电工程学院天津 300300天津 300072

【摘要】 电容层析成像(ECT)系统的不适定性问题严重影响重建图像质量,为此必须减小灵敏度矩阵的条件数.以Tikhonov正则化和后验策略为基础,从灵敏度矩阵广义逆的角度阐述了L曲线法并设置滤波函数,建立极小化泛函及L曲线图,最终确定正则参数.仿真实验表明,L曲线法具有较强的抗噪声性能和较快的收敛速度,明显改善了ECT系统的重构图像质量.

【Abstract】 The reconstructed image quality of electrical capacitance tomography (ECT) system is heavily affected by the ill-posedness problem, so the condition number of the sensitivity matrix must be decreased. Based on Tikhonov regularization and the posterior strategy, the L-curve method is proposed in terms of the generalized inverse of the sensitivity matrix. The theoretical basis of the method is expounded and the filter function is established; a minimizing functional and L-curve are obtained. Finally, the regularization parameter is determined. Simulation experiments show that L-curve method has better noise immunity and fast convergence rate, and the reconstructed image quality of ECT system is improved markedly.

【基金】 国家自然科学基金资助项目(60532020,60301008,50337020,60472077)国家高技术研究发展计划专项经费资助项目(20001AA413210).
  • 【文献出处】 天津大学学报 ,Journal of Tianjin University , 编辑部邮箱 ,2006年03期
  • 【分类号】TP274.4
  • 【被引频次】54
  • 【下载频次】587
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