A Fractional-Order PID Controlled Iterative Calderon's Method for Electrical Capacitance Tomography

Yu Tian, Z. Cao, Die Hu, Xin Gao, Lijun Xu
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Abstract

Electrical capacitance tomography (ECT) is a technique that uses image reconstruction algorithms to reconstruct permittivity distributions in the region of interest (ROI) with capacitances measured at the boundary of ROI. In this paper, a closed-loop iterative reconstruction algorithm is proposed, and it aims to eliminate the error between the measured capacitances and recuperative capacitances, and in this way, the quality of the reconstructed images is improved. The proposed algorithm includes three parts, namely, Fractional-order Proportional Integral Derivative (FPID) controller, Calderon's method, and a fast-solving forward method for numerical simulated capacitances in ECT. The error to be eliminated is the difference between measured capacitances and the simulated capacitances and is input to the FPID controller. When the coefficients in the FPID controller are determined, the output of controller is used to reconstruct permittivity distribution in the Calderon's method. Reconstructed image provides simulated capacitances as an updating reference for measured capacitances for the iterative reconstructions. Both noise-free and noisy data are used and verified the feasibility and effectiveness of the proposed algorithm for ECT.
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电容层析成像的分数阶PID控制迭代卡尔德隆方法
电容层析成像(ECT)是一种利用图像重构算法,利用感兴趣区域边界处测量的电容重构感兴趣区域介电常数分布的技术。本文提出了一种闭环迭代重建算法,该算法旨在消除测量电容与恢复电容之间的误差,从而提高重建图像的质量。该算法包括三部分,即分数阶比例积分导数(FPID)控制器、Calderon方法和ECT数值模拟电容的快速求解正演方法。要消除的误差是测量电容和模拟电容之间的差,并输入到FPID控制器。当FPID控制器中的系数确定后,利用控制器的输出用卡尔德隆法重构介电常数分布。重建图像提供模拟电容作为迭代重建测量电容的更新参考。采用无噪声数据和有噪声数据,验证了该算法对电痉挛检测的可行性和有效性。
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