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arXiv 1901.04872eess.IVcs.CV
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基于遗传算法的电阻抗成像

Electrical Impedance Tomography based on Genetic Algorithm

School of Computer Science and Communication Engineering, GXUST(广西科技大学计算机科学与通信工程学院)

Mingyong Zhou

摘要:

本文将遗传算法应用于电阻抗成像(EIT)中。我们首先概述EIT问题作为一个优化问题,并定义一个目标优化函数。然后,我们展示了如何GA算法作为一种替代搜索算法可以用于解决EIT逆问题。在本文中,我们探索进化方法,如遗传算法结合各种正则化算子来解决EIT反计算问题。关键词:电阻抗成像(EIT),遗传算法,Tikhonov算子,Mumford-Shah算子,粒子群优化(PSO),反向传播(BP)。

英文摘要:

In this paper, we applies GA algorithm into Electrical Impedance Tomography (EIT) application. We first outline the EIT problem as an optimization problem and define a target optimization function. Then we show how the GA algorithm as an alternative searching algorithm can be used for solving EIT inverse problem. In this paper, we explore evolutionary methods such as GA algorithms combined with various regularization operators to solve EIT inverse computing problem. Key words: Electrical Impedance Tomography (EIT), GA, Tikhonov operator , Mumford-Shah operator, Particle Swarm Optimization(PSO), Back Propagation(BP).

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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