Research on Modeling and Inversion of Human Skin Tissue Based on Multi-band Microwave Radiometer

Zhenlin Sun, Jie Liu, Kai Zhang, Hao Wang, De-Min Xu, Jiawei Xu
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引用次数: 1

Abstract

In order to meet the requirements of accurate measurement and real-time monitoring of human internal temperature, this paper proposes to use multi-band microwave radiometer to measure human internal temperature. According to the nonlinear correspondence between the skin depth of human skin and the working frequency of microwave temperature measurement, three frequency bands are designed to measure the actual temperature distribution of human multilayer skin tissue, and then a three-layer microwave radiation forward transfer model is established. This paper also studies the inversion method of the model. For the problem that BP neural network is easy to fall into local optimization and slow convergence speed, this paper uses particle swarm optimization (PSO) and Levenberg Marquardt (LM) to optimize it. The internal temperature distribution of the human body obtained by PSO-LM-BP is close to the theoretical values, which verifies the correctness of the inversion method.
基于多波段微波辐射计的人体皮肤组织建模与反演研究
为了满足对人体内部温度精确测量和实时监测的要求,本文提出采用多波段微波辐射计对人体内部温度进行测量。根据人体皮肤的皮肤深度与微波测温工作频率之间的非线性对应关系,设计了三个频段来测量人体多层皮肤组织的实际温度分布,建立了三层微波辐射正向传递模型。本文还对模型的反演方法进行了研究。针对BP神经网络容易陷入局部最优且收敛速度慢的问题,本文采用粒子群算法(PSO)和Levenberg Marquardt (LM)对其进行优化。通过PSO-LM-BP得到的人体内部温度分布与理论值较为接近,验证了反演方法的正确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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