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基于粒子群优化算法的真实环境下乳腺癌三维微波热疗

Three-Dimensional Microwave Hyperthermia for Breast Cancer Treatment in a Realistic Environment Using Particle Swarm Optimization.

作者信息

Nguyen Phong Thanh, Abbosh Amin, Crozier Stuart

出版信息

IEEE Trans Biomed Eng. 2017 Jun;64(6):1335-1344. doi: 10.1109/TBME.2016.2602233. Epub 2016 Aug 30.

Abstract

In this paper, a technique for noninvasive microwave hyperthermia treatment for breast cancer is presented. In the proposed technique, microwave hyperthermia of patient-specific breast models is implemented using a three-dimensional (3-D) antenna array based on differential beam-steering subarrays to locally raise the temperature of the tumor to therapeutic values while keeping healthy tissue at normal body temperature. This approach is realized by optimizing the excitations (phases and amplitudes) of the antenna elements using the global optimization method particle swarm optimization. The antennae excitation phases are optimized to maximize the power at the tumor, whereas the amplitudes are optimized to accomplish the required temperature at the tumor. During the optimization, the technique ensures that no hotspots exist in healthy tissue. To implement the technique, a combination of linked electromagnetic and thermal analyses using MATLAB and the full-wave electromagnetic simulator is conducted. The technique is tested at 4.2 GHz, which is a compromise between the required power penetration and focusing, in a realistic simulation environment, which is built using a 3-D antenna array of 4 × 6 unidirectional antenna elements. The presented results on very dense 3-D breast models, which have the realistic dielectric and thermal properties, validate the capability of the proposed technique in focusing power at the exact location and volume of tumor even in the challenging cases where tumors are embedded in glands. Moreover, the models indicate the capability of the technique in dealing with tumors at different on- and off-axis locations within the breast with high efficiency in using the microwave power.

摘要

本文提出了一种用于乳腺癌的非侵入性微波热疗技术。在所提出的技术中,使用基于差分波束控制子阵列的三维(3-D)天线阵列对患者特定的乳房模型进行微波热疗,以将肿瘤温度局部升高到治疗值,同时使健康组织保持在正常体温。该方法通过使用全局优化方法粒子群优化来优化天线元件的激励(相位和幅度)来实现。优化天线激励相位以最大化肿瘤处的功率,而优化幅度以实现肿瘤处所需的温度。在优化过程中,该技术确保健康组织中不存在热点。为了实施该技术,使用MATLAB和全波电磁模拟器进行了电磁和热分析的联合。该技术在4.2 GHz下进行测试,这是所需功率穿透和聚焦之间的折衷,在一个使用4×6单向天线元件的3-D天线阵列构建的逼真模拟环境中。在具有逼真介电和热特性的非常密集的3-D乳房模型上呈现的结果验证了所提出技术在将功率聚焦在肿瘤的确切位置和体积上的能力,即使在肿瘤嵌入腺体的具有挑战性的情况下也是如此。此外,这些模型表明该技术能够高效利用微波功率处理乳房内不同轴上和轴外位置的肿瘤。

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