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Integrating continuous differential evolution with discrete local search for meander line RFID antenna design

机译:将连续差分演化与离散局部搜索相结合以实现曲折线RFID天线设计

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摘要

The automated design of meander line RFID antennas is a discrete self-avoiding walk (SAW) problem for which efficiency is to be maximized while resonant frequency is to be minimized. This work presents a novel exploration of how discrete local search may be incorporated into a continuous solver such as differential evolution (DE). A prior DE algorithm for this problem that incorporates an adaptive solution encoding and a bias favoring antennas with low resonant frequency is extended by the addition of the backbite local search operator and a variety of schemes for reintroducing modified designs into the DE population. The algorithm is extremely competitive with an existing ACO approach and the technique is transferable to other SAW problems and other continuous solvers. The findings indicate that careful reintegration of discrete local search results into the continuous population is necessary for effective performance.
机译:弯折线RFID天线的自动设计是一个离散的自回避行走(SAW)问题,对于该问题,要使效率最大化,而使谐振频率最小化。这项工作提出了一种新颖的探索,探讨了如何将离散局部搜索合并到诸如差分进化(DE)的连续求解器中。通过添加反向咬合本地搜索算子和用于将修改后的设计重新引入DE群体的各种方案,扩展了针对此问题的现有DE算法,该算法结合了自适应解决方案编码和偏向于具有低谐振频率的天线。该算法与现有的ACO方法相比具有极强的竞争力,并且该技术可以转移到其他SAW问题和其他连续求解器中。研究结果表明,将离散的本地搜索结果仔细整合到连续的种群中对于有效表现是必要的。

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