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基于遗传/模拟退火算法的蒸发波导反演研究
引用本文:周沫, 左雷, 王春雨, 金丹, 王悦, 冯超. 基于遗传/模拟退火算法的蒸发波导反演研究[J]. 电波科学学报, 2014, 29(1): 122-128. doi: 10.13443/j.cjors.2013032101
作者姓名:周沫  左雷  王春雨  金丹  王悦  冯超
作者单位:1.西安电子科技大学电子工程研究所,陕西 西安 710071;2.海军工程大学电子工程学院海洋电磁环境研究所,湖北武汉 430033;3.武汉军械士官学校,湖北 武汉 430075
摘    要:在实现雷达海杂波反演蒸发波导剖面的寻优运算中,应用遗传算法时把握全局的能力较强,但局部搜索能力较差,易出现早熟收敛现象;应用模拟退火算法时具有较强的局部搜索能力,但全局搜索能力较差,运算效率不高.针对此问题,将两种算法进行了融合,并分析了遗传/模拟退火混合算法的参数选取及抗噪性能.利用模拟海杂波功率进行了仿真试验,结果表明:遗传/模拟退火混合算法能够互相取长补短,适用于一定噪声干扰范围内解决反演蒸发波导剖面的问题.

关 键 词:遗传算法  模拟退火算法  海杂波  蒸发波导  反演
收稿时间:2013-03-21

Inversion of evaporation duct based on genetic/simulated annealing hybrid algorithm
ZHOU Mo, ZUO Lei, WANG Chunyu, JIN Dan, WANG Yue, FENG Cao. Inversion of evaporation duct based on genetic/simulated annealing hybrid algorithm[J]. CHINESE JOURNAL OF RADIO SCIENCE, 2014, 29(1): 122-128. doi: 10.13443/j.cjors.2013032101
Authors:ZHOU Mo  ZUO Lei  WANG Chunyu  JIN Dan  WANG Yue  FENG Cao
Affiliation:1.Xidian University Institute of Electronic Engineering, Xi’an Shaanxi 710071, China;2.MarineElectromagnetic Environment Institute, Naval Engineering University, Wuhan Hubei 430033,China;3.Wuhan Ordnance NCO School, Wuhan Hubei 430075, China
Abstract:In the process of inverting evaporation duct profile from radar sea clutter, it presents a strong ability to grasp the overall situation but poor local search ability when using the Genetic Algorithms. On the contrary, simulated annealing algorithm has strong local search ability, but poor global search capability, and the computing efficiency is not high. In this paper, we combine the two algorithms, and then analyze the parameter selection and anti-noise performance of the genetic/simulated annealing hybrid algorithm. Finally, it is emulated according to the analog sea clutter power. The results show that the genetic/simulated annealing hybrid algorithm can complement each other, and can be applied to solve the inversion problem of evaporation duct profile in a certain noise level.
Keywords:genetic algorithm  simulated annealing  sea clutter  evaporation duct  inversion
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