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作 者:JIANG Wen FU Xiongjun CHANG Jiayun
机构地区:[1]School of Information and Electronics,Beijing Institute of Technology,Beijing 100081,China
出 处:《Journal of Systems Engineering and Electronics》2020年第2期303-311,共9页系统工程与电子技术(英文版)
基 金:supported by the National Natural Science Foundation of China(61571043);the 111 Project of China(B14010)。
摘 要:As a core part of the electronic warfare(EW) system,de-interleaving is used to separate interleaved radar signals. The de-interleaving algorithm based on the fuzzy adaptive resonance theory(fuzzy ART) is plagued by the problems of premature saturation and performance improving dilemma. This study proposes a dual fuzzy vigilance ART(DFV-ART) algorithm to address these problems and make the following improvements. Firstly, a correction method is introduced to prevent the network from prematurely saturating;then, the fuzzy vigilance models(FVM) are constructed to replace the conventional vigilance parameter, reducing the error probability in the overlapping region;finally, a dual vigilance mechanism is introduced to solve the performance improving dilemma. Simulation results show that the proposed algorithm could improve the clustering accuracy(quantization error dropped60%) and the de-interleaving performance(clustering quality increased by 10%) while suppressing the excessive proliferation of categories.
关 键 词:FUZZY adaptive resonance theory(fuzzy ART) DEINTERLEAVING DUAL VIGILANCE mechanism
分 类 号:TN957.51[电子电信—信号与信息处理]
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