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Adaptive stochastic resonance method for weak signal detection based on particle swarm optimization 被引量:6

Adaptive stochastic resonance method for weak signal detection based on particle swarm optimization
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摘要 In order to solve the parameter adjustment problems of adaptive stochastic resonance system in the areas of weak signal detection,this article presents a new method to enhance the detection efficiency and availability in the system of two-dimensional Duffing based on particle swarm optimization.First,the influence of different parameters on the detection performance is analyzed respectively.The correlation between parameter adjustment and stochastic resonance effect is also discussed and converted to the problem of multi-parameter optimization.Second,the experiments including typical system and sea clutter data are conducted to verify the effect of the proposed method.Results show that the proposed method is highly effective to detect weak signal from chaotic background,and enhance the output SNR greatly. In order to solve the parameter adjustment problems of adaptive stochastic resonance system in the areas of weak signal detection,this article presents a new method to enhance the detection efficiency and availability in the system of two-dimensional Duffing based on particle swarm optimization.First,the influence of different parameters on the detection performance is analyzed respectively.The correlation between parameter adjustment and stochastic resonance effect is also discussed and converted to the problem of multi-parameter optimization.Second,the experiments including typical system and sea clutter data are conducted to verify the effect of the proposed method.Results show that the proposed method is highly effective to detect weak signal from chaotic background,and enhance the output SNR greatly.
出处 《Instrumentation》 2015年第2期3-10,共8页 仪器仪表学报(英文版)
基金 supported by the National Natural Science Foundation of China ( Grant No. 61072133) the Production,Learning and Research Joint Innovation Program of Jiangsu Province, China ( Grant Nos. BY2013007-02, SBY201120033) the Major Project Plan for Natural science Research in Colleges and Universities of Jiangsu Province, China( Grant No. 15KJA460008) the Open Topic of Atmospheric Sounding Key Open Laboratory of China Meteorological Administration ( Grant No. KLAS201407) the advantage discipline platform " Information and Communication Engineering" of Jiangsu Province,China
关键词 ADAPTIVE STOCHASTIC resonance two-dimensional DUFFING OSCILLATOR WEAK signal detection particle swar Adaptive stochastic resonance two-dimensional Duffing oscillator weak signal detection particle swarm optimization
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