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基于LSTM的电子系统间歇故障严重程度识别方法 被引量:2
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作者 李晟 邓江云 +2 位作者 周兴龙 李玉晓 徐飞洋 《电子测量与仪器学报》 CSCD 北大核心 2022年第3期139-148,共10页
间歇故障的累积会导致电子系统健康状态退化,正确识别电子系统间歇故障严重程度是保障系统安全运行、降低维护成本的关键。针对间歇故障特征难以准确提取导致传统识别方法失效的问题。本文提出了一种基于长短期记忆(LSTM)网络的间歇故... 间歇故障的累积会导致电子系统健康状态退化,正确识别电子系统间歇故障严重程度是保障系统安全运行、降低维护成本的关键。针对间歇故障特征难以准确提取导致传统识别方法失效的问题。本文提出了一种基于长短期记忆(LSTM)网络的间歇故障严重程度识别方法,首先将间歇故障注入电子系统获取足量不同严重程度的训练数据。再用这些数据训练由LSTM网络与softmax全连接层网络构建的严重程度识别模型。最后,通过对典型电路的故障注入,使用训练好的LSTM网络对间歇故障严重程度进行识别,实验结果证明了方法的有效性和可行性。 展开更多
关键词 长短期记忆 间歇故障 电子系统 故障严重程度 故障注入
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Scale effect removal and range migration correction for hypersonic target coherent detection
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作者 WU Shang SUN Zhi +4 位作者 JIANG Xingtao ZHANG Haonan deng jiangyun LI Xiaolong CUI Guolong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2024年第1期14-23,共10页
The detection of hypersonic targets usually confronts range migration(RM)issue before coherent integration(CI).The traditional methods aiming at correcting RM to obtain CI mainly considers the narrow-band radar condit... The detection of hypersonic targets usually confronts range migration(RM)issue before coherent integration(CI).The traditional methods aiming at correcting RM to obtain CI mainly considers the narrow-band radar condition.However,with the increasing requirement of far-range detection,the time bandwidth product,which is corresponding to radar’s mean power,should be promoted in actual application.Thus,the echo signal generates the scale effect(SE)at large time bandwidth product situation,influencing the intra and inter pulse integration performance.To eliminate SE and correct RM,this paper proposes an effective algorithm,i.e.,scaled location rotation transform(ScLRT).The ScLRT can remove SE to obtain the matching pulse compression(PC)as well as correct RM to complete CI via the location rotation transform,being implemented by seeking the actual rotation angle.Compared to the traditional coherent detection algorithms,Sc LRT can address the SE problem to achieve better detection/estimation capabilities.At last,this paper gives several simulations to assess the viability of ScLRT. 展开更多
关键词 hypersonic target detection coherent integration(CI) scale effect(SE)removal range migration(RM)correction scaled location rotation transform(ScLRT)
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