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多阈值随机汇池网络自适应估计性能研究
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作者 景文腾 耿金花 +1 位作者 韩博 段法兵 《复杂系统与复杂性科学》 EI CSCD 2019年第3期87-92,共6页
本文研究了数模转换中多阈值随机汇池网络的自适应信号估计性能,给定网络节点数目,将模数转换的阈值进行均匀划分,分析了随机汇池网络输出的分布函数,理论给出了多阈值随机汇池网络的最优权向量和最小均方误差表达式,以及大规模网络输出... 本文研究了数模转换中多阈值随机汇池网络的自适应信号估计性能,给定网络节点数目,将模数转换的阈值进行均匀划分,分析了随机汇池网络输出的分布函数,理论给出了多阈值随机汇池网络的最优权向量和最小均方误差表达式,以及大规模网络输出的Fisher信息量近似值,实验验证了多阈值随机汇池网络中超阈值随机共振现象,随着阈值数量的增加,噪声的有益性逐渐减弱,而网络估计的最小均方误差不断变小且逐渐接近Fisher信息意义下的误差界。研究结果表明多阈值随机汇池网络的自适应信号估计方法具有重要的应用价值。 展开更多
关键词 随机汇池网络 多阈值划分 阈值随机共振 均方误差 Fisher信息
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Multi-dimensional and Multi-threshold Airframe Damage Region Division Method Based on Correlation Optimization
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作者 CAI Shuyu SHI Tao SHI Lizhong 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2021年第5期788-799,共12页
In order to obtain the image of airframe damage region and provide the input data for aircraft intelligent maintenance,a multi-dimensional and multi-threshold airframe damage region division method based on correlatio... In order to obtain the image of airframe damage region and provide the input data for aircraft intelligent maintenance,a multi-dimensional and multi-threshold airframe damage region division method based on correlation optimization is proposed.On the basis of airframe damage feature analysis,the multi-dimensional feature entropy is defined to realize the full fusion of multiple feature information of the image,and the division method is extended to multi-threshold to refine the damage division and reduce the impact of the damage adjacent region’s morphological changes on the division.Through the correlation parameter optimization algorithm,the problem of low efficiency of multi-dimensional multi-threshold division method is solved.Finally,the proposed method is compared and verified by instances of airframe damage image.The results show that compared with the traditional threshold division method,the damage region divided by the proposed method is complete and accurate,and the boundary is clear and coherent,which can effectively reduce the interference of many factors such as uneven luminance,chromaticity deviation,dirt attachment,image compression,and so on.The correlation optimization algorithm has high efficiency and stable convergence,and can meet the requirements of aircraft intelligent maintenance. 展开更多
关键词 airframe damage region division multi-dimensional feature entropy MULTI-THRESHOLD correlation optimization aircraft intelligent maintenance
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