摘要
在采用压缩感知的阵列失效单元诊断方法中,结构化随机采样策略的运用对测量矩阵性能造成不利影响。针对这一问题,该文提出一种基于确定性压缩感知采样策略的阵列失效单元远场诊断方法。首先在失效单元个数满足稀疏性的前提下构造差异性阵列并将其激励作为稀疏向量,其次利用所提方法构造确定性部分傅里叶矩阵(DPFM)作为测量矩阵,最后采用l1范数最小化算法对稀疏向量进行重构,从而实现对失效单元的高概率精确诊断。理论分析和仿真实验表明,所提方法有效消除了采样位置的随机分布特性对测量矩阵性能造成的不利影响,简化了采样过程,提高了诊断成功概率。
The structured random sampling strategy adopted in array diagnosis has negative influence on the performance of measurement matrix. Therefore, a compressed sensing based deterministic sampling strategy to diagnose defective array elements using far-field measurements is investigated in this paper. In the case of the number of failed elements satisfies sparsity, the sparse vector is constructed by subtracting incentives of reference array without failures and the array under test. Deterministic Partial Fourier Matrix (DPFM) is then formulated by the proposed strategy as the measurement matrix. Finally, accurate diagnosis with high probability is achieved by 11 norm minimization. Theoretical analysis and simulation results demonstrate that the proposed method can avoid the adverse impact on the performance of measurement matrix effectively arising from the random distribution of sampling positions, simplify the sampling procedure and improve the probability of success rate of diagnosis.
作者
李玮
邓维波
杨强
MIGLIORE Marco Donald
LI Wei1,2, DENG Weibo1,2,YANG Qiang1,2, MIGLIORE Marco Donald3(1School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150001, China; 2Key Laboratory of Marine Environmental Monitoring and Information Processing, Ministry of Industry and Information Technology, Harbin 150001, China; 3School of Telecommunications and Information Engineering, University of Cassino, Cassino 03043, Ital)
出处
《电子与信息学报》
EI
CSCD
北大核心
2018年第11期2541-2546,共6页
Journal of Electronics & Information Technology
基金
哈尔滨工业大学博士生国外短期访学项目基金(AUDQ9802200116)
中央高校基本科研业务费专项资金(HIT.MKSTISP.201613,HIT.MKSTISP.201626)
关键词
阵列诊断
压缩感知
确定性部分傅里叶矩阵
稀疏恢复
天线测量
Array diagnosis
Compressed Sensing (CS)
Deterministic Partial Fourier Matrix (DPFM)
Sparse recovery
Antenna measurement