A randomized multivariate matrix pencil method for superresolution microscopy
[摘要] The matrix pencil method is an eigenvalue-based approach for the parameter identification of sparse exponential sums. We derive a reconstruction algorithm for multivariate exponential sums that is based on simultaneous diagonalization. Randomization is used and quantified to reduce the simultaneous diagonalization to the eigendecomposition of a single random matrix. To verify feasibility, the algorithm is applied to synthetic and experimental fluorescence microscopy data.
[发布日期] [发布机构]
[效力级别] [学科分类] 数学(综合)
[关键词] frequency analysis;spectral analysis;exponential sum;moment problem;superresolution [时效性]