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OALib Journal期刊
ISSN: 2333-9721
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A modified MP Algorithm Constrained by the Simulate Annealing Threshold for Sparse Decomposition of Signals
一种引入退火降温阈值函数约束的改进MP稀疏分解方法

Keywords: Signal processing,Sparsity,Matching Pursuit (MP),Annealing function
信号处理
,稀疏性,匹配追踪,退火函数

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Abstract:

Signal can be decomposed sparsely and power-focally in an over-complete dictionary with Matching Pursuit (MP). This paper proposes a modified MP method to decompose signal more sparsely. In the iteration procedure of the modified MP, the over-complete dictionary is classified into two separate dictionaries with the selected and unselected atoms, the algorithm is designed to have more chances than the original MP to choose the atom in the selected atom dictionary as the optimal atom by a simulate annealing threshold function, thus the algorithm availed for a more sparse decomposition. The decomposition results for a cosine-modulated exponential signal and an actual speech signal show that the proposed modified MP can decompose signal more sparsely.

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