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MPD++

Matching Pursuit Decomposition (MPD) is a powerful and effective iterative algorithm for signal decomposition and feature extraction. MPD decomposes any signal into linear combinations of its dictionary elements or “atoms”. However, a sufficiently large dictionary is required for an accurate reconstruction; this in return increases the computational inefficiency of the algorithm, thus limiting its applicability and level of adoption.

MPD++ was developed to improve the scalability and performance of the classical MPD algorithm. The proposed modifications include correlation thresholding, multiple atom extraction and course-fine grids technique which are capable of being stacked and have cumulative effects on the reduction of the run time complexity of MPD algorithm.

Software

This software is released under the terms and conditions of the NASA Open Source Agreement (NOSA) Version 1.1 or later.

MPD++ NOSA Software Agreement

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