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Alternating direction method of multipliers for weighted atomic norm minimization in two-dimensional grid-free
Yang Yang1, Zhigang Chu2, Guoli Ping2
1Faculty of Vehicle Engineering, Chongqing Industry Polytechnic College, Chongqing 401120, People's Republic of China yangyang911127@cqu.edu.cn.
Abstract:
An algorithm is developed based on alternating direction method of multipliers to solve the weighted atomic norm minimization in two-dimensional grid-free compressive beamforming. Simulations and experiments are carried out to compare this algorithm with the off-the-shelf interior point method based sdpt3 solver in cvx toolbox. Whether a standard uniform rectangular array or a non-uniform array constructed by a small number of microphones is utilized, this algorithm is feasible and faster.
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