Orthogonal-matching-pursuit-based sparse channel estimation method
A technology of orthogonal matching pursuit and sparse channel, which is applied in the field of sparse channel estimation based on orthogonal matching pursuit, can solve the problems of large pilot overhead and complex calculation, and achieve the effect of reducing complexity
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[0034] The present invention fully considers the sparse characteristics of the channel, utilizes the good sparse approximation and easy-to-implement advantages of solving linear equations with the orthogonal matching pursuit algorithm, and provides a new channel estimation method, which can effectively reduce the channel estimation cost. complexity, and can accurately estimate the position and magnitude of each path.
[0035] Orthogonal matching pursuit algorithm is a greedy (greedy) algorithm, which can obtain the sparse approximate solution of linear equations. In recent years, the orthogonal matching pursuit algorithm has been applied to restore and reconstruct the signal (see "Signal Recovery from Random Measurements via Orthogonal Matching Pursuits", published in IEEE Transactions on Information Theory, vol.53, Dec.2007, pp.4655 -4666).
[0036] Assume that x is an input column vector signal (unknown) with a length of N, and its sparsity is K (1 x 2 x N ] T In (T is...
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