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DoA-Compressive-Sensing-OMP-2D

OMP is a greedy compressive sensing algorithm that reconstructs sparse signals by iteratively selecting the atoms most correlated with the residue and performing orthogonal projections to refine the estimate.

πŸ“Œ Features

  • Antenna Array Design: UPA.
  • Scenario: Free space with Line-of-Sight.
  • System: MIMO, M-MIMO.
  • Steering vector: Euclidian distance.

πŸ“Œ File Description

File Description
run_omp.m Main script for the OMP algorithm
signals.m Generates/processes signals
responsearray.m Defines the array response matrix
omp_2D.m Implementation of the OMP algorithm

πŸ“Œ Visualization

Below is an example of the Pseudo-espectro do Matched Filter via OMP using a ULA in a free-space scenario:

OMP algorithm

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Estimation of location parameters in massive MIMO systems using Orthogonal Matching Pursuit.

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