Research Article
A Two-Step Compressed Sensing Approach for Single-Snapshot DOA Estimation of Closely Spaced Signals
Algorithm 2
The proposed two-step CS-based algorithm.
| | Input: | | | The observed single-snapshot signal ; | | | A new double-structure measurement matrix for preestimation, ; | | | A new double-structure measurement matrix for the second step, ; | | | Output: | | | The DOA estimator, ; | | (1) | Divide the initial search space into () parts to construct the overcomplete dictionary matrix . | | (2) | Generate the measured signal and the sensing matrix . | | (3) | Calculate the DOA rough estimator using the OMP method [40]. | | (4) | Narrow the search space as based on the rough estimator, where . | | (5) | Divide the search space into parts to construct the overcomplete dictionary matrix . | | (6) | Generate the measured signal and the sensing matrix . | | (7) | Calculate the DOA accurate estimator using the OMP method in [40]. | | (8) | return. |
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