Table 3.
Average computation time of the signal reconstruction for different algorithms.
| (M,N,P) | Average Computation Time (s) | ||||
|---|---|---|---|---|---|
| Proposed Method | -SVD | RV -SVD | RV -SRACV | RSL0 | |
| (4,4,2) | 0.0269 | 2.1067 | 1.5499 | 1.3213 | 0.0135 |
| (4,4,3) | 0.0323 | 2.5139 | 2.0591 | 1.3368 | 0.0139 |
| (5,5,2) | 0.0273 | 2.4984 | 2.1071 | 2.1277 | 0.0252 |
| (5,5,3) | 0.0373 | 3.1170 | 2.7076 | 2.3842 | 0.0254 |
| (6,6,2) | 0.0328 | 2.6323 | 2.2911 | 3.2908 | 0.0438 |
| (6,6,3) | 0.0395 | 3.5439 | 3.1187 | 4.7397 | 0.0441 |
SVD (singular value decomposition), RV (real-valued), SRACV (sparse representation array covariance vectors), RSL0 (reweighted smoothed -norm).