Research Article
A Modified Spectral PRP Conjugate Gradient Projection Method for Solving Large-Scale Monotone Equations and Its Application in Compressed Sensing
Table 6
Recovering sparse signals under different CS ratios.
| CS-R | CGD | SGCS | MPPRP-M | Iter | Time | MSE | Iter | Time | MSE | Iter | Time | MSE |
| 0.125 | 1047 | 4.97s | 7.96e-006 | 752 | 3.44s | 4.40e-006 | 607 | 2.58s | 4.18e-006 | | (985) | (4.86s) | (5.11e-003) | (1018) | (4.19s) | (4.29e-003) | 886 | (3.63s) | (4.16e-003) | 0.25 | 263 | 2.05s | 2.87e-006 | 241 | 1.92s | 2.75e-006 | 178 | 1.38s | 2.64e-006 | | (425) | (3.34s) | (7.12e-006) | (359) | (2.84s) | (5.70e-006) | (274 ) | ( 2.20s) | ( 5.54e-006) | 0.5 | 97 | 1.33s | 2.46e-006 | 135 | 1.75s | 1.59e-006 | 85 | 1.16s | 1.54e-006 | | (95) | (1.33s) | (1.14e-005) | (146) | (2.03s) | ( 5.52e-006) | (93) | (1.30s) | (5.37e-006) |
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