Research Article
An Accelerated Conjugate Gradient Algorithm for Solving Nonlinear Monotone Equations and Image Restoration Problems
Table 1
Test results of the ATTPRP algorithm.
| No. | Dim | ATTPRP algorithm | NI/NF | CPU | GN |
| 1 | 3000 | 123/124 | 0.608404 | 9.97E − 06 | 9000 | 88/89 | 0.733205 | 9.86E − 06 | 30000 | 57/58 | 1.092007 | 9.96E − 06 | 90000 | 38/39 | 1.310408 | 9.85E − 06 |
| 2 | 3000 | 28/514 | 0.686404 | 9.50E − 06 | 9000 | 18/386 | 1.372809 | 9.22E − 06 | 30000 | 15/371 | 3.432022 | 9.83E − 06 | 90000 | 10/276 | 3.946825 | 9.95E − 06 |
| 3 | 3000 | 14016/20709 | 107.172687 | 1.00E − 05 | 9000 | 15769/23986 | 331.158923 | 9.99E − 06 | 30000 | 15609/27514 | 574.09928 | 1.00E − 05 | 90000 | 17136/35208 | 1503.022835 | 1.00E − 05 |
| 4 | 3000 | 63/558 | 1.029607 | 5.24E − 07 | 9000 | 106/1096 | 5.241634 | 8.39E − 07 | 30000 | 195/2337 | 24.258155 | 1.20E − 07 | 90000 | 336/4521 | 88.031364 | 2.21E − 08 |
| 5 | 3000 | 90/615 | 0.780005 | 8.52E − 06 | 9000 | 96/759 | 2.464816 | 7.76E − 06 | 30000 | 130/1194 | 11.154072 | 8.62E − 06 | 90000 | 176/1984 | 29.250188 | 8.82E − 06 |
| 6 | 3000 | 91/1223 | 1.918812 | 8.09E − 06 | 9000 | 136/2093 | 8.845257 | 9.86E − 06 | 30000 | 221/3905 | 38.282645 | 9.97E − 06 | 90000 | 379/7177 | 125.814807 | 9.33E − 06 |
| 7 | 3000 | 48/335 | 0.468003 | 9.66E − 06 | 9000 | 71/636 | 2.480416 | 8.57E − 06 | 30000 | 122/1339 | 13.135284 | 9.31E − 06 | 90000 | 203/2562 | 43.63348 | 8.53E − 06 |
| 8 | 3000 | 1/2 | 0.000001 | 0.00E + 00 | 9000 | 1/2 | 0.0468 | 0.00E + 00 | 30000 | 1/2 | 0.000001 | 0.00E + 00 | 90000 | 1/2 | 0.0156 | 0.00E + 00 |
| 9 | 3000 | 6014/88059 | 100.885847 | 9.93E − 06 | 9000 | 6437/103883 | 312.345202 | 9.91E − 06 | 30000 | 7345/137142 | 1209.803355 | 9.96E − 06 | 90000 | 8950/196012 | 2763.386114 | 9.99E − 06 |
| 10 | 3000 | 1811/19670 | 25.693365 | 9.99E − 06 | 9000 | 1947/22554 | 76.36249 | 9.82E − 06 | 30000 | 2202/28399 | 261.644877 | 9.95E − 06 | 90000 | 2638/38968 | 577.983705 | 1.00E − 05 |
| 11 | 3000 | 351/4205 | 5.382034 | 9.78E − 06 | 9000 | 409/5194 | 16.645307 | 9.44E − 06 | 30000 | 510/7139 | 64.475213 | 9.64E − 06 | 90000 | 683/10789 | 161.351834 | 9.52E − 06 |
| 12 | 3000 | 184/188 | 0.156001 | 9.98E − 06 | 9000 | 184/188 | 0.577204 | 9.98E − 06 | 30000 | 184/188 | 1.107607 | 9.98E − 06 | 90000 | 184/188 | 3.07322 | 9.98E − 06 |
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