Fig. 1

Fig. 2

Fig. 3

Fig. 4

Fig. 5

Fig. 6

Fig. 7

Fig. 8

Convergence study for m = 1, δ = 0_
| J | M = 2J | Relative Error ℰ | Convergence Rate | Error Reduction |
|---|---|---|---|---|
| 1 | 2 | 6.21e-02 | – | – |
| 2 | 4 | 3.15e-02 | 0.98 | 1.97 |
| 3 | 8 | 1.58e-02 | 1.00 | 1.99 |
| 4 | 16 | 7.92e-03 | 1.00 | 2.00 |
| 5 | 32 | 3.96e-03 | 1.00 | 2.00 |
| 6 | 64 | 1.98e-03 | 1.00 | 2.00 |
Comparison of error increase factors: Single mode (m = 1) vs Multi-mode_
| Noise Level | Error Increase Factor | Error Increase Factor | Ratio |
|---|---|---|---|
| δ | Single mode (m = 1) | Multi-mode | (Multi/Single) |
| 0.001 | 1.13 | 1.02 | 0.90 |
| 0.005 | 1.63 | 1.09 | 0.67 |
| 0.010 | 2.19 | 1.23 | 0.56 |
| 0.050 | 5.56 | 2.38 | 0.43 |
| 0.100 | 8.88 | 3.89 | 0.44 |
Values of γn and βn for selected n_
| n | γn | βn | n | γn | βn |
|---|---|---|---|---|---|
| 1 | 4.3973 | 0.0251 | 7 | 22.4306 | 3.48 × 10−11 |
| 2 | 7.0963 | 0.0009 | 8 | 25.7158 | 1.09 × 10−12 |
| 3 | 9.9713 | 3.16 × 10−5 | 9 | 29.0538 | 3.42 × 10−14 |
| 4 | 12.9614 | 1.06 × 10−6 | 10 | 32.4397 | 1.07 × 10−15 |
| 5 | 16.0442 | 3.44 × 10−8 | 15 | 49.9741 | 3.10 × 10−23 |
| 6 | 19.2042 | 1.10 × 10−9 | 20 | 68.3345 | 8.70 × 10−31 |
Performance comparison and error increase factors for different noise levels m = 1 J = 3
| Noise Level δ | Relative Error ℰ(δ) | Optimal α | Error Increase Factor | Noise-to-Error Ratio | α Increase Factor |
|---|---|---|---|---|---|
| 0.000 | 0.016 | 0.001 | 1.00 | – | 1.00 |
| 0.001 | 0.018 | 0.001 | 1.13 | 0.056 | 1.00 |
| 0.005 | 0.026 | 0.003 | 1.63 | 0.200 | 3.00 |
| 0.010 | 0.035 | 0.005 | 2.19 | 0.286 | 5.00 |
| 0.050 | 0.089 | 0.018 | 5.56 | 0.562 | 18.00 |
| 0.100 | 0.142 | 0.032 | 8.88 | 0.704 | 32.00 |
Performance comparison and error increase factors for multi-mode solution with different noise levels, J = 3_
| Noise Level δ | Relative Error ℰ(δ) | Optimal α | Error Increase Factor | Noise-to-Error Ratio | α Increase Factor |
|---|---|---|---|---|---|
| 0.000 | 0.047 | 0.005 | 1.00 | – | 1.00 |
| 0.001 | 0.048 | 0.005 | 1.02 | 0.021 | 1.00 |
| 0.005 | 0.051 | 0.007 | 1.09 | 0.098 | 1.40 |
| 0.010 | 0.058 | 0.010 | 1.23 | 0.172 | 2.00 |
| 0.050 | 0.112 | 0.032 | 2.38 | 0.446 | 6.40 |
| 0.100 | 0.183 | 0.056 | 3.89 | 0.546 | 11.20 |