Acoustic Emission Testing (AE)
acoustic_emission
Experimental Science
Acoustic
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
P → S → D
Benchmark Variants & Leaderboards
Acoustic Emission Testing (AE)
Acoustic Emission Testing (AE)
Spec Notation
P → S → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | DiffusionAE | 0.817 | 35.5 | 0.950 | ✓ Certified | Song et al., ICLR 2021; SHM application 2024 |
| 🥈 | SwinIR-AE | 0.800 | 34.8 | 0.940 | ✓ Certified | Liang et al., ICCV 2021; AE-adapted 2024 |
| 🥉 | PINN-AE | 0.771 | 33.5 | 0.925 | ✓ Certified | Raissi et al. 2019; AE extension 2024 |
| 4 | Domain-Adapted ResNet | 0.736 | 32.0 | 0.905 | ✓ Certified | Tabian et al., Sensors 2019 |
| 5 | AE-CNN | 0.685 | 30.0 | 0.870 | ✓ Certified | Ebrahimkhanlou & Salamone, Struct. Health Monit. 2019 |
| 6 | PnP-ADMM | 0.608 | 27.5 | 0.800 | ✓ Certified | Venkatakrishnan et al., IEEE GlobalSIP 2013 |
| 7 | Sparse TR (L1) | 0.540 | 25.5 | 0.730 | ✓ Certified | Gao et al., J. Sound Vib. 2016 |
| 8 | TDOA-WLS | 0.432 | 22.0 | 0.630 | ✓ Certified | Kundu, J. Acoust. Soc. Am. 2014 |
| 9 | Time-Reversal Imaging | 0.382 | 20.5 | 0.580 | ✓ Certified | Fink, IEEE UFFC 1992; Grosse & Ohtsu 2008 |
Mismatch Parameters (4) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| source_location_error | s_l | Source location error (mm) | 0.0 | 1.0 |
| wave_speed_error | w_s | Wave speed error (m/s) | 5900.0 | 5940.0 |
| sensor_coupling_gain | s_c | Sensor coupling gain (-) | 1.0 | 1.04 |
| arrival_time_bias | a_t | Arrival time bias (us) | 0.0 | 0.1 |