Vibration Monitoring on Rotating machinery asset Industrial pilot (Steady-state)
7.7CPU p50 Latency (ms)Tiny-TCN-XS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Tiny-TCN-XSParams (M)=0.48, FLOPs (G)=0.2, Batch size=1, Numeric precision=FP32 (CPU) / FP16 (Jetson), Evaluation state=Steady-state2026.01 | 7.7 | 11.6 | 15.8 | 6.7 | 10.7 | 14.5 | 118 | |
| SSM-Only (Mamba-XS)Params (M)=0.42, FLOPs (G)=0.17, Batch size=1, Numeric precision=FP32 (CPU) / FP16 (Jetson), Evaluation state=Steady-state2026.01 | 7.9 | 10.3 | 13.2 | 6.8 | 9.1 | 12.1 | 121 | |
| DS-ConvNet-XSParams (M)=0.6, FLOPs (G)=0.24, Batch size=1, Numeric precision=FP32 (CPU) / FP16 (Jetson), Evaluation state=Steady-state2026.01 | 8.2 | 10.8 | 13.9 | 7 | 9.3 | 12.8 | 120 | |
| PG-TMTParams (M)=0.78, FLOPs (G)=0.28, Batch size=1, Numeric precision=FP32 (CPU) / FP16 (Jetson), Evaluation state=Steady-state2026.01 | 8.3 | 9.4 | 10.5 | 7.1 | 8 | 8.9 | 125 | |
| LocalAttn-Only (Transf-XS)Params (M)=0.55, FLOPs (G)=0.23, Batch size=1, Numeric precision=FP32 (CPU) / FP16 (Jetson), Evaluation state=Steady-state2026.01 | 8.6 | 12.1 | 15.6 | 7.4 | 10.5 | 14.2 | 114 | |
| LSTM-XSParams (M)=0.41, FLOPs (G)=0.19, Batch size=1, Numeric precision=FP32 (CPU) / FP16 (Jetson), Evaluation state=Steady-state2026.01 | 8.9 | 12.7 | 16.3 | 7.6 | 11.2 | 14.9 | 112 | |
| ResNet1D-XSParams (M)=0.69, FLOPs (G)=0.27, Batch size=1, Numeric precision=FP32 (CPU) / FP16 (Jetson), Evaluation state=Steady-state2026.01 | 9.1 | 12.9 | 16.8 | 7.8 | 11.6 | 15.4 | 110 |