Edge AI Telemetry & Hardware Benchmark

Dual-Stage Cascading Neural Network | USM Gelugor Node Telemetry
📊 Download Q1 Summary Metrics CSV 📥 Download Raw Telemetry CSV
Total Inferences Streamed
8,518
HIL Test Samples
Mean Execution Latency
108.8 µs
Jitter (σ): ±11.9 µs
Inference Throughput
9,267.7 Hz
Inferences / Second
Energy / Inference
0.0431 mJ
Active Current @ 3.3V
Max Dynamic RAM Spike
2,436 Bytes
Zero-Heap Proven
Stage 1 MAE Error
0.97 / 3.03
Sensation MAE / Comfort MAE (Filtered)
Live Real-Time Telemetry Logs (Recent 50 Inferences) Node IP / Location: db.usmtech.my
ID Timestamp Temp (°C) RH (%) Vel (m/s) Pred Sensation Pred Comfort SBS Class Confidence Latency Throughput Energy
#8518 2026-08-25 23:47:52 24.8 67.0 0.08 -0.44 1.73 SICK (1) 51.3% 108 µs 9,259.3 Hz 0.0428 mJ
#8517 2026-08-25 23:47:52 24.8 67.0 0.08 -0.44 1.73 SICK (1) 51.3% 104 µs 9,615.4 Hz 0.0412 mJ
#8516 2026-08-25 23:47:52 24.8 67.0 0.08 -0.44 1.73 SICK (1) 51.3% 105 µs 9,523.8 Hz 0.0416 mJ
#8515 2026-08-25 23:47:51 24.8 67.0 0.08 -0.44 1.73 SICK (1) 51.3% 106 µs 9,434.0 Hz 0.0420 mJ
#8514 2026-08-25 23:47:51 24.8 67.0 0.08 -0.44 1.73 SICK (1) 51.3% 107 µs 9,345.8 Hz 0.0424 mJ
#8513 2026-08-25 23:47:51 24.8 67.0 0.08 -0.44 1.73 SICK (1) 51.3% 104 µs 9,615.4 Hz 0.0412 mJ
#8512 2026-08-25 23:47:51 25.0 72.0 0.04 -0.24 1.78 SICK (1) 50.9% 105 µs 9,523.8 Hz 0.0416 mJ
#8511 2026-08-25 23:47:50 25.0 72.0 0.04 -0.24 1.78 SICK (1) 50.9% 104 µs 9,615.4 Hz 0.0412 mJ
#8510 2026-08-25 23:47:50 25.0 72.0 0.04 -0.24 1.78 SICK (1) 50.9% 111 µs 9,009.0 Hz 0.0440 mJ
#8509 2026-08-25 23:47:50 25.0 72.0 0.04 -0.24 1.78 SICK (1) 50.9% 106 µs 9,434.0 Hz 0.0420 mJ
#8508 2026-08-25 23:47:50 25.0 72.0 0.04 -0.24 1.78 SICK (1) 50.9% 108 µs 9,259.3 Hz 0.0428 mJ
#8507 2026-08-25 23:47:50 25.0 72.0 0.04 -0.24 1.78 SICK (1) 50.9% 104 µs 9,615.4 Hz 0.0412 mJ
#8506 2026-08-25 23:47:49 24.5 72.0 0.03 -0.31 1.79 SICK (1) 51.0% 105 µs 9,523.8 Hz 0.0416 mJ
#8505 2026-08-25 23:47:49 24.5 72.0 0.03 -0.31 1.79 SICK (1) 51.0% 106 µs 9,434.0 Hz 0.0420 mJ
#8504 2026-08-25 23:47:49 24.5 72.0 0.03 -0.31 1.79 SICK (1) 51.0% 105 µs 9,523.8 Hz 0.0416 mJ
#8503 2026-08-25 23:47:49 24.5 72.0 0.03 -0.31 1.79 SICK (1) 51.0% 104 µs 9,615.4 Hz 0.0412 mJ
#8502 2026-08-25 23:47:48 24.5 72.0 0.03 -0.31 1.79 SICK (1) 51.0% 105 µs 9,523.8 Hz 0.0416 mJ
#8501 2026-08-25 23:47:48 24.5 72.0 0.03 -0.31 1.79 SICK (1) 51.0% 104 µs 9,615.4 Hz 0.0412 mJ
#8500 2026-08-25 23:47:48 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 105 µs 9,523.8 Hz 0.0416 mJ
#8499 2026-08-25 23:47:48 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 109 µs 9,174.3 Hz 0.0432 mJ
#8498 2026-08-25 23:47:48 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 105 µs 9,523.8 Hz 0.0416 mJ
#8497 2026-08-25 23:47:47 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 111 µs 9,009.0 Hz 0.0440 mJ
#8496 2026-08-25 23:47:47 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 105 µs 9,523.8 Hz 0.0416 mJ
#8495 2026-08-25 23:47:47 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 107 µs 9,345.8 Hz 0.0424 mJ
#8494 2026-08-25 23:47:47 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 108 µs 9,259.3 Hz 0.0428 mJ
#8493 2026-08-25 23:47:47 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 104 µs 9,615.4 Hz 0.0412 mJ
#8492 2026-08-25 23:47:46 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 105 µs 9,523.8 Hz 0.0416 mJ
#8491 2026-08-25 23:47:46 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 104 µs 9,615.4 Hz 0.0412 mJ
#8490 2026-08-25 23:47:46 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 105 µs 9,523.8 Hz 0.0416 mJ
#8489 2026-08-25 23:47:46 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 106 µs 9,434.0 Hz 0.0420 mJ
#8488 2026-08-25 23:47:46 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 108 µs 9,259.3 Hz 0.0428 mJ
#8487 2026-08-25 23:47:45 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 104 µs 9,615.4 Hz 0.0412 mJ
#8486 2026-08-25 23:47:45 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 106 µs 9,434.0 Hz 0.0420 mJ
#8485 2026-08-25 23:47:45 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 104 µs 9,615.4 Hz 0.0412 mJ
#8484 2026-08-25 23:47:45 24.1 64.0 0.35 -0.43 1.43 SICK (1) 52.2% 106 µs 9,434.0 Hz 0.0420 mJ
#8483 2026-08-25 23:47:45 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 104 µs 9,615.4 Hz 0.0412 mJ
#8482 2026-08-25 23:47:44 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 105 µs 9,523.8 Hz 0.0416 mJ
#8481 2026-08-25 23:47:44 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 104 µs 9,615.4 Hz 0.0412 mJ
#8480 2026-08-25 23:47:44 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 105 µs 9,523.8 Hz 0.0416 mJ
#8479 2026-08-25 23:47:44 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 104 µs 9,615.4 Hz 0.0412 mJ
#8478 2026-08-25 23:47:43 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 105 µs 9,523.8 Hz 0.0416 mJ
#8477 2026-08-25 23:47:43 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 176 µs 5,681.8 Hz 0.0697 mJ
#8476 2026-08-25 23:47:43 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 120 µs 8,333.3 Hz 0.0475 mJ
#8475 2026-08-25 23:47:43 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 110 µs 9,090.9 Hz 0.0436 mJ
#8474 2026-08-25 23:47:43 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 105 µs 9,523.8 Hz 0.0416 mJ
#8473 2026-08-25 23:47:42 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 104 µs 9,615.4 Hz 0.0412 mJ
#8472 2026-08-25 23:47:42 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 105 µs 9,523.8 Hz 0.0416 mJ
#8471 2026-08-25 23:47:42 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 104 µs 9,615.4 Hz 0.0412 mJ
#8470 2026-08-25 23:47:42 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 105 µs 9,523.8 Hz 0.0416 mJ
#8469 2026-08-25 23:47:41 24.3 63.0 0.35 -0.40 1.40 SICK (1) 52.6% 106 µs 9,434.0 Hz 0.0420 mJ