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
1,081
HIL Test Samples
Mean Execution Latency
108.9 µs
Jitter (σ): ±12.8 µs
Inference Throughput
9,266.9 Hz
Inferences / Second
Energy / Inference
0.0431 mJ
Active Current @ 3.3V
Max Dynamic RAM Spike
356 Bytes
Zero-Heap Proven
Stage 1 MAE Error
1.15 / 1.79
Sensation / Comfort MAE
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
#1081 2026-08-25 23:09:40 24.7 55.0 0.10 -0.45 1.51 SICK (1) 55.6% 105 µs 9,523.8 Hz 0.0416 mJ
#1080 2026-08-25 23:09:40 24.3 64.0 0.10 -0.53 1.60 SICK (1) 52.9% 107 µs 9,345.8 Hz 0.0424 mJ
#1079 2026-08-25 23:09:40 24.7 55.0 0.12 -0.44 1.47 SICK (1) 55.2% 105 µs 9,523.8 Hz 0.0416 mJ
#1078 2026-08-25 23:09:39 25.4 61.0 0.14 -0.28 1.59 SICK (1) 51.2% 179 µs 5,586.6 Hz 0.0709 mJ
#1077 2026-08-25 23:09:39 25.1 63.0 0.10 -0.42 1.72 SICK (1) 50.9% 105 µs 9,523.8 Hz 0.0416 mJ
#1076 2026-08-25 23:09:39 25.5 62.0 0.13 -0.28 1.62 SICK (1) 51.0% 109 µs 9,174.3 Hz 0.0432 mJ
#1075 2026-08-25 23:09:39 25.5 62.0 0.10 -0.30 1.70 SICK (1) 50.8% 107 µs 9,345.8 Hz 0.0424 mJ
#1074 2026-08-25 23:09:39 24.2 53.0 0.10 -0.48 1.40 SICK (1) 58.3% 108 µs 9,259.3 Hz 0.0428 mJ
#1073 2026-08-25 23:09:38 24.3 55.0 0.12 -0.44 1.41 SICK (1) 56.6% 105 µs 9,523.8 Hz 0.0416 mJ
#1072 2026-08-25 23:09:38 24.8 54.0 0.10 -0.46 1.51 SICK (1) 55.4% 110 µs 9,090.9 Hz 0.0436 mJ
#1071 2026-08-25 23:09:38 24.8 54.0 0.11 -0.45 1.50 SICK (1) 55.2% 108 µs 9,259.3 Hz 0.0428 mJ
#1070 2026-08-25 23:09:37 24.7 51.0 0.10 -0.50 1.45 SICK (1) 57.1% 104 µs 9,615.4 Hz 0.0412 mJ
#1069 2026-08-25 23:09:37 24.2 53.0 0.10 -0.49 1.39 SICK (1) 58.7% 112 µs 8,928.6 Hz 0.0444 mJ
#1068 2026-08-25 23:09:37 24.4 54.0 0.16 -0.42 1.33 SICK (1) 55.9% 107 µs 9,345.8 Hz 0.0424 mJ
#1067 2026-08-25 23:09:37 24.9 55.0 0.11 -0.44 1.54 SICK (1) 54.3% 110 µs 9,090.9 Hz 0.0436 mJ
#1066 2026-08-25 23:09:36 24.1 55.0 0.16 -0.41 1.30 SICK (1) 56.5% 104 µs 9,615.4 Hz 0.0412 mJ
#1065 2026-08-25 23:09:36 25.7 56.0 0.13 -0.36 1.61 SICK (1) 51.2% 105 µs 9,523.8 Hz 0.0416 mJ
#1064 2026-08-25 23:09:36 25.0 54.0 0.17 -0.40 1.43 SICK (1) 53.4% 107 µs 9,345.8 Hz 0.0424 mJ
#1063 2026-08-25 23:09:36 25.0 57.0 0.16 -0.37 1.50 SICK (1) 52.5% 105 µs 9,523.8 Hz 0.0416 mJ
#1062 2026-08-25 23:09:35 25.3 57.0 0.12 -0.40 1.62 SICK (1) 51.8% 104 µs 9,615.4 Hz 0.0412 mJ
#1061 2026-08-25 23:09:35 25.0 56.0 0.11 -0.42 1.57 SICK (1) 53.5% 106 µs 9,434.0 Hz 0.0420 mJ
#1060 2026-08-25 23:09:35 24.4 53.0 0.14 -0.45 1.36 SICK (1) 56.7% 104 µs 9,615.4 Hz 0.0412 mJ
#1059 2026-08-25 23:09:35 24.9 54.0 0.10 -0.46 1.54 SICK (1) 54.8% 105 µs 9,523.8 Hz 0.0416 mJ
#1058 2026-08-25 23:09:34 25.2 56.0 0.16 -0.38 1.52 SICK (1) 51.9% 107 µs 9,345.8 Hz 0.0424 mJ
#1057 2026-08-25 23:09:34 25.3 55.0 0.10 -0.44 1.62 SICK (1) 52.9% 105 µs 9,523.8 Hz 0.0416 mJ
#1056 2026-08-25 23:09:34 24.8 60.0 0.10 -0.39 1.61 SICK (1) 53.3% 104 µs 9,615.4 Hz 0.0412 mJ
#1055 2026-08-25 23:09:34 24.6 59.0 0.10 -0.41 1.56 SICK (1) 54.7% 156 µs 6,410.3 Hz 0.0618 mJ
#1054 2026-08-25 23:09:34 24.8 57.0 0.10 -0.42 1.57 SICK (1) 54.2% 106 µs 9,434.0 Hz 0.0420 mJ
#1053 2026-08-25 23:09:33 24.3 59.0 0.13 -0.40 1.46 SICK (1) 55.1% 105 µs 9,523.8 Hz 0.0416 mJ
#1052 2026-08-25 23:09:33 24.1 60.0 0.16 -0.43 1.40 SICK (1) 54.4% 107 µs 9,345.8 Hz 0.0424 mJ
#1051 2026-08-25 23:09:33 24.1 60.0 0.13 -0.45 1.45 SICK (1) 54.8% 108 µs 9,259.3 Hz 0.0428 mJ
#1050 2026-08-25 23:09:33 24.8 64.0 0.11 -0.49 1.67 SICK (1) 51.1% 104 µs 9,615.4 Hz 0.0412 mJ
#1049 2026-08-25 23:09:33 24.3 64.0 0.14 -0.47 1.55 SICK (1) 52.4% 115 µs 8,695.7 Hz 0.0455 mJ
#1048 2026-08-25 23:09:32 24.1 65.0 0.14 -0.46 1.53 SICK (1) 52.2% 104 µs 9,615.4 Hz 0.0412 mJ
#1047 2026-08-25 23:09:32 24.1 61.0 0.17 -0.42 1.40 SICK (1) 53.9% 105 µs 9,523.8 Hz 0.0416 mJ
#1046 2026-08-25 23:09:32 24.0 61.0 0.12 -0.50 1.47 SICK (1) 54.5% 104 µs 9,615.4 Hz 0.0412 mJ
#1045 2026-08-25 23:09:31 24.3 63.0 0.10 -0.53 1.59 SICK (1) 53.3% 105 µs 9,523.8 Hz 0.0416 mJ
#1044 2026-08-25 23:09:31 24.1 64.0 0.16 -0.43 1.49 SICK (1) 52.5% 104 µs 9,615.4 Hz 0.0412 mJ
#1043 2026-08-25 23:09:31 24.5 63.0 0.10 -0.50 1.63 SICK (1) 52.7% 108 µs 9,259.3 Hz 0.0428 mJ
#1042 2026-08-25 23:09:31 24.2 64.0 0.10 -0.53 1.59 SICK (1) 53.0% 104 µs 9,615.4 Hz 0.0412 mJ
#1041 2026-08-25 23:09:30 24.2 66.0 0.10 -0.51 1.63 SICK (1) 52.0% 107 µs 9,345.8 Hz 0.0424 mJ
#1040 2026-08-25 23:09:30 24.4 64.0 0.13 -0.49 1.58 SICK (1) 52.3% 108 µs 9,259.3 Hz 0.0428 mJ
#1039 2026-08-25 23:09:30 24.6 65.0 0.14 -0.45 1.61 SICK (1) 51.2% 106 µs 9,434.0 Hz 0.0420 mJ
#1038 2026-08-25 23:09:30 24.2 66.0 0.12 -0.47 1.60 SICK (1) 51.9% 104 µs 9,615.4 Hz 0.0412 mJ
#1037 2026-08-25 23:09:30 24.0 62.0 0.10 -0.54 1.52 SICK (1) 54.2% 106 µs 9,434.0 Hz 0.0420 mJ
#1036 2026-08-25 23:09:29 24.1 66.0 0.10 -0.51 1.62 SICK (1) 52.1% 104 µs 9,615.4 Hz 0.0412 mJ
#1035 2026-08-25 23:09:29 24.4 65.0 0.16 -0.44 1.56 SICK (1) 51.5% 105 µs 9,523.8 Hz 0.0416 mJ
#1034 2026-08-25 23:09:29 24.7 64.0 0.14 -0.47 1.60 SICK (1) 51.1% 104 µs 9,615.4 Hz 0.0412 mJ
#1033 2026-08-25 23:09:28 24.7 64.0 0.14 -0.47 1.61 SICK (1) 51.0% 105 µs 9,523.8 Hz 0.0416 mJ
#1032 2026-08-25 23:09:28 24.2 67.0 0.17 -0.42 1.58 SICK (1) 50.9% 104 µs 9,615.4 Hz 0.0412 mJ