Table 6.
Experimental data collection statistics the following comprehensive statistics summarize the experimental data collection results across all sensing modalities, demonstrating the scale, quality, and completeness of the dataset utilized for validating the proposed responsive design methodologies.
| Data type | Collection duration | Data volume | Validity rate | Noise level | Completeness |
|---|---|---|---|---|---|
| Visual Streams | 4,320 h | 2.8 TB | 94.2% | 15.3 dB SNR | 97.8% |
| Acoustic Data | 4,320 h | 1.2 TB | 91.7% | 22.1 dB SNR | 95.6% |
| Environmental | 4,320 h | 156 GB | 98.1% | 5.2% deviation | 99.2% |
| Motion Detection | 4,320 h | 89 GB | 96.4% | 8.7% false positive | 98.5% |
| Network Metrics | 4,320 h | 23 GB | 99.3% | 2.1 ms jitter | 99.8% |