Table 9 Distribution of training, validation, and test datasets by building type and fault condition.
From: Real operational labeled data of air handling units from office, auditorium, and hospital buildings
Building type | Purpose | Class | |||||||
|---|---|---|---|---|---|---|---|---|---|
Normal | RATSF | SATSF | SFF | VPF | CPF | HPF | Total | ||
Auditorium | Training | 36,131 | 1,040 | 242 | 3,915 | 187 | 11,576 | 14,934 | 68,025 |
Validation | 12,044 | 347 | 81 | 1,305 | 62 | 3,858 | 4,978 | 22,675 | |
Test | 12,044 | 347 | 81 | 1,305 | 62 | 3,858 | 4,978 | 22,675 | |
Total | 60,219 | 1,734 | 404 | 6,525 | 311 | 19,292 | 24,890 | 113,375 | |
Hospital | Training | 32,253 | 5,301 | 1,153 | 915 | 39,622 | |||
Validation | 10,752 | 1,767 | 384 | 305 | 13,208 | ||||
Test | 10,752 | 1,767 | 384 | 305 | 13,208 | ||||
Total | 53,757 | 8,835 | 1,921 | 1,525 | 66,038 | ||||
Office | Training | 71,442 | 4,199 | 619 | 28,789 | 105,049 | |||
Validation | 23,814 | 1,400 | 206 | 9,597 | 35,017 | ||||
Test | 23,814 | 1,400 | 206 | 9,597 | 35,017 | ||||
Total | 119,070 | 6,999 | 1,031 | 47,983 | 175,083 | ||||
