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. 2026 Mar 26;16:15079. doi: 10.1038/s41598-026-45325-3

Table 2.

Variance contribution of building cooling load related parameters.

Characteristics Parameter PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
Meteorological parameters Hourly outdoor temperature 0.414 −0.313 0.011 0.024 0.068 −0.834 −0.169 0
Hourly outdoor solar irradiance 0.343 0.49 −0.006 0.058 −0.269 0.116 −0.743 0
Daily maximum temperature† 0.316 −0.487 0.002 −0.121 −0.754 0.249 0.128 0
Daily minimum temperature† 0.341 −0.435 0.016 −0.318 0.568 0.429 −0.292 0
Tag Weekday_id −0.007 0.02 1 −0.007 −0.01 0 0.005 0
Knowledge-based information Theoretical fresh air load Inline graphic 0.378 −0.04 0.01 0.825 0.15 0.201 0.19 −0.276
Theoretical envelope load Inline graphic 0.384 0.382 −0.009 −0.443 0.036 −0.039 0.376 −0.606
Inline graphic 0.451 0.295 −0.004 −0.055 0.085 0.042 0.376 0.746
PC Explained Variance 0.5009 0.2425 0.1249 0.0752 0.0257 0.0213 0.0094 ~ 0

Parameters marked with † source from local weather forecast service.