The model considered the influence of the crowd density on the evacuation capability, and the capacity of the egress was taken as a variable rather than a constant as former.

The results show that there is great energy saving potential for this novel variable capacity air source heat pump system and it can be used in more cold districts.

It is shown that the SVM has good predictive capacity after variable selection and the final SVM model has the generalization accuracy of 93.30%.