## 5 Experimental Results and Analysis  
### Experimental Results  
The experimental results are shown in Figure 15. For the same type of hospital building, the total cooling load in summer in Shanghai is higher than that in Beijing. For different types of hospital buildings, the total cooling load of inpatient buildings in summer is higher than that of outpatient buildings. As for the variation in cooling load in summer, in the Beijing area, for the outpatient building of the hospital, the building cooling load modified by K-means is reduced by 0.69% compared with before, and the building cooling load in the Chaoyang area is increased by 12.12% compared with before under the heat island effect. The LSTM model predicted that the total cooling load of the building was reduced by 1.35% compared to the previous one. For hospital inpatient buildings, the building refrigeration modified by the K-means method increased by 0.27% compared to before, the building cooling load in the Chaoyang area increased by 7.13% compared to before under the heat island effect, and the building cooling load predicted by the LSTM model decreased by 0.93% compared to before. In Shanghai, for the outpatient building of the hospital, the building cooling load modified by the K-means method increased by 12.61% compared to before, the building cooling load in the Jia  
\begin{table}
\begin{tabular}{c c c c c c c} \hline \hline \multirow{2}{*}{\ \begin{tabular}{c} **The Name of the** \\ **Partition** \\ **(W/m\({}^{2}\))** \\ \end{tabular}  } & **Illumination** & **Equipment** & **Personnel** & **Personnel** & **The New Air Volume** & **Set the** \\  & **Power** & **Power** & **Density** & **Heat** & **Temperature** \\  & **Density** & **Density** & **(m\({}^{2}\)/Person)** & **Dissipation** & **(m\({}^{3}\)/h.-Person)** & **(Times/h)** & **of the Room in** \\  & **(W/m\({}^{2}\))** & **(W/m\({}^{2}\))** & **(W/Person)** & & **Summer (\({}^{\circ}\)C)** \\ \hline \multirow{2}{*}{ \begin{tabular}{c} **The pharmacy** \\ **Between devices** \\ **Office** \\ **Warehouse** \\ **Transfusion room** \\ **Waiting** \\ **Registered hall** \\ **Intensive care** \\ **The emergency** \\ **room** \\ **Laboratory** \\ **The operating** \\ **room** \\ **The meeting room** \\ **B-mode** \\ **ultrasongography** \\ **Ward** \\ **The restaurant** \\ **Intensive ICU** \\ **Computer room** \\ **Computer room** \\ **The nurse station** \\ **Toilet** \\ **Stair** \\ **The corridor** \\ **The corridor** \\ \hline \hline \end{tabular}  } & 20 & 10 & 134 & -- & 2 & 26 \\  & 20 & 6 & 134 & -- & 26 \\  & 20 & 6 & 134 & -- & 28 \\  & 20 & 6 & 134 & -- & 2 & 16 \\  & 20 & 6 & 134 & -- & 2 & 26 \\  & 20 & 6 & 134 & -- & 2 & 16 \\  & 20 & 6 & 108 & -- & 2 & 26 \\  & 20 & 6 &As can be seen from Figures 16 and 17, for different types of hospital buildings, the operating conditions of the outpatient building are different from those of the inpatient building. The total cooling load of inpatient buildings in summer is higher than that of outpatient buildings. Among them, a small amount of convective heat dissipation in lighting heat dissipation can be directly converted into an air conditioning cooling load, while massive radiation heat dissipation forms a lagging air conditioning cooling load, which results in the overall lag of the impact of lighting switch time on improvements in air conditioning cooling load in the building. Combined with Figure 14, the cooling load of the unit area of the outpatient building in summer decreased slightly and then increased due to the fluctuation in the personnel room rate and equipment utilization rate from 12:00 to 14:00.