Machine learning for energy performance prediction at the design stage of buildings

Earth & Environmental Sciences

• machine learning 100%
• energy efficiency 51%
• prediction 49%
• energy 48%
• energy consumption 29%
• residential building 19%
• performance assessment 19%
• energy use 17%
• support vector machine 16%
• parameter 11%
• decision 10%
• method 7%
• effect 3%

Social Sciences

• building 93%
• energy 68%
• performance 46%
• learning 34%
• energy consumption 24%
• efficiency 21%
• residential building 14%
• predictive model 12%
• performance assessment 11%

Engineering & Materials Science

• Machine learning 73%
• Energy efficiency 33%
• Feature extraction 21%
• Energy utilization 20%
• Decision trees 13%
• Learning algorithms 11%
• Support vector machines 11%
• Tuning 11%