A machine learning-based prediction model of lcco₂ for building envelope renovation in Taiwan

Social Sciences

• renovation 100%
• life cycle 83%
• building 77%
• Taiwan 69%
• energy consumption 50%
• learning 28%
• climate 16%
• confidence 15%
• act 13%
• decision making 13%
• management 9%

Earth & Environmental Sciences

• machine learning 83%
• life cycle 67%
• carbon emission 41%
• prediction 41%
• energy consumption 36%
• project 32%
• architectural design 26%
• construction method 25%
• climate zone 25%
• insulation 23%
• greenhouse gas 17%
• decision making 15%

Engineering & Materials Science

• Life cycle 71%
• Machine learning 60%
• Carbon 31%
• Energy utilization 29%
• Greenhouse gases 20%
• Insulation 17%
• Decision making 15%