A hybrid learning approach to model the diversity of window-opening behavior

• Published in: Building and environment Vol. 257; p. 111525
• Main Authors: Liu, Yiqiao, Chong, Wen Tong, Yau, Yat Huang, Wu, Jinshun, Chang, Yufan, Cui, Tong, Chang, Li, Pan, Song
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.06.2024
• Subjects: Behavioral diversity; K-Means; Light gradient boosting machine; SHapley additive exPlanations; Window-opening behavior; Behavioral diversity; SHapley additive exPlanations; K-Means; Light gradient boosting machine; Window-opening behavior

The diverse window-opening behaviors of individuals can result in significant differences in indoor thermal environments, air quality, and energy utilization. However, the majority of existing studies focus on constructing an average window operation model, thus overlooking the diversity of behavior...