Smart home energy management based on deep reinforcement learning technology

• Main Author: Sun, Xinghao
• Other Authors: Xu Yan
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Engineering; Smart home energy management system; Deep reinforcement learning; Deep Q network
• Online Access: https://hdl.handle.net/10356/175417
• Institution: Nanyang Technological University

This study framework designed to enhance home energy management systems (HEMS) in smart homes that incorporate renewable energy and electric vehicles (EVs). Leveraging real-world data within an advanced simulation platform, we delve into the interactions among diverse appliances, home batteries, pho...