Demand-side scheduling based on multi-agent deep actor-critic learning for smart grids

• Main Authors: Lee, Joash, Wang, Wenbo, Niyato, Dusit
• 其他作者: Interdisciplinary Graduate School (IGS)
• 格式: Conference or Workshop Item
• 語言: English
• 出版: 2020
• 主題: Engineering::Computer science and engineering; Engineering::Mechanical engineering; Reinforcement Learning; Smart Grid
• 在線閱讀: https://hdl.handle.net/10356/144903
• 機構: Nanyang Technological University

We consider the problem of demand-side energy management, where each household is equipped with a smart meter that is able to schedule home appliances online. The goal is to minimize the overall cost under a real-time pricing scheme. While previous works have introduced centralized approaches in whi...