智能家居系统的Multi-Agent建模研究  

Research on smart home system of Multi-Agent modeling

作　　者：曲宗峰[1] QU Zongfeng(China Household Electric Appliance Research Institute,Beijing 100176)

机构地区：[1]中国家用电器研究院,北京100176

出　　处：《家电科技》2022年第5期16-21,共6页Journal of Appliance Science & Technology

摘　　要：以智能家居系统作为研究对象,通过Multi-Agent理论建立了相关模型,并采用价值分解网络(Value Decomposition Networks,VDN)作为模型算法对Q函数进行了优化分析。以此提出了建立智能家居中各智能体规则库和知识库,并系统式开放建立各智能体Agent的BDI(信念-需求-意图)集合的建议,从哲学逻辑到收益建模对智能家居使用效用进行量化分析及优化。Takes the smart home system as the research object,establishes the relevant model through the Multi-Agent theory,and uses the Value Decomposition Networks(VDN)as the model algorithm to optimize the Q function.Based on this,it is proposed to establish the rules database and knowledge database of each Agent in the smart home,and systematically open the BDI(Belief-Demand-Iintention)set of each Agent,so as to quantitatively analyze and optimize the use utility of the smart home from philosophical logic to income modeling.

关 键 词：多智能体系统 智能家居 场景 强化学习 Q学习 

分 类 号：TP27[自动化与计算机技术—检测技术与自动化装置] TP368[自动化与计算机技术—控制科学与工程]