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An ARTMAP-incorporated Multi-Agent System for Building Intelligent Heat Management

机译:结合aRTmap的多智能体系统,用于构建智能热管理

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摘要

This paper presents an ARTMAP-incorporated multi-agent system (MAS) for building heat management, which aims to maintain the desired space temperature defined by the building occupants (thermal comfort management) and improve energy efficiency by intelligently controlling the energy flow and usage in the building (building energy control). Existing MAS typically uses rule-based approaches to describe the behaviours and the processes of its agents, and the rules are fixed. The incorporation of artificial neural network (ANN) techniques to the agents can provide for the required online learning and adaptation capabilities. A three-layer MAS is proposed for building heat management and ARTMAP is incorporated into the agents so as to facilitate online learning and adaptation capabilities. Simulation results demonstrate that ARTMAP incorporated MAS provides better (automated) energy control and thermal comfort management for a building environment in comparison to its existing rule-based MAS approach.
机译:本文提出了一种结合ARTMAP的用于建筑热管理的多智能体系统(MAS),该系统旨在维持建筑居住者定义的理想空间温度(热舒适管理),并通过智能地控制室内的能量流和使用来提高能源效率。建筑物(建筑物能源控制)。现有的MAS通常使用基于规则的方法来描述其代理的行为和过程,并且规则是固定的。将人工神经网络(ANN)技术并入代理可以提供所需的在线学习和适应能力。建议使用三层MAS进行建筑热量管理,并将ARTMAP集成到代理中,以促进在线学习和适应能力。仿真结果表明,与现有的基于规则的MAS方法相比,结合了ARTMAP的MAS为建筑物环境提供了更好的(自动)能量控制和热舒适性管理。

著录项

  • 作者

    Mokhtar Maizura; Liu Xiongwei;

  • 作者单位
  • 年度 2012
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
  • 中图分类

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