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一种用于城市水和再生废水分配的分布式约束多智能体模型:改进的 ADOPT 算法的应用。

A distributed constraint multi-agent model for water and reclaimed wastewater allocation in urban areas: Application of a modified ADOPT algorithm.

机构信息

School of Civil Engineering, College of Engineering, University of Tehran, Tehran, Iran.

School of Civil Engineering, College of Engineering, University of Tehran, Tehran, Iran.

出版信息

J Environ Manage. 2022 Sep 1;317:115446. doi: 10.1016/j.jenvman.2022.115446. Epub 2022 Jun 14.

Abstract

Distributed Constraint Optimization (DCOP)-based approaches, as the distributed version of constraint optimization, provide a framework for coordinated decision making by a team of agents. In this paper, an agent-based DCOP model is developed to allocate water and reclaimed wastewater to demands considering the conflicting interests of involved stakeholders. One of the well-known DCOP algorithms, ADOPT, is modified to incorporate an agent responsible for monitoring and conserving water resources. This new algorithm considers the social characteristics of agents and a new form of interaction between agents. For the first time in the literature, a real-world water and reclaimed wastewater allocation problem is formulated as a DCOP and solved using the Modified ADOPT (MADOPT) algorithm. To evaluate the MADOPT algorithm, it is applied to a water and reclaimed wastewater allocation problem in Tehran, Iran. The results illustrate the applicability and efficiency of the proposed methodology in dealing with large-scale multi-agent water resources systems. It is also shown that agents' selfishness and social relationships could affect their water use policies.

摘要

基于分布式约束优化(DCOP)的方法作为约束优化的分布式版本,为一组代理的协调决策提供了一个框架。本文开发了一种基于代理的 DCOP 模型,用于在考虑相关利益相关者利益冲突的情况下分配水和再生废水。修改了著名的 DCOP 算法 ADOPT,以纳入一个负责监控和保护水资源的代理。这个新算法考虑了代理的社会特征和代理之间新的交互形式。本文首次将一个实际的水和再生废水分配问题作为 DCOP 进行了描述,并使用改进的 ADOPT(MADOPT)算法进行了求解。为了评估 MADOPT 算法,将其应用于伊朗德黑兰的一个水和再生废水分配问题。结果表明,所提出的方法在处理大规模多代理水资源系统方面具有适用性和效率。还表明,代理的自私性和社会关系可能会影响他们的用水政策。

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