基于自组织多智能体系统的配水网络分散实时控制

Florian Dötsch, J. Denzinger, Holger Kasinger, B. Bauer
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引用次数: 17

摘要

本文提出了一种自组织紧急多智能体系统,用于给水管网的分散实时控制。这些代理与这种分销网络中的每个泵、水箱和水塔相关联,通过基于数字信息化学品的分散协调机制进行交互。特别是,它们利用一种受生物学启发的协调策略,称为间接防御,这是自然界中某些植物为了摆脱食草动物而使用的策略。我们在几个不同的配水网络(包括一个现实世界的市政配水网络)上进行的实验表明,我们提出的方法变体能够实现自组织紧急解决方案,可与经验不足和经验丰富的人类操作员做出的决策相媲美,但具有更高的灵活性、鲁棒性、可扩展性、适应性和自主性。
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Decentralized Real-Time Control of Water Distribution Networks Using Self-Organizing Multi-agent Systems
In this paper we present a self-organizing emergent multi-agent system designed for the decentralized real time control of water distribution networks. The agents, which are associated with every pump, tank, and water tower of such a distribution network, interact by means of a decentralized coordination mechanism based on digital info chemicals. In particular, they utilize a biologically-inspired coordination strategy, called indirect defense, which is used by certain plants in nature in order to get rid of herbivores. The experiments, which we have conducted on several different water distribution networks including one real-world municipal distribution network, demonstrate that the presented variants of our approach are able to achieve a self-organizing emergent solution comparable to the decisions made by inexperienced as well as experienced human operators, but with a higher flexibility, robustness, scalability, adaptivity, and autonomy.
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