Collaborative Team Construction in Open Multi-Agents System

Z. Houhamdi, B. Athamena
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引用次数: 3

Abstract

Agents usually organize their behavior and cooperate to reach a common global goal by sharing constrained resources or perform complex tasks. Constructing an efficient collaborative team where agents are ready to collaborate without interests' conflict is fundamental for the success of any collaboration process. The construction of such teams was well discussed in closed Multi-Agents System (MAS). Nevertheless, it represents a real challenge in open MAS, where each agent joins and leaves the system unpredictably and frequently and has a set of goals to achieve concurrently (agent is self-interested). This study describes an entire decentralized method to the collaborative Team Construction Model (CTCM) for multi-goals agents in open MAS. CTCM defines a modified social reasoning model and a new decentralized team construction method. CTCM allows each agent to achieve its local and common goals concurrently in constrained resource open MAS by constructing collaborative teams. The agents share partial domain knowledge (to preserve privacy) and model their goal relations with other agents by applying modified social reasoning. The team construction method facilitates agents decision-making process in a decentralized way. The CTCM enables agents to adjust their self-interest level and adapt their readiness to construct effective collaborative teams.
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开放多智能体系统中的协同团队建设
智能体通常通过共享受约束的资源或执行复杂的任务来组织其行为并进行合作,以达到共同的全局目标。构建一个高效的协作团队,在这个团队中,各个主体都愿意在没有利益冲突的情况下进行协作,这是任何协作过程成功的基础。在封闭的多智能体系统(MAS)中对团队的构建进行了深入的探讨。然而,它在开放MAS中代表了一个真正的挑战,其中每个代理都不可预测地频繁地加入和离开系统,并且同时有一组目标要实现(代理是自利的)。本研究描述了开放MAS中多目标主体的协作团队构建模型(CTCM)的一种完整的分散方法。CTCM定义了一种改进的社会推理模型和一种新的分散式团队构建方法。CTCM通过构建协作团队,在资源受限的开放MAS中,允许每个agent同时实现其局部目标和共同目标。智能体共享部分领域知识(以保护隐私),并通过应用改进的社会推理对它们与其他智能体的目标关系进行建模。团队构建方法有利于分散agent的决策过程。CTCM使代理人能够调整自身的利益水平,调整其准备程度,以构建有效的协作团队。
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