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A reluctance-based cost distribution strategy for multiagent planning

机译:多代理计划的基于磁阻的成本分配策略

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In this paper we present CODMAPS, a COst Distribution Method for Agent Planning Systems. The strategy is based on individual distribution of cost and competitive behavior. Our model emulates how human agents work in expert groups. They all share a common objective, however, they also have individual interests and try to steer the planning process towards their own goals. Two opposing trends coexist within the set: global co-operation and individual utility maximization. External evaluation must guarantee the validity of the final plan at global level, but a negotiation and cost distribution strategy must ensure that cost is adequately shared throughout the agent set. We introduce the concept of reluctance as a regulation mechanism to facilitate it. A statistical model allows agents to adapt their attitude towards negotiation depending on their negotiation state vector, which encompasses all history of previous negotiations by the agent. Previous research into this problem had taken the "rational" approach. A group of agents choose the "best" alternative given the current possibilities. This not only forces the agents to exchange and "understand" other agents' proposals (which is computationally expensive), but also neglects the past negotiation history of each individual agent. Our approach facilitates distribution of cost across the agent set given the agents' past history and the importance of their constraints. The more taxed an agent becomes the more reluctant it will be to relax, thus pushing other agents less taxed to accept to compromise. It does not need explicit constraint information exchange, thus simplifying the negotiation process. [References: 14]
机译:在本文中,我们介绍了CODMAPS,这是用于代理计划系统的COst分配方法。该策略基于成本和竞争行为的个人分配。我们的模型模拟人员如何在专家组中工作。他们都有一个共同的目标,但是,他们也有各自的利益,并试图将规划过程引向自己的目标。两种相反的趋势同时存在:全球合作和个体效用最大化。外部评估必须保证最终计划在全球范围内的有效性,但是谈判和成本分配策略必须确保在整个代理集中适当地分摊成本。我们介绍了磁阻的概念,作为一种促进它的调节机制。统计模型允许代理根据其协商状态向量调整其对协商的态度,其中包括协商之前的所有协商历史。以前对此问题的研究已采用“理性”方法。鉴于目前的可能性,一组代理商选择“最佳”替代方案。这不仅迫使代理商交换和“理解”其他代理商的提议(这在计算上是昂贵的),而且还忽略了每个代理商的过去协商历史。考虑到代理商的过去历史及其约束的重要性,我们的方法有助于在整个代理商集中进行成本分配。征税越重的代理人就越不愿意放松,从而迫使征税较少的其他代理人接受妥协。它不需要显式的约束信息交换,从而简化了协商过程。 [参考:14]

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