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Directed graph-based multi-agent coalitional decision making

机译:基于有向图的多智能体联合决策

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摘要

In this paper, we investigate a new kind of decision making problems called multi-agent coalitional decision making (MACDM) problems. In this kind of problems it is analyzed how the actions (strategies) of the agents among a concerned coalition (camp) enhance their own benefits or damage other camps. A special kind of MACDM problems are the MACDM problems with two camps which exist broadly in practice, especially in the situations of two camps (departments, combat forces, enterprises, etc.) competing with each other. This kind of problems is firstly described by the corresponding directed graphs, in which every possible strategy is figured as a directed arc. In this case, each coalitional strategy of the concerned camp is a directed subgraph, and thus can be represented as a simplified adjacency matrix. We construct two integer programming models so as to select the best coalitional strategy by maximizing the benefit of the concerned camp or the damage of the other camp. By considering the characteristic of the integer programming models, we utilize a tabu search algorithm to solve them and prove that the optimal solution can always be reached when the relevant parameters are fixed properly. At length, a simple example is taken to illustrate how to deal with the MACDM problem with two camps.
机译:在本文中,我们研究了一种新型的决策问题,称为多主体联合决策(MACDM)问题。在此类问题中,分析了有关联盟(营)中的特工的行动(策略)如何增强自身利益或破坏其他营地。 MACDM的一种特殊问题是在实践中广泛存在的两个阵营的MACDM问题,特别是在两个阵营(部门,作战部队,企业等)相互竞争的情况下。首先通过相应的有向图来描述这类问题,其中每种可能的策略都被表示为有向弧。在这种情况下,相关营地的每个联合策略都是有向子图,因此可以表示为简化的邻接矩阵。我们构造了两个整数规划模型,以便通过最大化有关营地的利益或另一营地的破坏来选择最佳的联合策略。通过考虑整数规划模型的特征,我们使用禁忌搜索算法对其进行求解,并证明当正确固定相关参数时总能获得最佳解决方案。总而言之,以一个简单的例子来说明如何通过两个阵营来解决MACDM问题。

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