多智能体系统中的问题结构与子问题共享

Dorothy L. Mammen, V. Lesser
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引用次数: 21

摘要

在多代理解决问题的系统中,代理以异步和并行方式处理分布在它们之间的问题的一部分,子问题通信和集成协议可能对问题解决效率产生重大影响。传送得太快可能需要“收回”传送的部分解决方案,从而浪费通信和处理时间。传输太晚会使独立推导的部分解的积分变得复杂。它们之间的权衡取决于代理之间的子问题相互依赖的性质。我们提出了一个参数化分布式约束满足问题(CSP)生成器和一个参数化多智能体问题解决模拟器:使用这些工具,我们提供了子问题通信定时策略之间权衡的一些经验观察。我们的目标是为可以在CSP范式中表示的多智能体系统中的子问题共享问题导出与领域无关的答案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Problem structure and subproblem sharing in multi-agent systems
In multi-agent problem-solving systems in which agents work asynchronously and in parallel on parts of a problem distributed among them, subproblem communication and integration protocols can have a major impact on problem solving efficiency. Transmitting too soon can necessitate having to "take back" transmitted partial solutions, wasting communication and processing time. Transmitting too late can complicate integration of partial solutions derived independently. The trade-off between these depends on the nature of the subproblem interdependency among the agents. We present a parameterized distributed constraint satisfaction problem (CSP) generator and a parameterized multi-agent problem-solving simulator: Using these tools, we offer some empirical observations of the tradeoff between strategies for subproblem communication timing. Our goal is to derive domain-independent answers to questions of subproblem sharing in multi-agent systems for problems that can be represented within the CSP paradigm.
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