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Sophisticated negotiation in multi-agent systems.

机译:多主体系统中的复杂协商。

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摘要

As multi-agent systems are involved in more and more complicated applications, negotiation, a technique that can be used effectively to coordinate the behavior of agents, becomes increasingly important and difficult.; This dissertation addresses a number of problems for sophisticated negotiation in multi-agent systems. The agents are large-grained and complex with multiple goals and tasks. The organizational relationships among agents are heterogeneous, and the agents negotiate over multiple topics. Finally, the negotiation process is tightly interleaved with agents' controlling, scheduling and planning processes.; I identify the following problems: negotiation over multiple inter-related issues; negotiation in a complex organizational context; negotiation as a distributed search process. I then attack these problems from several directions. In negotiation decision process, I use the motivational quantities ( MQ) framework to support reasoning based on organizational concerns; I build a partial order scheduler that allows the agent to evaluate the flexibility and the feasibility of multi-linked negotiation issues. I also introduce the multi-leveled negotiation framework, which allows the negotiation to be performed which allow the agents negotiate in a multi-dimensional space.; I implement these approaches and validate them through experimental work. I show that efficient negotiation techniques improve agents' performance significantly. I also outline directions for improving and extending our approaches.
机译:随着多代理系统涉及越来越复杂的应用程序,可以有效地用于协调代理行为的技术协商变得越来越重要和困难。本文解决了多智能体系统中复杂协商的许多问题。代理粒度大且复杂,具有多个目标和任务。座席之间的组织关系是异构的,并且座席就多个主题进行协商。最后,谈判过程与代理人的控制,调度和计划过程紧密地交织在一起。我发现以下问题:就多个相互关联的问题进行谈判;在复杂的组织环境中进行谈判;协商作为分布式搜索过程。然后,我从多个方向解决这些问题。在协商决策过程中,我使用激励量( MQ )框架来支持基于组织关注的推理;我构建了一个部分订单计划程序,该计划程序使代理可以评估多链接协商问题的灵活性和可行性。我还介绍了多级协商框架,该框架允许执行协商,从而允许代理在多维空间中进行协商。我实现了这些方法,并通过实验工作对其进行了验证。我证明了有效的协商技术可以大大提高座席的绩效。我还将概述改进和扩展方法的方向。

著录项

  • 作者

    Zhang, Xiaoqin.;

  • 作者单位

    University of Massachusetts Amherst.;

  • 授予单位 University of Massachusetts Amherst.;
  • 学科 Computer Science.
  • 学位 Ph.D.
  • 年度 2002
  • 页码 211 p.
  • 总页数 211
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 自动化技术、计算机技术;
  • 关键词

  • 入库时间 2022-08-17 11:46:21

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