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A multi-agent computational model for product development organizations: Integration of distributed AI and organization theory.

机译:产品开发组织的多代理计算模型:分布式AI和组织理论的集成。

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摘要

A computational model of organizations emerges as an important new methodology for the analysis, design, and simulation of complex organizations. The key effort of the computational model has been to analyze the dynamic, complex, and distributed nature of organizations, and to design efficient organizations and information processing strategies within the context of specific task environments.;We present a multi-agent computational model for product development organizations. We integrate organizational theories with artificial intelligence methods in modeling product development organizations. In addition, to operationalize the model, we develop an object-oriented simulation system using Visual C++ of MicroSoft.;We evaluate four artificial intelligence search methods for product line design problem and organizational simulation. The search methods compared are: (1) genetic algorithm, (2) tabu search, (3) simulated annealing, and (4) neighborhood search. We investigate how parameters of the search methods affect their performance, and determine the most efficient search method for product line design problems.;In addition, we investigate the impact of the design parameters of product development organizations on the performance of these organizations, such as profits and decision-making time. Finally, we investigate the impact of the external environment of product development organizations on the performance of these organizations.
机译:组织的计算模型作为一种用于分析,设计和模拟复杂组织的重要新方法而出现。计算模型的关键工作是分析组织的动态,复杂和分布式性质,并在特定任务环境的背景下设计有效的组织和信息处理策略。;我们提出了一种用于产品的多代理计算模型发展组织。我们在建模产品开发组织时将组织理论与人工智能方法相结合。此外,为使模型可操作,我们使用MicroSoft的Visual C ++开发了一个面向对象的仿真系统。我们针对产品​​线设计问题和组织仿真评估了四种人工智能搜索方法。比较的搜索方法是:(1)遗传算法,(2)禁忌搜索,(3)模拟退火和(4)邻域搜索。我们调查了搜索方法的参数如何影响其性能,并确定了针对产品线设计问题的最有效的搜索方法。此外,我们调查了产品开发组织的设计参数对这些组织的绩效的影响,例如利润和决策时间。最后,我们调查了产品开发组织的外部环境对这些组织的绩效的影响。

著录项

  • 作者

    Lee, In.;

  • 作者单位

    University of Illinois at Urbana-Champaign.;

  • 授予单位 University of Illinois at Urbana-Champaign.;
  • 学科 Business Administration Management.;Artificial Intelligence.
  • 学位 Ph.D.
  • 年度 1998
  • 页码 193 p.
  • 总页数 193
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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