AN AGENT BASED OPTIMIZATION APPROACH TO MANUFACTURING PROCESS PLANNING

机译：制造过程计划的基于代理的优化方法

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Many optimization problems, such as manufacturing process planning optimization, are difficult problems due to the large number of potential configurations (process sequences) and associated (process) parameters. In addition, the search space is highly discontinuous and multi-modal. This paper introduces an agent based optimization algorithm that combines stochastic optimization techniques with knowledge based search. The motivation is that such a merging takes advantage of the benefits of stochastic optimization and accelerates the search process using domain knowledge. The result of applying this algorithm to computerized manufacturing process models is presented.

机译：由于许多潜在的配置（过程顺序）和关联的（过程）参数，许多优化问题（例如制造过程计划优化）都是困难的问题。另外，搜索空间是高度不连续的并且是多模式的。本文介绍了一种基于代理的优化算法，该算法将随机优化技术与基于知识的搜索相结合。其动机是这种合并利用了随机优化的优势，并使用领域知识加速了搜索过程。给出了将该算法应用于计算机化制造过程模型的结果。

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来源
《2001 ASME Design Engineering Technical Conferences and Computers and Information in Engineering Conference Vol.2: 27th Design Automation Conference, 2001, 2001》|2001年|p.233-242|共10页
会议地点 Pittsburgh PA(US);Pittsburgh PA(US);Pittsburgh PA(US);Pittsburgh PA(US)
作者
Saurabh Deshpande; Jonathan Cagan;
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作者单位

Computational Design Lab Department of Mechanical Engineering Carnegie Mellon University Pittsburgh, PA 15213;

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会议组织
原文格式 PDF
正文语种 eng
中图分类机械、仪表工业;
关键词
optimization; agents-based search; stochastic algorithms; process planning;

机译：优化;基于代理的搜索；随机算法；工艺计划;

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专利

1. An Agent Based Optimization Approach to Manufacturing Process Planning [J] . Saurabh Deshpande, Jonathan Cagan Journal of Mechanical Design . 2004,第1期

机译：基于Agent的制造过程规划优化方法
2. Integration of process planning and scheduling using mobile-agent based approach in a networked manufacturing environment [J] . Vijaya Kumar Manupati, Goran D. Putnik, Manoj Kumar Tiwari, Computers & Industrial Engineering . 2016,第Apra期

机译：在网络化制造环境中使用基于移动代理的方法对过程计划和计划进行集成
3. Optimized Adaptive Scheduling of a Manufacturing Process System with Multi-skill Workforce and Multiple Machine Types: An Ontology-based, Multi-agent Reinforcement Learning Approach [J] . Shuhui Qu, Jie Wang, Shivani Govil, Procedia CIRP . 2016,第5aPartaA期

机译：多技能劳动力和多台机器类型的制造过程系统的优化自适应调度：基于本体的，多智能体增强学习方法
4. AN AGENT BASED OPTIMIZATION APPROACH TO MANUFACTURING PROCESS PLANNING [C] . Saurabh Deshpande, Jonathan Cagan ASME Design Engineering Technical Conferences and Computers and Information in Engineering Conference . 2001

机译：基于代理的制造过程规划优化方法
5. An optimization approach to the integration of computer-aided fixture design with macro process planning for three-dimensional prismatic workpieces manufactured on CNC machining centers. [D] . Prombanpong, Suksan. 1990

机译：将计算机辅助夹具设计与宏观加工计划相集成的优化方法，用于在CNC加工中心上制造的三维棱柱形工件。
6. A Graph-Based Ant Colony Optimization Approach for Process Planning [O] . JinFeng Wang, XiaoLiang Fan, Shuting Wan -1

机译：基于图的蚁群优化方法的工艺规划
7. Integration of process planning and scheduling using mobile-agent based approach in a networked manufacturing environment [O] . Manupati Vijaya Kumar, Putnik Goran D., Tiwari Manoj Kumar, 2117

机译：在网络化制造环境中使用基于移动代理的方法对过程计划和计划进行集成
8. Agent-Based Approach to Optimal Configuration Design with Application to Manufacturing Process Planning [R] . Cagan, J. 2003

机译：基于agent的优化配置设计方法及其在制造过程规划中的应用

AN AGENT BASED OPTIMIZATION APPROACH TO MANUFACTURING PROCESS PLANNING

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