首页> 外文期刊>Applied Intelligence: The International Journal of Artificial Intelligence, Neural Networks, and Complex Problem-Solving Technologies >A dynamic scheme for scheduling complex tasks in manufacturing systems based on collaboration of agents
【24h】

A dynamic scheme for scheduling complex tasks in manufacturing systems based on collaboration of agents

机译:基于代理协作的制造系统中调度复杂任务的动态方案

获取原文
获取原文并翻译 | 示例
           

摘要

The characteristics of scheduling tasks in the real world is a dynamic and challenging issue as the processes and the companies involved may change from time to time. For small flexible enterprises to respond to business opportunities, an effective scheme to facilitate dynamic coalition, share the core competencies and resources and support inter-enterprise collaboration must be developed. Although multi-agent systems (MAS) provide a paradigm for modeling these characteristics, scheduling tasks in MAS is a complex problem due to the computational complexity involved, distributed architecture for scheduling tasks by individual agents and dependency of different agents’ workflows. How to develop a problem solver that can be applied in MAS to achieve coherent and consistent workflow schedules that can meet a customer’s order is an important issue. In this paper, we propose a solution methodology for scheduling workflows in MAS. Our solution combines the multi-agent system architecture to dynamically discover services, workflow and activity models to specify the capabilities of agents, contract net protocol to facilitate negotiation and coordination of agents and optimization theories to optimize the cost for fulfilling an order. A problem solver for scheduling tasks in MAS has been implemented. An application scenario has also been provided to verify our solution methodology.
机译:在现实世界中,调度任务的特性是一个动态且具有挑战性的问题,因为流程和涉及的公司可能会不时发生变化。为了使小型柔性企业能够响应商机,必须制定有效的计划以促进动态联盟,共享核心竞争力和资源并支持企业间协作。尽管多代理系统(MAS)提供了对这些特征进行建模的范例,但是由于涉及的计算复杂性,用于由单个代理调度任务的分布式体系结构以及对不同代理工作流的依赖性,MAS中的调度任务是一个复杂的问题。如何开发可在MAS中应用的问题解决器,以实现可以满足客户订单的连贯一致的工作流计划,是一个重要的问题。在本文中,我们提出了一种用于在MAS中调度工作流的解决方案方法。我们的解决方案结合了多代理系统体系结构以动态发现服务,工作流和活动模型以指定代理的功能,合同网协议以促进代理的协商和协调以及优化理论以优化执行订单的成本。已经实现了用于在MAS中安排任务的问题解决器。还提供了一个应用场景来验证我们的解决方案方法。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号