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A Generic Multi-Agent System for Manufacturing Enterprise Integration

机译:一种用于制造企业集成的通用多功能系统

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Manufacturing Enterprise Integration is a complex and distributed task; hence it is an ideal candidate for application of distributed artificial intelligence in the form of multi-agent systems. We model various functional entities in a manufacturing enterprise as intelligent software agents, which negotiate with each other to reach scheduling and planning as well as operating decisions. The proposed system uses a variant of the popular contract net protocol for agent interactions, which includes a new bid selection and resource-based activity short-listing approach with concepts of agent ratings and monetary transactions for better modeling of the complex and dynamic environment. Since integration involves application of negotiation strategies at different organizational levels, we develop a multi-agent system based solution framework which can be applied to diverse problem domains. This framework helps in addressing the problems more efficiently by using a network of intelligent entities rather than a complex monolithic solver. Enterprise entities are classified into generic agent types with a standard ontology being followed for interaction at each level of the system. These agents may have conflicting individual objective functions and they might compete with other agents for the limited resources available in the system or collaborate with other agents to undertake a particular distributed task. We model information exchanges within and between enterprises as software agent interactions which are in sync with the goals of the entity they represent.
机译:制造企业集成是一个复杂和分布式的任务;因此,它是应用多种子体系统形式的分布式人工智能应用的理想候选者。我们将制造企业中的各种功能实体塑造为智能软件代理,互相协商以达到调度和规划以及操作决策。该建议的系统使用流行合同网络协议的变体进行代理交互,其中包括具有代理评级和货币交易的概念的新的投标选择和基于资源的活动的概念,以便更好地建模复杂和动态环境。由于集成涉及在不同组织级别应用协商策略,因此我们开发了一种基于多代理系统的解决方案框架,可以应用于不同的问题域。该框架通过使用智能实体网络而不是复杂的单片求解器来帮助解决问题。企业实体被分类为具有标准本体的通用代理类型,然后在系统的每个级别进行交互。这些代理人可能相互冲突,各个客观职能可能与其他代理商竞争,以便系统中可用的有限资源或与其他代理商合作,承担特定的分布式任务。我们为企业内部和之间的信息交换为与他们所代表的实体的目标同步相同步的软件代理交互。

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