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Intelligent Process Planning for Smart Factory and Smart Manufacturing

机译:智能工厂和智能制造的智能流程规划

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The goal of the Industry 4.0 is the Smart factory which provides flexible and adaptive production processes in complex production conditions. Smart factory is a solution for manufacturing conditions that have hyperdynamic character and are rapidly changing. The automation and constant optimization of production are inevitable and enable maximal utilization of workforce and production resources. The main task of technologies and services within the Smart factory is the implementation of artificial intelligence in all aspects of production. In this way, the smart manufacturing is achieved where the tasks are focused on finding optimal solutions in the preparation of production as well as the prediction of errors before they occur in production stages. Smart manufacturing relies on the concept of Cloud manufacturing in which different services are based on artificial intelligence. Smart services utilize various intelligent tools such as nature-inspired metaheuristics, search algorithms whose implementation in manufacturing has grown in the recent period. In this paper, three modern nature-inspired metaheuristic algorithms will be briefly introduced as an efficient tool in intelligent process planning optimization and their performance will be presented on three experimental studies.
机译:行业4.0的目标是智能工厂,可在复杂的生产条件下提供灵活和自适应的生产过程。智能工厂是一个制造条件的解决方案,具有超动态性格,正在迅速变化。生产的自动化和恒定优化是不可避免的,能够最大利用劳动力和生产资源。智能工厂内技术和服务的主要任务是在生产各方面的人工智能下实现。通过这种方式,实现了智能制造,其中任务的重点是在制备生产中寻找最佳解决方案以及在生产阶段发生之前的误差之前。智能制造依赖于云制造的概念,其中不同的服务基于人工智能。智能服务利用各种智能工具,如自然灵感的梅展,搜索算法,其在最近的制造业中的发展已经增长。本文将在智能流程规划优化中简要介绍三种现代自然启发的成群质算法,并在三项实验研究中提出了它们的性能。

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