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Approaches for handling wicked manufacturing system design problems

机译:处理邪恶制造系统设计问题的方法

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Due to complex interdependencies, incomplete information and uncertainty in the manufacturing requirements, manufacturing system design can be described as a wicked problem. A wicked problem is an ill-defined problem, which makes it difficult to determine if a solution has been found and cannot be solved with traditional optimization approaches. This research will present arguments to justify why such manufacturing system design problems can be considered to fall under the definition of wicked problems especially when customer requirements, hence products, evolve overtime. Paradigms such as changeable manufacturing, cyber physical and evolvable production systems have emerged to deal with these issues. A critical analysis of these approaches is then presented, which exposes a gap which exists in the design stages of manufacturing systems to adequately support manufacturing system designers in handling the wicked aspect of manufacturing system design problems. This research therefore argues for the importance of developing integrated approaches which consider both business and product evolution aspects when designing manufacturing systems. Finally an integrated approach is contributed which leverages artificial intelligence to support manufacturing system design decision making whilst considering business and product evolutionary aspects.
机译:由于复杂的相互依赖性,不完整的信息和制造要求的不确定性,制造系统设计可以被描述为邪恶的问题。邪恶的问题是一个令人难以定义的问题,这使得难以确定是否已经发现了解决方案,并且不能用传统的优化方法来解决。本研究将呈现论据,以证明这种制造系统设计问题可以被认为是在邪恶问题的定义下属于邪恶问题的定义,特别是当客户要求,因此产品,演变加班时。诸如可变制造,网络物理和可进化生产系统等范式旨在处理这些问题。然后介绍了对这些方法的关键分析,这暴露了制造系统的设计阶段中存在的间隙,以充分支持制造系统设计人员处理制造系统设计问题的邪恶方面。因此,本研究旨在开发在设计制造系统时考虑业务和产品演化方面的综合方法的重要性。最后,贡献了综合方法,利用人工智能来支持制造系统设计决策,同时考虑业务和产品进化方面。

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