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Approaches for handling wicked manufacturing system design problems

机译:处理不良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 over time. 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关系,不完整的信息以及制造要求的不确定性,制造系统设计可谓是一个严重的问题。邪恶的问题是定义不明确的问题,这使得很难确定是否找到了解决方案,而传统的优化方法无法解决。这项研究将提出论据,以证明为什么可以将此类制造系统设计问题视为严重问题的定义,尤其是当客户需求(因此产品随时间变化)时。诸如可变制造,网络物理和可演化生产系统等范式已经出现,以应对这些问题。然后提出了对这些方法的批判性分析,它揭示了制造系统设计阶段中存在的空白,以充分支持制造系统设计人员来处理制造系统设计问题的邪恶方面。因此,本研究认为开发集成方法的重要性在设计制造系统时要同时考虑业务和产品演进方面。最后,提出了一种综合方法,该方法利用人工智能来支持制造系统设计决策,同时考虑到业务和产品演进方面。

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