利用数据分析发现生产过程中的改进潜力

Fazel Ansari-Ch., Susanne Dienst, Patrick Uhr, M. Fathi
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引用次数: 4

摘要

今天,技术产品文档和相关的产品使用阶段反馈包含了关于公司产品的有价值的信息。此外,处理各种类型的反馈为产品开发特别是下一代产品的改进潜力和提高客户满意度提供了机会。在这种情况下,获得的信息是程序知识的关键来源,特别是在产品生命周期/数据管理方面。在先前的出版物[1]、[2]中,基于一种将产品使用信息集成到产品开发中的辅助系统,提出了各种基于知识的方法/功能,如贝叶斯网络、动态贝叶斯网络和聚合。本文提出了一种数据集成的方法,通过建立一个辅助系统,为钢铁工业的应用,特别是热处理过程的缓和。此外,还提出了使用指标系统来评估援助系统的性能,特别是信息质量的概念。
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Using data analysis for discovering improvement potentials in production process
Today technical product documentation and also related product use phase feedback contain valuable information about the company's products. In addition processing of various types of feedback provides opportunities for improvement potentials in product development especially in the next product generation and for increasing customer satisfaction. In this context, the acquired information is the key source of procedural knowledge particularly in product life cycle/data management. In the previous publications [1], [2] various knowledge based methods/functions like Bayesian Network, Dynamic Bayesian Network and Aggregation are presented, based on a kind of Assistance System for integration of product use information into product development. This paper presents a data integration approach through establishing an Assistance System for steel industry applications particularly for moderating of heat treatment process. In addition, a concept for using indicator systems for evaluating the performance of the Assistance System and particularly information quality is presented.
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