优化复杂工程产品的测试和检验操作

S. Ferkau, Q. Risch, Prashanth B. Bhat, K. Lynch
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引用次数: 0

摘要

交货速度和产品成本对我们的客户和股东都至关重要。测试成本历来占总产品成本的三分之一或更多。测试也需要大量的时间投入,特别是考虑到航空航天领域产品的性质及其安全要求。在本文中,我们描述了目前在一家大型航空航天制造商中用于优化复杂工程产品的测试和检验操作的工作。我们通过将决策树和数据分析应用于测试信息,将Deming的工作从理论扩展到应用,从而大大节省了测试和检查操作的费用和时间。使用物料清单和操作可视化来初步确定移除的测试和检查操作候选项,然后在本文中扩展Deming的工作,以确定移除的业务案例,最终由专家在底层数据的驱动下批准。本文描述了决策树,以及估计故障率和返工成本的算法,这些算法对于应用戴明的分析是不可或缺的。使用应用的分析删除检查和测试操作的一小组业务用例结果被共享。
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Optimizing Test and Inspection Operations in Complex Engineering Products
Delivery speed and product cost are critical to both our customers and our shareholders. Test cost has historically represented a third or more of overall product cost. Testing requires considerable time investments as well, especially given the nature of products in the aerospace domain, and their safety demands. In this paper we describe work in use today at a large aerospace manufacturer to optimize test and inspection operations in complex engineering products. We extend Deming’s work from the theoretical to application by applying a decision tree and data analytics to test information, resulting in significant savings in dollars and time for test and inspection operations. A bill-of-materials plus operations visualization is employed to initially identify test and inspection operation candidates for removal, and then Deming’s work is extended in this paper to determine the business case for removal, resulting in a final approval by experts driven by the underlying data. The decision tree is described, as well as algorithms to estimate failure rate and rework costs that are integral to applying Deming’s analysis. A small set of business case results for removing an inspection and a test operation using the applied analysis are shared.
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