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An optimization-based approach for designing attribute acceptance sampling plans

机译:基于优化的属性接受抽样计划设计方法

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Purpose - This purpose of this paper is to present an optimization-based approach to support the design of attribute sampling plans for lot acceptance purposes, with the fraction of non-conforming items being modeled by a Poisson probability distribution function. Design/methodology/approach - The paper approach stands upon the minimization of the error of the probability of acceptance equalities in the controlled points of the operating curve (OC) with respect to sample size and acceptance number. It was applied to simple and double sampling plans, including several combinations of quality levels required by the producer and the consumer. Formulation of the design of acceptance sampling plans as an optimization problem, having as a goal the minimization of the squared error at the controlled points of the OC curve, and its subsequent solution employing GAMS. Findings - The results are in strong agreement with acceptance sampling plans available in the open literature. The papers approach in some scenarios outperforms classical sampling plans and allows one to identify the lack of feasible solutions. Originality/value - An optimization-based approach to support the design of acceptance sampling plans for attributes was conceived and tested. It allows for a general treatment of these problems, including the identification of a lack of feasible solutions, as well as making possible the determination of feasible alternatives by relaxing some model constraints.
机译:目的-本文的目的是提出一种基于优化的方法,以支持用于批次接受的属性抽样计划的设计,其中不合格项目的比例由泊松概率分布函数建模。设计/方法/方法-本文方法基于最小化工作曲线(OC)受控点相对于样本量和接受数的接受均等概率误差。它被应用于简单和双重抽样计划,包括生产者和消费者要求的几种质量水平组合。将验收抽样计划的设计制定为一个优化问题,其目标是使OC曲线的受控点处的平方误差最小,并采用GAMS进行后续解决。结果-结果与公开文献中提供的验收抽样计划高度吻合。在某些情况下,本文的方法要优于经典的抽样计划,并且可以使人们确定缺乏可行的解决方案。原创性/价值-构思并测试了一种基于优化的方法来支持属性验收抽样计划的设计。它允许对这些问题进行一般性处理,包括确定缺乏可行的解决方案,以及通过放宽一些模型约束来确定可行的替代方案。

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