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Effectiveness Indices for Statistical Process Control Chart Performance

机译:统计过程控制图性能的有效性指标

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The current standard practice in manufacturing industries and SPC textbooks only specify how to set up control limits and how to choose different run rules (such as the WECO rules) for control charts for process quality characteristic under monitoring. The cost modeling has also been developed in literature to determine the control chart settings for economic design; however, it has very limited applications in semiconductor manufacturing because the complexity of many process steps and multiple process equipments at each step made it nearly impossible to do cost modeling. For process characteristics with wide conformance specification, control limits width wider than 3σ has been widely in practical applications and a simple WECO rule of one point beyond control limits is popularly used. However, no index is designed to evaluate the effectiveness of control chart settings (the width of control limits). We define alarm types and the corresponding rates to distinguish alarms without root causes found during diagnostics from statistical false alarms. A new alarm type of non-OOC excursions is also defined and introduced. We use them to form indices and inequalities to evaluate whether the control limits are set too wide. When inexperienced engineers are unable to perform effective troubleshooting and root cause diagnostics, some true alarms are treated as false ones. These new indices and inequalities have made it possible to evaluate whether engineers need to improve their engineering troubleshooting skills. An overall index is also designed to judge the relative performance with different control limit settings.
机译:目前制造业和SPC教科书的标准实践仅指定了如何设置控制限制以及如何选择监控过程质量特性的控制图表的不同运行规则(例如WECO规则)。在文献中也开发了成本建模,以确定经济设计的控制图设置;然而,它在半导体制造中具有非常有限的应用,因为许多工艺步骤的复杂性和每个步骤的多个工艺设备使其几乎不可能进行成本建模。对于具有宽符合规范的工艺特性,控制限制宽度宽于3σ在实际应用中广泛地广泛应用于超出控制限制的一个点的简单WECO规则。但是,无索引旨在评估控制图表设置的有效性(控制限制的宽度)。我们定义报警类型和相应的速率,以区分没有在统计错误警报中诊断期间找到的警报的警报。还定义了新的报警类型的非OOC偏移。我们使用它们来形成指数和不平等,以评估控制限制是否设置得太宽。当缺乏经验的工程师无法执行有效的故障排除和根本原因诊断时,一些真正的警报被视为错误的警报。这些新的指数和不平等使得能够评估工程师是否需要改善其工程故障排除技能。整体指数还旨在判断具有不同控制限制设置的相对性能。

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