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ハイブリッド工程能力分析×ロバストなプロセス能力分析×
分野実験計画法実験計画法
系統Process / pipelineProcess / pipeline
提唱年1990s–2000s1990s–2000s
提唱者Various; systematised through extensions of Kane (1986) and Pearn, Kotz & Johnson (1992)Extended from classical PCA (Kane, 1986; Juran, 1974) via robust statistics (Huber, 1981); formalized for capability indices by Tong & Chen (1998) and Pearn & Kotz (1994)
種類Quantitative process quality assessmentQuantitative quality engineering method
原典Pearn, W. L., Kotz, S., & Johnson, N. L. (1992). Distributional and inferential properties of process capability indices. Journal of Quality Technology, 24(4), 216–231. DOI ↗Maravelakis, P. E., Bersimis, S., Panaretos, J., & Psarakis, S. (2004). Identifying the out of control variable in a multivariate control chart. Communications in Statistics - Theory and Methods, 33(10), 2499–2510. link ↗
別名hybrid PCA, integrated process capability analysis, combined capability index analysis, multi-method process capability assessmentRobust PCA, Robust Capability Indices, Outlier-Resistant Capability Analysis, Robust Cpk Analysis
関連66
概要Hybrid process capability analysis combines two or more capability assessment techniques — for example, classical indices (Cp, Cpk) with fuzzy logic, bootstrap inference, or Bayesian estimation — to overcome the limitations of any single approach. By integrating complementary methods, it delivers more robust capability statements for non-normal, asymmetric, or short-run processes where standard indices alone would mislead quality decisions.Robust process capability analysis extends classical capability indices (Cp, Cpk, Ppk) by replacing the sample mean and standard deviation with robust location and scale estimators — such as the median, trimmed mean, MAD, or IQR-based spread — so that outliers and non-normal process distributions do not inflate or distort the capability estimate. The result is a more reliable assessment of whether a manufacturing or service process can consistently meet specification limits.
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ScholarGate手法を比較: Hybrid process capability analysis · Robust Process Capability Analysis. 2026-06-15に以下より取得 https://scholargate.app/ja/compare