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Uchambuzi Imara wa Uwezo wa Mchakato×Six Sigma DMAIC×
NyanjaMuundo wa MajaribioUsimamizi wa Ubora
FamiliaProcess / pipelineProcess / pipeline
Mwaka wa asili1990s–2000s2014
MwanzilishiExtended from classical PCA (Kane, 1986; Juran, 1974) via robust statistics (Huber, 1981); formalized for capability indices by Tong & Chen (1998) and Pearn & Kotz (1994)Motorola; Pyzdek & Keller
AinaQuantitative quality engineering methodStructured process improvement methodology
Chanzo asiliaMaravelakis, 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 ↗Pyzdek, T., & Keller, P. (2014). The Six Sigma Handbook (4th ed.). McGraw-Hill. ISBN: 978-0-07-184053-9
Majina mbadalaRobust PCA, Robust Capability Indices, Outlier-Resistant Capability Analysis, Robust Cpk AnalysisDMAIC Framework, Six Sigma Process Improvement Cycle, Define-Measure-Analyze-Improve-Control, Altı Sigma DMAIC
Zinazohusiana63
MuhtasariRobust 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.Six Sigma DMAIC is a data-driven, five-phase process improvement methodology — Define, Measure, Analyze, Improve, and Control — used to reduce defects and process variation to fewer than 3.4 defects per million opportunities. Originating at Motorola in the 1980s and systematized by practitioners including Pyzdek and Keller, it is widely adopted in manufacturing, healthcare, finance, and service industries seeking sustained quality gains.
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ScholarGateLinganisha mbinu: Robust Process Capability Analysis · Six Sigma DMAIC. Imepatikana 2026-06-17 kutoka https://scholargate.app/sw/compare