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リスクベース中央複合計画×統計的信頼性解析×
分野実験計画法信頼性
系統Process / pipelineRegression model
提唱年1951 (CCD); risk-based integration emerged in applied engineering literature from the 1990s onward1998
提唱者Foundational CCD: George E. P. Box & K. B. Wilson (1951); risk integration adapted from engineering risk analysis traditionsWilliam Meeker & Luis Escobar
種類Experimental design with integrated risk assessmentParametric lifetime modeling
原典Box, G. E. P., & Wilson, K. B. (1951). On the experimental attainment of optimum conditions. Journal of the Royal Statistical Society: Series B, 13(1), 1–45. DOI ↗Meeker, W. Q., & Escobar, L. A. (1998). Statistical Methods for Reliability Data. Wiley. ISBN: 978-0-471-14328-4
別名Risk-informed CCD, CCD with risk assessment, Uncertainty-aware central composite design, Risk-integrated RSMLife Data Analysis, Survival Analysis (Engineering), Time-to-Failure Analysis, Güvenilirlik Analizi
関連53
概要Risk-based Central Composite Design (Risk-based CCD) integrates formal risk identification and uncertainty quantification into the classical CCD framework. By coupling the rotatable second-order experimental structure of CCD with probabilistic risk metrics, engineers and scientists can simultaneously optimize process responses and characterize the risk of unacceptable outcomes — making it particularly valuable in regulated industries such as pharmaceuticals, chemical engineering, and advanced manufacturing.Statistical reliability analysis models the time-to-failure of components, systems, or products using parametric lifetime distributions fitted to observed or censored failure data. Formalized comprehensively by William Q. Meeker and Luis A. Escobar in their 1998 Wiley monograph, the framework integrates maximum likelihood estimation, censoring mechanisms, and distributional diagnostics to produce probability-of-failure curves, hazard rates, and quantile estimates that support design, warranty, and maintenance decisions.
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ScholarGate手法を比較: Risk-based central composite design · Reliability Analysis. 2026-06-17に以下より取得 https://scholargate.app/ja/compare