可靠度分析 (Reliability Analysis)

開課學期：112 學年度第 2 學期

開課班級：統計系碩士班

學分數：0/3

上課時間：

• 星期四第 3, 4, 5 節 (B605)

授課老師：

• 吳碩傑
• Office: B831
• Tel: 02-2621-5656 ext. 2886
• E-mail: shuo@mail.tku.edu.tw
• Webpage http://www1.stat.tku.edu.tw/~shuo/

先修科目：統計理論、程式語言

教科書：

• Meeker, W. Q. and Escobar, L. A. (1998). Statistical Methods for Reliability Data, Wiley.
• Yang, G. (2007). Life Cycle Reliability Engineering, Wiley.

參考書籍：

• Crowder, M. J., Kimber, A. C., Smith, R. L. and Sweeting, T. J. (1991). Statistical Analysis of Reliability Data, Chapman & Hall.
• Kalbfleisch, J. D. and Prentice, R. L. (2002). The Statistical Analysis of Failure Time Data, 2nd ed., Wiley.
• Lawless, J. F. (2003). Statistical Models and Methods for Lifetime Data, 2nd ed., Wiley.
• Mann, N. R., Schafer, R. E. and Singpurwalla, N. D. (1974). Methods for Statistical Analysis of Reliability and LIfe Data, Wiley.
• Meeker, W. Q., Escobar, L. A. and Pascual, F. G. (2021). Statistical Methods for Reliability Data, 2nd edition, Wiley.
• Nelson, W. (1982). Applied Life Data Analysis, Wiley.
• Nelson, W. (1990). Accelerated Testing: Statistical Models, Test Plans, and Data Analyses, Wiley.
• Rausand, M. and Hoyland, A. (2004). System Reliability Theory -- Models, Statistical Methods, and Applications, 2nd ed., Wiley.
• Zacks, S. (1992). Introduction to Reliability Analysis: Probability Models & Statistical Methods, Springer-Verlag.

主題：

• Reliability concepts and reliability data
• location-scale-based parametric distributions
• Other parametric distributions
• System reliability
• Models, censoring, and likelihood for failure-time data
• Probability plotting and graphical reliability estimations
• Parametric likelihood fitting concepts
• Maximum likelihood for log-location-scale distributions
• Accelerated life tests
• Degradation tests
• Recent developments in reliability analysis

評分方式：

• 作業： 50%
• 報告： 50%

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Last modified:  14:24:27 Sunday December 17, 2023 by Shuo-Jye Wu