6188 - 可靠度分析 英授 Taught in English

Reliability Analysis

教育目標 Course Target

培養學生瞭解可靠度的基本理論,資料分析,與模型應用的方法
1. Introduction of Reliability
2. Combinatorial Methods for System Reliability
3. Parametric Lifetime Distributions
4. Markov Models
5. Repairable Systems

Cultivating students to understand the basic theories of reliability, data analysis, and methods of model application
1. Introduction of Reliability
2. Combinatorial Methods for System Reliability
3. Parametric Lifetime Distributions
4. Markov Models
5. Repairable Systems

課程概述 Course Description

Reliability is the probability that a product or a system will perform properly for at least a given period of time. Advanced manufacturing technology considerably drops the failure probabilities of many products. Hence, the analysis and design of reliability experiments are not easy tasks because only a few failures occur in a practical length of life-testing time. In this course, different types of analysis strategies and designs of experiments for reliability studies will be introduced. The following topics will be covered.
1. Probability distributions and quantities used to describe reliability
2. Different types of censorings
3. Nonparametric estimation of lifetime distributions
4. Parametric estimation of lifetime distributions
5. Probability plots
6. Lifetime regression models
7. Accelerated life tests (ALT)
8. Degradation analysis

Reliability is the probability that a product or a system will perform properly for at least a given period of time. Advanced manufacturing technology considerably drops the failure probability of many products. Hence, the analysis and design of reliability experiments are not easy tasks because only a few failures occur in a practical length of life-testing time. In this course, different types of analysis strategies and Designs of experiments for reliability studies will be introduced. The following topics will be covered.
1. Probability distributions and quantities used to describe reliability
2. Different types of censorings
3. Nonparametric estimation of lifetime distributions
4. Parametric estimation of lifetime distributions
5. Probability plots
6. Lifetime regression models
7. Accelerated life tests (ALT)
8. Degradation analysis

參考書目 Reference Books

1. R.E. Barlow, F. Proschan (1981) Statistical Theory of Reliability and Life Testing: Probability Models, To begin With
2. M.J. Crowder, A.C. Kimber, R.L. Smith, T.J. Sweeting (1991) Statistical Analysis of Reliability Data, Capman & Hall
3. S. Zacks (1992) Introduction to Reliability Analysis, Springer-Verlag
4. William Q. Meeker, Luis A. Escobar (1998) Statistical Methods for Reliability Data, John Wiley & Sons
5. Terje Aven, Uwe Jensen (1999) Stochastic Models in Reliability, Springer
6. John D. Kalbfleisch, Ross L. Prentice (2002) The Statistical Analysis of Failure Time Data (2/E), John Wiley & Sons
7. Marvin Rausand, Arnljot Hoyland (2004) System Reliability Theory: Models, Statistical Methods, and Applications (2/E), Wiley

1. R.E. Barlow, F. Proschan (1981) Statistical Theory of Reliability and Life Testing: Probability Models, To begin With
2. M.J. Crowder, A.C. Kimber, R.L. Smith, T.J. Sweeting (1991) Statistical Analysis of Reliability Data, Capman & Hall
3. S. Zacks (1992) Introduction to Reliability Analysis, Springer-Verlag
4. William Q. Meeker, Luis A. Escobar (1998) Statistical Methods for Reliability Data, John Wiley & Sons
5. Terje Aven, Uwe Jensen (1999) Stochastic Models in Reliability, Springer
6. John D. Kalbfleisch, Ross L. Prentice (2002) The Statistical Analysis of Failure Time Data (2/E), John Wiley & Sons
7. Marvin Rausand, Arnljot Hoyland (2004) System Reliability Theory: Models, Statistical Methods, and Applications (2/E), Wiley

評分方式 Grading

評分項目
Grading Method
配分比例
Percentage
說明
Description
Homework
Homework
30
Mid. Exam
Mid. Exam
30
Final Project
Final Project
40

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課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 6188
  • 學分 Credit: 3-0
  • 上課時間 Course Time:
    Tuesday/7,8,9[M472]
  • 授課教師 Teacher:
    王榮琮
  • 修課班級 Class:
    統計碩博1,2
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 4 人

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