6193 - 增量衰退量模型專題(二)

Special Topics In Increment Degradation Models (II)

教育目標 Course Target

培養與訓練衰退量資料分析能力與相關統計推論

Cultivate and train decline data analysis capabilities and related statistical inferences

課程概述 Course Description

Stochastic process–based degradation models are widely used in the reliability literature. Increment degradation models extend these stochastic frameworks by relaxing the traditional additive property. As empirical models, they offer the flexibility to explore alternative distributions for degradation increments, allowing for a more comprehensive and adaptable representation of degradation behavior. This course focuses on modeling dependencies among increments, with particular emphasis on the use of copula functions. It also addresses the challenges arising from the loss of additivity, especially those related to the construction of likelihood functions and the prediction of lifetime distributions.

Stochastic process–based degradation models are widely used in the reliability literature. Increment degradation models extend these stochastic frameworks by relaxing the traditional additive property. As empirical models, they offer the flexibility to explore alternative distributions for degradation increments, allowing for a more comprehensive and adaptable representation of degradation behavior. This course focuses on modeling dependencies among increments, with particular emphasis on the use of copula functions. It also addresses the challenges arising from the loss of additivity, especially those related to the construction of likelihood functions and the prediction of lifetime distributions.

參考書目 Reference Books

selected papers

selected papers

評分方式 Grading

評分項目
Grading Method
配分比例
Percentage
說明
Description
課堂參與
class participation
100

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課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 6193
  • 學分 Credit: 0-1
  • 上課時間 Course Time:
    Friday/7[M438]
  • 授課教師 Teacher:
    俞一唐
  • 修課班級 Class:
    統計博1,2
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目前選課人數 Current Enrollment: 1 人

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