Skip to main navigation Skip to search Skip to main content

Estimation of model parameters of dependent processes constructed using Lévy Copulas

  • Wenjun Jiang
  • , H. P. Hong*
  • , Jiandong Ren
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

The degradations of engineering components can be dependent. This study considers that a d-dimensional subordinator constructed based on Lévy copula can be used to model the dependency. Three procedures to estimate model parameters of the process constructed based on Clayton Lévy copula with the gamma processes as marginals are investigated through simulation. The first one assumes that jumps of the processes are observable; the second one uses the increments of degradation as samples; and the third one is based on the concept of jump tail dependence coefficient. An application is presented by estimating model parameter and calculating the system reliability.

Original languageEnglish
Pages (from-to)691-707
Number of pages17
JournalCommunications in Statistics Part B: Simulation and Computation
Volume50
Issue number3
DOIs
StatePublished - 2021
Externally publishedYes

Keywords

  • Clayton Lévy copula
  • Dependency
  • Gamma process
  • Lévy copula
  • Parameter estimation
  • Subordinator

Fingerprint

Dive into the research topics of 'Estimation of model parameters of dependent processes constructed using Lévy Copulas'. Together they form a unique fingerprint.

Cite this