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Component-Wise-Markov-Decision-Process

This repository provides code for the paper "Vipul Bansal, Yong Chen, Shiyu Zhou, Component-Wise Markov Decision Process for Solving Condition Based Maintenance of Large Multi-Component Systems with Economic Dependence" Link: https://www.tandfonline.com/doi/full/10.1080/24725854.2023.2295376?src=exp-la

Homogeneous System

Use Transition matrix tm10.jld2

  • Homogeneous (n,N)-Policy.ipynb provides code to implement (n,N)-policy for a homogeneous system.
  • Homogeneous (n,m,N)-policy.ipynb provides code to implement (n,m,N)-policy for a homogeneous system.
  • Homogeneous CW-MDP.ipynb, provides code to implement CW-MDP for a homogeneous system.
  • Homogeneous ACW-MDP.ipynb provides code to implement ACW-MDP for a homogeneous system.

Heterogeneous System

Use Transition matrix TM_MATRIX

  • Heterogeneous (n,N)-Policy.ipynb provides code to implement (n,N)-policy for a Heterogeneous system.
  • Heterogeneous (n,m,N)-policy.ipynb provides code to implement (n,m,N)-policy for a Heterogeneous system.
  • Heterogeneous CW-MDP.ipynb, provides code to implement CW-MDP for a Heterogeneous system.
  • Heterogeneous ACW-MDP.ipynb provides code to implement ACW-MDP for a Heterogeneous system.

Wind Turbine Case Study

Wind Turbine (n,N)-Policy.ipynb, Wind Turbine (n,m,N)-policy.ipynb,Wind Turbine CW-MDP.ipynb, Wind Turbine ACW-MDP.ipynb provide code for wind turbine case study

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