https://github.com/vipul2001/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"
https://github.com/vipul2001/component-wise-markov-decision-process

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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"

• Host: GitHub
• URL: https://github.com/vipul2001/component-wise-markov-decision-process
• Owner: vipul2001
• Created: 2023-12-12T05:26:30.000Z (11 months ago)
• Default Branch: main
• Last Pushed: 2023-12-30T20:03:47.000Z (11 months ago)
• Last Synced: 2023-12-30T21:54:28.622Z (11 months ago)
• Language: Jupyter Notebook
• Size: 214 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# 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