A deep reinforcement learning approach for rail renewal and maintenance planning

DEEP reinforcement learning driven inspection and maintenance planning under incomplete information and constraints

(2021) C.P. Andriotis et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Maintenance optimisation of multicomponent systems using hierarchical coordinated reinforcement learning

(2021) Yifan Zhou et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

A taxonomy of railway track maintenance planning and scheduling: A review and research trends

(2021) Mahdieh Sedghi et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Joint optimization of preventive maintenance and production scheduling for multi-state production systems based on reinforcement learning

(2021) Hongbing Yang et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Deep reinforcement learning for long‐term pavement maintenance planning

(2020) Linyi Yao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Deep reinforcement learning-based sampling method for structural reliability assessment

(2020) Zhengliang Xiang et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Condition-Based Maintenance with Reinforcement Learning for Dry Gas Pipeline Subject to Internal Corrosion

(2020) Zahra Mahmoodzadeh et al.   SENSORS

Deep reinforcement learning based preventive maintenance policy for serial production lines

(2020) Jing Huang et al.   EXPERT SYSTEMS WITH APPLICATIONS

A reinforcement learning framework for optimal operation and maintenance of power grids

(2019) R. Rocchetta et al.   APPLIED ENERGY

Managing engineering systems with large state and action spaces through deep reinforcement learning

(2019) C.P. Andriotis et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Exploring the impact of foot-by-foot track geometry on the occurrence of rail defects

(2019) Reza Mohammadi et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Dynamic selective maintenance optimization for multi-state systems over a finite horizon: A deep reinforcement learning approach

(2019) Yu Liu et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Can deep learning predict risky retail investors? A case study in financial risk behavior forecasting

(2019) A. Kim et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Optimal policy for structure maintenance: A deep reinforcement learning framework

(2019) Shiyin Wei et al.   STRUCTURAL SAFETY

Data-driven optimization of railway maintenance for track geometry

(2018) Siddhartha Sharma et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Recent applications of big data analytics in railway transportation systems: A survey

(2018) Faeze Ghofrani et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Reinforcement Learning-Based and Parametric Production-Maintenance Control Policies for a Deteriorating Manufacturing System

(2018) A. S. Xanthopoulos et al.   IEEE Access

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Multi-agent reinforcement learning based maintenance policy for a resource constrained flow line system

(2014) Xiao Wang et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Joint optimization of control chart and preventive maintenance policies: A discrete-time Markov chain approach

(2013) Yisha Xiang   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH