Deep reinforcement learning based preventive maintenance policy for serial production lines

[1]  Hui Li,et al.  Optimal policy for structure maintenance: A deep reinforcement learning framework , 2020 .

[2]  Guillaume Perrin,et al.  Adaptive early classification of temporal sequences using deep reinforcement learning , 2020, Knowl. Based Syst..

[3]  Matthew E. Taylor,et al.  A survey and critique of multiagent deep reinforcement learning , 2019, Autonomous Agents and Multi-Agent Systems.

[4]  Feng Ju,et al.  Flexible preventative maintenance for serial production lines with multi-stage degrading machines and finite buffers , 2019, IISE Trans..

[5]  Jing Huang,et al.  A Maintenance and Energy Saving Joint Control Scheme for Sustainable Manufacturing Systems , 2019 .

[6]  Jing Zou,et al.  Production System Performance Identification Using Sensor Data , 2018, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[7]  Jorge Arinez,et al.  A Real-Time Maintenance Policy for Multi-Stage Manufacturing Systems Considering Imperfect Maintenance Effects , 2018, IEEE Access.

[8]  Marc Peter Deisenroth,et al.  Deep Reinforcement Learning: A Brief Survey , 2017, IEEE Signal Processing Magazine.

[9]  Stanley B. Gershwin,et al.  Performance evaluation of a two-machine line with a finite buffer and condition-based maintenance , 2017, Reliab. Eng. Syst. Saf..

[10]  Jorge Arinez,et al.  Dynamic production system diagnosis and prognosis using model-based data-driven method , 2017, Expert Syst. Appl..

[11]  Xiao Wang,et al.  Multi-agent reinforcement learning based maintenance policy for a resource constrained flow line system , 2016, J. Intell. Manuf..

[12]  K. Wang,et al.  Intelligent Predictive Maintenance ( IPdM ) System – Industry 4.0 Scenario , 2016 .

[13]  Demis Hassabis,et al.  Mastering the game of Go with deep neural networks and tree search , 2016, Nature.

[14]  Shane Legg,et al.  Human-level control through deep reinforcement learning , 2015, Nature.

[15]  Cong Zhao,et al.  Analysis and Improvement of Multiproduct Bernoulli Serial Lines: Theory and Application , 2015, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[16]  Maxim Finkelstein,et al.  An optimal age-based group maintenance policy for multi-unit degrading systems , 2015, Reliab. Eng. Syst. Saf..

[17]  Tangbin Xia,et al.  Production-driven opportunistic maintenance for batch production based on MAM-APB scheduling , 2015, Eur. J. Oper. Res..

[18]  V. Ebrahimipour,et al.  Multi-objective modeling for preventive maintenance scheduling in a multiple production line , 2015, J. Intell. Manuf..

[19]  Shahrul Kamaruddin,et al.  Opportunistic maintenance (OM) as a new advancement in maintenance approaches , 2014 .

[20]  Napsiah Ismail,et al.  Maintenance scheduling incorporating dynamics of production system and real-time information from workstations , 2013, J. Intell. Manuf..

[21]  Wenbin Wang,et al.  An overview of the recent advances in delay-time-based maintenance modelling , 2012, Reliab. Eng. Syst. Saf..

[22]  Stephan Biller,et al.  The Costs of Downtime Incidents in Serial Multistage Manufacturing Systems , 2012 .

[23]  José A. Ramírez-Hernández,et al.  Optimization of Preventive Maintenance scheduling in semiconductor manufacturing models using a simulation-based Approximate Dynamic Programming approach , 2010, 49th IEEE Conference on Decision and Control (CDC).

[24]  E. G. Kyriakidis,et al.  Optimal maintenance of two stochastically deteriorating machines with an intermediate buffer , 2010, Eur. J. Oper. Res..

[25]  Divya Pandey,et al.  Joint consideration of production scheduling, maintenance and quality policies: a review and conceptual framework , 2010, Int. J. Adv. Oper. Manag..

[26]  Alaa Chateauneuf,et al.  Opportunistic policy for optimal preventive maintenance of a multi-component system in continuous operating units , 2009, Comput. Chem. Eng..

[27]  Jingshan Li,et al.  Throughput analysis of production systems: recent advances and future topics , 2009 .

[28]  Matthieu van der Heijden,et al.  Joint optimisation of spare part inventory, maintenance frequency and repair capacity for k-out-of-N systems , 2009 .

[29]  Rommert Dekker,et al.  Optimal maintenance of multi-component systems: a review , 2008 .

[30]  Antoine Grall,et al.  Joint modelling and optimization of monitoring and maintenance performance for a two-unit parallel system , 2007 .

[31]  Hongzhou Wang,et al.  A survey of maintenance policies of deteriorating systems , 2002, Eur. J. Oper. Res..

[32]  Meng-Hua Ye Optimal replacement policy with stochastic maintenance and operation costs , 1990 .

[33]  Sheldon M. Ross,et al.  Introduction to probability models , 1975 .