A dynamic penalty approach to state constraint handling in deep reinforcement learning

Online reinforcement learning for a continuous space system with experimental validation

(2021) Oguzhan Dogru et al.   JOURNAL OF PROCESS CONTROL

Reinforcement learning in sustainable energy and electric systems: a survey

(2020) Ting Yang et al.   ANNUAL REVIEWS IN CONTROL

Safe deep reinforcement learning-based constrained optimal control scheme for active distribution networks

(2020) Peng Kou et al.   APPLIED ENERGY

Reinforcement learning based optimizer for improvement of predicting tunneling-induced ground responses

(2020) Pin Zhang et al.   ADVANCED ENGINEERING INFORMATICS

Continuous control of a polymerization system with deep reinforcement learning

(2019) Yan Ma et al.   JOURNAL OF PROCESS CONTROL

Benchmarking stochastic and deterministic MPC: A case study in stationary battery systems

(2019) Ranjeet Kumar et al.   AICHE JOURNAL

Additional planning with multiple objectives for reinforcement learning

(2019) Anqi Pan et al.   KNOWLEDGE-BASED SYSTEMS

A Stochastic Model Predictive Control Framework for Stationary Battery Systems

(2018) Ranjeet Kumar et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Mastering the game of Go without human knowledge

(2017) David Silver et al.   NATURE

Optimal model-free output synchronization of heterogeneous systems using off-policy reinforcement learning

(2016) Hamidreza Modares et al.   AUTOMATICA

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Constrained adaptive optimal control using a reinforcement learning agent

(2012) Wei-Song Lin et al.   AUTOMATICA

An Online Actor–Critic Algorithm with Function Approximation for Constrained Markov Decision Processes

(2012) Shalabh Bhatnagar et al.   JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS

Online actor–critic algorithm to solve the continuous-time infinite horizon optimal control problem

(2010) Kyriakos G. Vamvoudakis et al.   AUTOMATICA