Reinforcement Learning: An Introduction

• Saving Energy and Spectrum in Enabling URLLC Services: A Scalable RL Solution

  2023 IEEE Transactions on Industrial Informatics article Engineering Smart Grid Security and Resilience Open access

  12

  citations
• Safe Value Functions

  2022 IEEE Transactions on Automatic Control article Computer Science Reinforcement Learning in Robotics Open access

  6

  citations
• Experiments for 'Scenario-Based Verification of Uncertain Parametric MDPs'

  2022 Data Archiving and Networked Services (DANS) dataset Computer Science Formal Methods in Verification Open access

  16

  citations
• Towards an intelligent HVAC system automation using Reinforcement Learning

  2021 Journal of Physics Conference Series conference-paper Engineering Building Energy and Comfort Optimization Open access

  5

  citations
• Machine Learning in Chemical Engineering: A Perspective

  2021 Chemie Ingenieur Technik article Materials Science Machine Learning in Materials Science Open access

  290

  citations
• Is there a role for statistics in artificial intelligence?

  2021 Advances in Data Analysis and Classification article Computer Science Machine Learning and Data Classification Open access

  78

  citations
• Reprint of: Automated stem cell production by bio-inspired control

  2021 CIRP journal of manufacturing science and technology article Engineering 3D Printing in Biomedical Research Open access

  4

  citations
• Automated stem cell production by bio-inspired control

  2021 CIRP journal of manufacturing science and technology article Engineering 3D Printing in Biomedical Research

  8

  citations
• DNN2: A hyper-parameter reinforcement learning game for self-design of neural network based elasto-plastic constitutive descriptions

  2021 Computers & Structures article Physics and Astronomy Model Reduction and Neural Networks Open access

  57

  citations
• Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care

  2021 npj Digital Medicine article Medicine Respiratory Support and Mechanisms Open access

  150

  citations
• Improving Build Quality in Laser Powder Bed Fusion Using High Dynamic Range Imaging and Model-Based Reinforcement Learning

  2021 IEEE Access article Engineering Additive Manufacturing Materials and Processes Open access

  72

  citations
• Separating Entangled Workpieces in Random Bin Picking using Deep Reinforcement Learning

  2021 Procedia CIRP article Engineering Robot Manipulation and Learning Open access

  15

  citations
• Effects of Domain Randomization on Simulation-to-Reality Transfer of Reinforcement Learning Policies for Industrial Robots

  2021 Transactions on computational science and computational intelligence book-chapter Computer Science Reinforcement Learning in Robotics

  3

  citations
• Transfer of Hierarchical Reinforcement Learning Structures for Robotic Manipulation Tasks

  2020 conference-paper Computer Science Reinforcement Learning in Robotics

  7

  citations
• Unsupervised learning and clustered connectivity enhance reinforcement learning in spiking neural networks

  2020 bioRxiv (Cold Spring Harbor Laboratory) preprint Engineering Advanced Memory and Neural Computing Open access

  1

  citations
• Signals of anticipation of reward and of mean reward rates in the human brain

  2020 Scientific Reports article Neuroscience Neural and Behavioral Psychology Studies Open access

  15

  citations
• Autonomous robotic nanofabrication with reinforcement learning

  2020 RWTH Publications (RWTH Aachen) article Physics and Astronomy Force Microscopy Techniques and Applications Open access

  69

  citations
• A Study on Deep Learning for Latency Constraint Applications in Beyond 5G Wireless Systems

  2020 IEEE Access article Engineering Advanced MIMO Systems Optimization Open access

  22

  citations
• Scenario-Based Verification of Uncertain MDPs

  2020 Lecture notes in computer science conference-paper Computer Science Formal Methods in Verification Open access

  20

  citations

19 results