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Papers matching “learning strategies” 113

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Monitoring data-driven Reinforcement Learning controller training: A comparative study of different training strategies for a real-world energy system
2021 Energy and Buildings article Engineering Building Energy and Comfort Optimization

Thomas Schreiber, Christoph Netsch, Marc Baranski, Dirk Müller

22

citations
Environment Classification Using Machine Learning Methods for Eco-Driving Strategies in Intelligent Vehicles
2022 Applied Sciences article Engineering Autonomous Vehicle Technology and Safety Open access

Jose del C. Julio-Rodríguez, Carlos A. Rojas-Ruiz, Alfredo Santana-Díaz, Rogelio Bustamante-Bello, Ricardo A. Ramírez-Mendoza

19

citations
Evaluating activation strategies and their stability on PEM water electrolyzers using machine learning
2025 Energy and AI article Engineering Fuel Cells and Related Materials Open access

K. Ashoke Raman, Niklas L. Wolf, Ali Javed, Violeta Karyofylli, Hans Kungl, André Karl, +2 more

8

citations
Evaluating activation strategies and their stability on PEM water electrolyzers using machine learning
2025 JuSER Publikationsportal article Engineering Fuel Cells and Related Materials Open access

K. Ashoke Raman, Niklas L. Wolf, Ali Javed, Violeta Karyofylli, Hans Kungl, André Karl, +1 more

0

citations
Advancing urban electric vehicle charging stations: AI-driven day-ahead optimization of pricing and Nudge strategies utilizing multi-agent deep reinforcement learning
2024 eTransportation article Engineering Electric Vehicles and Infrastructure

Ziqi Zhang, Zhong Chen, Erdem Gümrükcü, Zhenya Ji, Ferdinanda Ponci, Antonello Monti

35

citations
Evaluation of advanced control strategies for building energy systems
2022 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Laura Maier, Alexander Kümpel, Dirk Müller

127

citations
Skill Learning by Autonomous Robotic Playing Using Active Learning and Exploratory Behavior Composition
2020 Frontiers in Robotics and AI article Engineering Robot Manipulation and Learning Open access

Simon Hangl, Vedran Dunjko, Hans J. Briegel, Justus Piater

21

citations
Machine-learning integrated multi-domain co-optimization for electrified heavy duty fleets
2026 eTransportation article Engineering Electric Vehicles and Infrastructure Open access

Christoph Wellmann, Pekka Rahkola, Sai Santhosh Tota, Mikko H. Pihlatie, Abdul Rahman Khaleel, Christopher Marx, +3 more

0

citations
A Game-Theoretic Framework for Generic Second-Order Traffic Flow Models Using Mean Field Games and Adversarial Inverse Reinforcement Learning
2024 Transportation Science article Engineering Traffic control and management

Zhaobin Mo, Xu Chen, Xuan Sharon Di, Elisa Iacomini, Chiara Segala, Michaël Herty, +1 more

12

citations
Machine-learning integrated multi-domain co-optimization for electrified heavy duty fleets
2025 eTransportation article Engineering Electric and Hybrid Vehicle Technologies Open access

Christoph Wellmann, Pekka Rahkola, Mikko H. Pihlatie, Abdul Rahman Khaleel, Christopher Marx, Akshay Sharma, +2 more

3

citations
Machine Learning-Based Control for Fuel Cell Hybrid Buses: From Average Load Power Prediction to Energy Management
2022 Vehicles article Engineering Electric and Hybrid Vehicle Technologies Open access

Hujun Peng, Jianxiang Li, Kai Deng, Kay Hameyer

12

citations
Heuristic Guided Hierarchical Reinforcement Learning Approach For The Economic Improvement Of Production Lines
2023 Procedia CIRP article Engineering Scheduling and Optimization Algorithms Open access

Günther Schuh, Seth Schmitz, Jan Maetschke, Benedict Janssen, Hanna Offermanns

0

citations
Human-in-the-loop control strategy for IoT-based smart thermostats with Deep Reinforcement Learning
2025 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

Payam Fatehi Karjou, Fabian Stupperich, Phillip Stoffel, Dirk Müller

7

citations
Operational greenhouse-gas emissions of deep learning in digital pathology: a modelling study
2023 The Lancet Digital Health article Engineering Green IT and Sustainability Open access

Alireza Vafaei Sadr, Roman David Bülow, Saskia Freifrau von Stillfried, Nikolas E. J. Schmitz, Pourya Pilva, David Laurin Hölscher, +3 more

39

citations
Separating Entangled Workpieces in Random Bin Picking using Deep Reinforcement Learning
2021 Procedia CIRP article Engineering Robot Manipulation and Learning Open access

Marius Moosmann, Marco Kulig, Felix Spenrath, Manuel Mönnig, Simon Roggendorf, Oliver Petrović, +2 more

15

citations
Integration of Novel Sensors and Machine Learning for Predictive Maintenance in Medium Voltage Switchgear to Enable the Energy and Mobility Revolutions
2020 Sensors article Engineering Reliability and Maintenance Optimization Open access cited by 7 patents

Martin W. Hoffmann, Stephan Wildermuth, Ralf Gitzel, Aydin Boyaci, Jörg Gebhardt, Holger Kaul, +11 more

114

citations
A Behavior Tree and Dynamic Motion Primitive-Based Framework for Learning and Executing Robotic Tasks From Demonstration
2026 IEEE Transactions on Automation Science and Engineering article Engineering Robot Manipulation and Learning

Tao Ma, Burkhard J. Corves, Gentiane Venture

0

citations
A Spatio-Temporal Ensemble Deep Learning Architecture for Real-Time Defect Detection during Laser Welding on Low Power Embedded Computing Boards
2021 Sensors article Engineering Industrial Vision Systems and Defect Detection Open access cited by 1 patent

Christian Knaak, Jakob von Eßen, Moritz Kröger, Frederic Schulze, Arnold Gillner

71

citations
The application of machine learning-based energy management strategy in a multi-mode plug-in hybrid electric vehicle, part II: Deep deterministic policy gradient algorithm design for electric mode
2023 Energy article Engineering Electric and Hybrid Vehicle Technologies Open access

Jiageng Ruan, Changcheng Wu, Zhaowen Liang, Kai Liu, Bin Li, Weihan Li, +1 more

56

citations
Kernel‐based online learning for real‐time voltage control in distribution networks
2020 IET Smart Grid article Engineering Optimal Power Flow Distribution Open access

Lisette Cupelli, Alejandro Lago Esteban, Ferdinanda Ponci, Antonello Monti

4

citations
Graph neural network-based multi-agent reinforcement learning for active voltage control: Performance and topology robustness
2026 Energy and AI article Engineering Optimal Power Flow Distribution Open access

Chijioke Eze, Chetan Prakash, Antonello Monti

1

citations
Compensating Environmental Disturbances in Maritime Path Following Using Deep Reinforcement Learning
2026 Journal of Marine Science and Engineering article Engineering Maritime Navigation and Safety Open access

Björn Krautwig, Dominik Wans, Till Temmen, Tobias Brinkmann, Sung-Yong Lee, Daehyuk Kim, +1 more

1

citations
Artificial Intelligence/Machine Learning in Energy Management Systems, Control, and Optimization of Hydrogen Fuel Cell Vehicles
2023 Sustainability article Engineering Electric and Hybrid Vehicle Technologies Open access

Mojgan Fayyazi, Paramjotsingh Sardar, Sumit Infent Thomas, Roonak Daghigh, Ali Jamali, Thomas Esch, +3 more

134

citations
Autonomous robotic nanofabrication with reinforcement learning
2020 Science Advances article Engineering Surface Chemistry and Catalysis Open access

79

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

Christian Knaak, Lukas Masseling, Emil Duong, Arnold Gillner

72

citations