Vladimir Samsonov

Publication Activity (10 Years)

Years Active: 2019-2022
Publications (10 Years): 12

Top Topics

Production Scheduling

Reinforcement Learning

Combinatorial Optimization

Minimally Invasive Surgery

Top Venues

Publications

Vladimir Samsonov, Karim Ben Hicham, Tobias Meisen
Reinforcement Learning in Manufacturing Control: Baselines, challenges and ways forward. Eng. Appl. Artif. Intell. 112 (2022)
Robert Jungnickel, Johanna Lauwigi, Vladimir Samsonov, Daniel Lütticke
Human-Centric Machine Learning Approach for Injection Mold Design: Towards Automated Ejector Pin Placement. LOD (2) (2022)
Lars Leyendecker, Markus Schmitz, Hans Aoyang Zhou, Vladimir Samsonov, Marius Rittstieg, Daniel Lütticke
Deep Reinforcement Learning for Robotic Control in High-Dexterity Assembly Tasks - A Reward Curriculum Approach. Int. J. Semantic Comput. 16 (3) (2022)
Sebastian Pol, Schirin Baer, Danielle Turner, Vladimir Samsonov, Tobias Meisen
Global Reward Design for Cooperative Agents to Achieve Flexible Production Control under Real-time Constraints. ICEIS (1) (2021)
Lars Leyendecker, Markus Schmitz, Hans Aoyang Zhou, Vladimir Samsonov, Marius Rittstieg, Daniel Lütticke
Deep Reinforcement Learning for Robotic Control in High-Dexterity Assembly Tasks - A Reward Curriculum Approach. IRC (2021)
Vladimir Samsonov, Marco Kemmerling, Maren Paegert, Daniel Lütticke, Frederick Sauermann, Andreas Gützlaff, Günther Schuh, Tobias Meisen
Manufacturing Control in Job Shop Environments with Reinforcement Learning. ICAART (2) (2021)
Chrismarie Enslin, Vladimir Samsonov, Hans-Georg Köpken, Schirin Bär, Daniel Lütticke
Optimisation of a Workpiece Clamping Position with Reinforcement Learning for Complex Milling Applications. LOD (2021)
Vladimir Samsonov, Mohamed Behery, Gerhard Lakemeyer
Reinforcement Learning for Short-Term Production Scheduling with Sequence-Dependent Setup Waste. ERCIM News 2020 (122) (2020)
Aymen Gannouni, Vladimir Samsonov, Mohamed Behery, Tobias Meisen, Gerhard Lakemeyer
Neural Combinatorial Optimization for Production Scheduling with Sequence-Dependent Setup Waste. SMC (2020)
Vladimir Samsonov, Chrismarie Enslin, Hans-Georg Köpken, Schirin Baer, Daniel Lütticke
Using Reinforcement Learning for Optimization of a Workpiece Clamping Position in a Machine Tool. ICEIS (1) (2020)
Vladimir Samsonov, Johannes Lipp, Philipp Noodt, Alexia Fenollar Solvay, Tobias Meisen
More Machine Learning for Less: Comparing Data Generation Strategies in Mechanical Engineering and Manufacturing. SSCI (2019)
Robert Jungnickel, André Pomp, Andreas Kirmse, Xiang Li, Vladimir Samsonov, Tobias Meisen
Evaluation and Comparison of Cross-lingual Text Processing Pipelines. SSCI (2019)