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Papers matching “learning planning” 90

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EXTENDING SIMULATION-BASED ASSEMBLY PLANNING TO INCLUDE HUMAN LEARNING AND PREVIOUS EXPERIENCE: A SIMULATION STUDY
2023 New Trends in Computer Sciences article Engineering Assembly Line Balancing Optimization Open access

Maximilian Duisberg, Verena Nitsch, Susanne Mütze‐Niewöhner

1

citations
Applied Machine Learning for Production Planning and Control: Overview and Potentials
2022 IFAC-PapersOnLine article Engineering Flexible and Reconfigurable Manufacturing Systems Open access

Oliver Antons, Julia C. Arlinghaus

7

citations
Deep Reinforcement Learning for Next Best View Planning in Autonomous Robot-Based 3D Reconstruction
2025 conference-paper Engineering Robotics and Sensor-Based Localization

Hossein Omid Beiki, Bijan Kavousian, Manuel Belke, Oliver Petrović, Christian Brecher

1

citations
Multi agent reinforcement learning for online layout planning and scheduling in flexible assembly systems
2024 Journal of Intelligent Manufacturing article Engineering Advanced Manufacturing and Logistics Optimization Open access cited by 2 patents

Lea Kaven, Philipp Huke, Amon Göppert, Robert Heinrich Schmitt

43

citations
Methodology for automated and computer-aided work plan generation using voxel-based accessibility analysis through reinforcement learning in one-off manufacturing
2024 Procedia CIRP article Engineering Manufacturing Process and Optimization Open access

Tammo Dannen, Christian Lürken, Philipp Niemietz, Thomas Bergs

1

citations
Reinforced logistics: Automated tour planning with reinforcement learning
2020 RWTH Publications (RWTH Aachen) conference-paper Engineering Advanced Manufacturing and Logistics Optimization Open access

Marco Kemmerling, Marc Haßler

0

citations
Combining Discrete Event Simulation and Reinforcement Learning for Human-Centered Production Planning: An Exemplary Application to Job Rotation Scheduling : May 27-29, 2026 ; San Sebastian, Spain
2026 RWTH Publications (RWTH Aachen) conference-paper Engineering Scheduling and Optimization Algorithms Open access

Maike Helene Hermanns, Susanne Mütze‐Niewöhner

0

citations
Model-based reinforcement learning for robot-based laser material processing
2024 Procedia CIRP article Engineering Advanced Surface Polishing Techniques Open access

Leon Gorißen, Tianlang Mai, Jan-Niklas Schneider, Lucas de Andrade Both, Thomas Käster, Christian Hinke

2

citations
Successful Pass Schedule Design in Open-Die Forging Using Double Deep Q-Learning
2021 Processes article Engineering Metallurgy and Material Forming Open access cited by 1 patent

Niklas Reinisch, Fridtjof Rudolph, David Benjamin Bailly, Gerhard Hirt

17

citations
Towards Human-Centered Manufacturing Planning: An Integrated RL and DES Framework Applied to Job Rotation Scheduling in Paced Assembly Lines
2026 Procedia Computer Science conference-paper Engineering Assembly Line Balancing Optimization Open access

Florens Burgert, Josephine Imorde, Verena Nitsch, Susanne Mütze‐Niewöhner

0

citations
Workforce planning in production with flexible or budgeted employee training and volatile demand
2022 Journal of Business Economics article Engineering Scheduling and Optimization Algorithms Open access

Patricia Heuser, Peter Letmathe, Matthias Schinner

11

citations
A machine-learning-based approach for railway excitation force prediction
2026 Railway Sciences article Engineering Railway Engineering and Dynamics Open access

Hauke Gerjet Schmidt, Gang Chen, Guozhen Jing, Daniel Zinken

0

citations
Graph Neural Network Encoder for Layout Planning and Scheduling in Line-less Mobile Assembly Systems
2023 Procedia CIRP article Engineering Scheduling and Optimization Algorithms Open access

Lea Kaven, Amon Göppert, Robert Heinrich Schmitt

0

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

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

19

citations
Leveraging machine learning to generate a unified and complete building height dataset for Germany
2024 Energy and AI article Engineering 3D Modeling in Geospatial Applications Open access

Kristina Dabrock, Noah Pflugradt, Jann Michael Weinand, Detlef Stolten

9

citations
Oberflächeninspektion für das roboterbasierte Schleifen: Analytische Methoden vs. Machine Learning
2026 Universität Stuttgart - Aachen-Berlin-Stuttgart-Reihe article Engineering Surface Roughness and Optical Measurements Open access

Josefine Monnet, Christian Brecher

0

citations
Databased prediction and planning of order-specific transition times
2020 Procedia CIRP article Engineering Flexible and Reconfigurable Manufacturing Systems Open access

Günther Schuh, Andreas Gützlaff, Frederick Sauermann, Oliver Kaul

10

citations
Learning Fast and Precise Pixel-to-Torque Control: A Platform for Reproducible Research of Learning on Hardware
2022 IEEE Robotics & Automation Magazine article Engineering Robot Manipulation and Learning Open access

Steffen Bleher, Steve Heim, Sebastian Trimpe

1

citations
Reinforcement Learning for Short-Term Production Scheduling with Sequence-Dependent Setup Waste
2020 RWTH Publications (RWTH Aachen) article Engineering Scheduling and Optimization Algorithms Open access

Владимир Самсонов, Mohamed Behery, Gerhard Lakemeyer

0

citations
Deep Reinforcement Learning for Scheduling in a PCB Matrix Production System
2025 Lecture notes in networks and systems conference-paper Engineering Scheduling and Optimization Algorithms

Tilmann Schwenzow, Christoph Liebrecht, Jörg E. Franke, Sebastian Reitelshoefer

0

citations
Entwurfsfindung und Performanceoptimierung mit Machine Learning Methoden
2024 Springer eBooks book-chapter Engineering Building Energy and Comfort Optimization

Christoph Emunds, Clara-Larissa Lorenz, Jérôme Frisch, Christoph van Treeck

0

citations
Machine Learning and Autonomous Control—A Synergy for Manufacturing
2022 Studies in computational intelligence conference-paper Engineering Scheduling and Optimization Algorithms

Oliver Antons, Julia C. Arlinghaus

0

citations
Emulating Brain-like Rapid Learning in Neuromorphic Edge Computing
2024 arXiv (Cornell University) preprint Engineering Advanced Memory and Neural Computing Open access

Kenneth Michael Stewart, Sumit Bam Shrestha, Garrick Orchard, Emre Neftci

1

citations
Learning Distributed Control for Job Shops - A Comparative Simulation Study
2021 Studies in computational intelligence conference-paper Engineering Scheduling and Optimization Algorithms

Oliver Antons, Julia C. Arlinghaus

0

citations
Machine Learning-Driven Site Selection for Wind Farms in Poland
2025 SSRN Electronic Journal preprint Engineering Wind Energy Research and Development Open access

Artur Amsharuk, Kagan Yüksel, Reinhard Madlener

0

citations