22 citations · 63 across the 7 of their papers we have counts for
7 papers
Context-Aware Synthesis of Optimization Pipelines for Warehouse Optimization
Janik Bischoff, Anne Meyer, Uta Mohring +6
Order fulfillment in manual picker-to-goods warehouses involves interconnected decisions such as item assignment, order batching, and picker routing. While integrated models captur…
Reinforcement Learning for AMR Charging Decisions: The Impact of Reward and Action Space Design
Janik Bischoff, Alexandru Rinciog, Anne Meyer
We propose a novel reinforcement learning (RL) design to optimize the charging strategy for autonomous mobile robots in large-scale block stacking warehouses. RL design involves a…
Solving the unit-load pre-marshalling problem in block stacking storage systems with multiple access directions
Jakob Pfrommer, Anne Meyer, Kevin Tierney
Block stacking storage systems are highly adaptable warehouse systems with low investment costs. With multiple, deep lanes they can achieve high storage densities, but accessing so…
Unsupervised Movement Detection in Indoor Positioning Systems of Production Halls
Jonathan Flossdorf, Anne Meyer, Dmitri Artjuch +2
Consider indoor positioning systems (IPS) in production halls where objects equipped with sensors send their current position. Beside its large volume, the analyzation of the resul…
Towards Standardising Reinforcement Learning Approaches for Production Scheduling Problems
Alexandru Rinciog, Anne Meyer
Recent years have seen a rise in interest in terms of using machine learning, particularly reinforcement learning (RL), for production scheduling problems of varying degrees of com…
Idle vehicle repositioning for dynamic ride-sharing
Martin Pouls, Anne Meyer, Nitin Ahuja
In dynamic ride-sharing systems, intelligent repositioning of idle vehicles enables service providers to maximize vehicle utilization and minimize request rejection rates as well a…