Explaining Learning Models in Manufacturing Processes

Explaining machine learning models in sales predictions

A complexity of business dynamics often forces decision-makers to make decisions based on subjective mental models, reflecting their experience. However, research has shown that companies perform better when they apply data-driven decision-making. This creates an incentive to introduce intelligent, data-based decision models, which are comprehensive and support the interactive evaluation of dec...

Reinforcement Learning for Realistic Manufacturing Processes

This manuscript is a submission to the workshop \Machine Learning and Reinforcement Learning for Manufacturing". It introduces and positions our part in a project and motivates our approach with respect to reinforcement learning and manufacturing processes. In an \extended appendix" some additional information will be given about our problem domain and preliminary results. Our main issue is tha...

CURRENT PROJECTS Explaining Machine Learning Models

Inferring the Interactions in Complex Manufacturing Processes Using Graphical Models

Manufacturing Processes

Electromagnetic forming (EM forming or magneforming) is a type of high velocity, cold forming process for electrically conductive metals, most commonly copper and aluminum. The work piece is reshaped by high intensity pulsed magnetic fields that induce a current in the work piece and a corresponding repulsive magnetic field, rapidly repelling portions of the work piece. The work piece can be re...