Benjamin Heinbach

Bibliometric Study on the Use of Machine Learning as Resolution Technique for Facility Layout Problems

Peter Burggräf, Johannes Wagner, Benjamin Heinbach · IEEE Access · 2021 · 33 citations · Full text

Artificial Intelligence, Facility Planning, Engineering +24

A novel machine learning model for predicting late supplier deliveries of low-volume-high-variety products with application in a German machinery industry

Fabian Steinberg, Peter Burggräf, Johannes Wagner et al. · Supply Chain Analytics · 2023 · 25 citations · Full text

Deep reinforcement learning for layout planning – An MDP-based approach for the facility layout problem

Benjamin Heinbach, Peter Burggräf, Johannes Wagner · Manufacturing Letters · 2023 · 20 citations

Machine Learning-Based Prediction of Missing Components for Assembly – a Case Study at an Engineer-to-Order Manufacturer

Peter Burggräf, Johannes Wagner, Benjamin Heinbach et al. · IEEE Access · 2021 · 17 citations · Full text

Engineering, Machine Learning, Industrial Engineering +25

Predictive analytics in quality assurance for assembly processes: lessons learned from a case study at an industry 4.0 demonstration cell

Peter Burggräf, Johannes Wagner, Benjamin Heinbach et al. · Procedia CIRP · 2021 · 14 citations · Full text