Kevin Wesendrup's Projects
Small side project based on Camunda and SAP Signavio
Side project for automatic email classification
Project Artificial Intelligence in Operational Transportation Optimization. Developed two prototypes, one for transport order (TO) classification and another for email classification that can be used to improve the efficiency of the business processes by automating simple, tedious and repetitive tasks.
Small plug-and-play REST server
My Master's thesis project for fault prognostics and predictive maintenance of hard drives
Mixed integer linear program and genetic algorithm for post-prognostics production scheduling.
Car rental optimization using reinforcement learning. Programmed neural network for value function from scratch.
A side project for automatic email classification with robotic process automation capabilities built on react.
Wesendrup, K., & Hellingrath, B. (2024). Joint Prescriptive Maintenance and Production Planning and Control Process Simulation for Extrusion System, International Journal of the Prognostics and Health Management Society
Wesendrup, Kevin; Hellingrath, Bernd (2023): Post-prognostics demand management, production, spare parts and maintenance planning for a single-machine system using Reinforcement Learning. In Computers & Industrial Engineering 179, p. 109216.
Wesendrup, Kevin; Hellingrath, Bernd (2023): ML2-enabled Condition-based Demand, Production, Inventory, and Maintenance Planning. In : IFAC World Congress 2023. IFAC World Congress 2023, pp. 7182–7187.
Homework repo for https://github.com/DataTalksClub/mlops-zoomcamp
My take on APS failure prediction at Scania Trucks (https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks).
Failure prediction and prescriptive maintenance model for electrophoretic dip coating system. Wesendrup, K., Mustafa, M. & Hellingrath, B. (2024). Degradation-agnostic integrated prescriptive maintenance and production scheduling simulation for electrophoretic dip coating system, Procedia CIRP
Free MLOps course from DataTalks.Club