John Carlsson

Developed AI/ML tools for industry optimization and production efficiency. Created an azure hosted application that manages and analyzes industrial schematics. Created customer specific functions. Took the project from Concept to finished product. Result: time spent on analysis and management decreased by XX%. Data analytics for production stability. Aided colleagues in developing a desktop app app that helps the user to navigate and troubleshoot the input variables. My main contribution was the scaffolding of the application and exploration of how variables correlated to each other and how to visualize it. Result: A user friendly app that allows the user to trace errors and visualize the input variables.

Master's thesis within the masters program Engineering Mathematics and Computational Sciences. Titled Holistic optimization of HVAC systems using AI/ML techniques, the thesis explored how AI/ML could help the optimization of a 3D simulated fluid dynamics problem. In the end I created a sample space using Latin hypercube sampling in order to to train a neural network to fit the problem, then optimizing the fitted model using various optimization methods. The result was that a non-intuitive solution was found which decreased energy consumption by 23%.

Explored and created new methods for using Neural Networks and other Machine learning techniques in order to be used in future projects. Created tests and examples in order to make them easy to use and implement.

Skills: Lean tillverkning · Kvalitetssäkring

Skills: Budgethantering · Microsoft Excel · Lagarbete

Skills: Kundtjänst · Kommunikation · Engelska

Värnpliktig flygmekaniker på JAS39 Gripen