Katya Mishchenko is a Senior Researcher at RISE since March, 2020. Katya holds PhD in Optimization/Applied Mathematics from Mälardalens/Uppsala University.
Katya has an extensive industrial experience working in big interdisciplinary projects related to optimization, control and AI.
Areas of Expertise:
Numerical Optimization (Nonlinear, (Mixed) Integer Programming, Hyperparameters Optimization, etc);
Scheduling (Unit Commitment, Short Term Scheduling for Mines) and Planning (Voyage Planning for vessels, Route Planning for vehicles);
Data Based Modelling and Simulations;
AI/ML Applications ( Federated Learning, Reinforcement Learning, etc);
Numerical Analysis;
Applied Mathematics;
Industrial Applications:
Hot Rolling
Mining
Maritime
Data Centres
Power Energy Systems