MPC for collaborative heat transfer in a district heating network with distributed renewable energy generation and storage. - Lilli Frison; Axel Oliva; Sebastian Herkel (ECC, 2021)

Convergence Analysis and Adaptive Order Selection for the Polynomial Chaos Approach to Direct Optimal Control under Uncertainties. - Lilli Frison; Christian Kirches (SIAM J. Control. Optim., 2021)

Mixed-Integer Optimal Control of a Residential Heating Network using Linear and Nonlinear Programming Techniques. - Manuel Kollmar; Lilli Frison; Adrian Bürger; Axel Oliva; Angelika Altmann-Dieses; Moritz Diehl (ECC, 2022)

Deep Reinforcement Learning for Heat Pump Control. - Tobias Rohrer; Lilli Frison; Lukas Kaupenjohann; Katrin Scharf; Elke Hergenröther (CoRR, 2022)

Adaptive neural network based control approach for building energy control under changing environmental conditions. - Lilli Frison; Simon Gölzhäuser (L4DC, 2024)

Constrained Reinforcement Learning with Smoothed Log Barrier Function. - Baohe Zhang; Yuan Zhang 027; Lilli Frison; Thomas Brox; Joschka Bödecker (CoRR, 2024)

Constrained Reinforcement Learning for Safe Heat Pump Control. - Baohe Zhang; Lilli Frison; Thomas Brox; Joschka Bödecker (CoRR, 2024)