3 papers
eess.SY2026
Model Predictive Control of Thermo-Hydraulic Systems Using Primal Decomposition
Jonathan Vieth, Annika Eichler, Arne Speerforck
Decarbonizing the global energy supply requires more efficient heating and cooling systems. Model predictive control enhances the operation of cooling and heating systems but depen…
physics.app-ph2026
Optimization of Packed-Bed Energy Storage Systems Based on a Second Law Analysis
Y. Jin, E. Makhova, A. Speerforck
Packed-bed sensible heat storage (SHS) is important for balancing energy supply and demand over time. To improve the efficiency of a packed-bed SHS system through second law analys…
cs.LG2025
Balanced Neural ODEs: nonlinear model order reduction and Koopman operator approximations
Julius Aka, Johannes Brunnemann, Jörg Eiden +2
Variational Autoencoders (VAEs) are a powerful framework for learning latent representations of reduced dimensionality, while Neural ODEs excel in learning transient system dynamic…