Gaussian Process Regression for Nonlinear Time-Varying System Identification. - Daniel Bergmann; Michael Buchholz; Jens Niemeyer; Jörg Remele; Knut Graichen (CDC, 2018)

Modelling and Control of a Heavy-Duty Diesel Engine Gas Path with Gaussian Process Regression. - Daniel Bergmann; Roman Geiselhart; Knut Graichen (ECC, 2019)

Hierarchical optimization of operational costs of a heavy-duty diesel engine and an exhaust aftertreatment system. - Roman Geiselhart; Daniel Bergmann; Jens Niemeyer; Jörg Remele; Knut Graichen (ECC, 2019)

Gaußprozessregression zur Modellierung zeitvarianter Systeme. - Daniel Bergmann; Knut Graichen (Autom., 2019)

Safe Bayesian Optimization under Unknown Constraints. - Daniel Bergmann; Knut Graichen (CDC, 2020)

Nonlinear MPC of a Heavy-Duty Diesel Engine With Learning Gaussian Process Regression. - Daniel Bergmann; Karsten Harder; Jens Niemeyer; Knut Graichen (IEEE Trans. Control. Syst. Technol., 2022)