Model Predictive Control, machine learning and state estimation with applications on bioreactors and trajectory drilling
[12] | J. Bethge, B. Morabito, H. Rewald, A. Ahsan, S. Sorgatz, and R. Findeisen. Model predictive control of mixed traffic at intersections using learning and classification of human driving behavior. In Proceedings of IFAC World Congress, pages 14557--14563, 2020. |
[11] | H. H. Nguyen, B. Morabito, and R. Findeisen. Repetitive set-based learning robust predictive control for lur'e systems. In Proceedings of IFAC World Congress, 2020. |
[10] | J. Pohlodek, A. Rose, B. Morabito, L. Carius, and R. Findeisen. Data-driven Metabolic Network Reduction for Multiple Modes Considering Uncertain Measurements. In 21st IFAC World Congress, 2020. |
[9] | B. Morabito, A. Kienle, R. Findeisen, and L. Carius. Multi-mode model predictive control and estimation for uncertain biotechnological processes. In 12th IFAC Symposium on Dynamics and Control of Process Systems, including Biosystems DYCOPS 2019, volume 52, pages 709 -- 714, July 2019. [ DOI | http ] |
[8] | M. Ibrahim, J. Matschek, B. Morabito, and R. Findeisen. Improved area covering in dynamic environments by nonlinear model predictive path following control. In Proceedings of 8th IFAC Symposium on Mechatronic Systems (MECHATRONICS 2019), Vienna, Austria, 2019. |
[7] | M. Ibrahim, J. Matschek, B. Morabito, and R. Findeisen. Hierarchical model predictive control for autonomous vehicle area coverage. In Proceedings of 21st IFAC Symposium on Automatic Control in Aerospace (ACA 2019), Cranfield, UK, 2019. |
[6] | L. Carius, J. Pohlodek, B. Morabito, A. Franz, M. Mangold, R. Findeisen, and A. Kienle. Model-based state estimation utilizing a hybrid cybernetic model. In Advanced Control of Chemical Processes (AdChem), July 2018. |
[5] | P. Andonov, B. Morabito, A. Savchenko, and R. Findeisen. Admissible Control Parametrization of Uncertain Finite-time Processes With Application to Li-ion Battery Management. In European Control Conference (ECC), pages 2338--2343, Limasol, Cyprus, 2018. |
[4] | J. Bethge, B. Morabito, J. Matschek, and R. Findeisen. Multi-mode learning supported model predictive control with guarantees. In Proceedings of 6th Nonlinear Model Predictive Control Conference (NMPC), pages 616--621, Madison, United States, 2018. [ DOI ] |
[3] | B. Morabito, R. Klein, and R. Findeisen. Real time feasibility and performance of moving horizon estimation for li-ion batteries based on first principles electrochemical models. In 2017 American Control Conference (ACC), pages 3457--3462, May 2017. [ DOI ] |
[2] | B. Morabito, M. Kögel, E. Bullinger, G. Pannocchia, and R. Findeisen. Simple and efficient moving horizon estimation based on the fast gradient method. IFAC-PapersOnLine, 48(23):428 -- 433, 2015. 5th IFAC Conference on Nonlinear Model Predictive Control NMPC 2015. [ DOI | http ] |
[1] | B. Morabito, M. Kögel, S. Blasi, V. Klemme, C. Hansen, O. Höhn, and R. Findeisen. Multi-stage event-triggered model predictive control for automated trajectory drilling. IFAC World Conference 2020 - to appear. |
[1] | B. Morabito, J. Pohlodek, J. Matschek, A. Savchenko, L. Carius, and R. Findeisen. Towards risk-aware machine learning supported model predictive control and open-loop optimization for repetitive processes. Submitted to NMPC 2021. |
[1] | F. Quattrone, C. Hansen, O. Hoehn, J. Koeneke, B. Morabito, and R. Findeisen. Model-based parameter estimation for directional drilling in wellbore operations, 2019. Application number: US15935659. [ .pdf ] |
2016 - Currently: Member of the International Max Planck Research School (IMPRS), Max Planck Institute - Magdeburg, Germany
2016 - Currently: Research assistant, Otto von Gueriche University, Magdeburg, Germany
August 2015 - March 2016: Internship at Robert Bosch Research and Technology Center, Palo Alto, California, USA
September 2013 - March 2014: Student assistent, Otto von Guericke University, Magdeburg, Germany
2012 - 2014: Master's in Chemical Engineering, University of Pisa, Pisa, Italy
2009 - 2012: Bachelor's in Chemical Engineering, University of Pisa, Pisa, Italy
2004 - 2009: High school "A.Panella" Chemistry Section, Reggio Calabria, Italy