Fields of Activity / Competences
- Informed machine learning, in particular shape-constrained regression
- Optimal experimental design
- Semi-infinite optimization
- Simulation and optimal control of dynamical processes
A collection of publications by Jochen Schmid in the Fraunhofer-Publica
Jahr Year | Titel/Autor:in Title/Author | Publikationstyp Publication Type |
---|---|---|
2024 | Sequential optimal experimental design for vapor-liquid equilibrium modeling Bubel, Martin; Schmid, Jochen; Kozachynskyi, Volodymyr; Esche, Erik; Bortz, Michael |
Zeitschriftenaufsatz Journal Article |
2023 | Calibrated simplex-mapping classification Heese, Raoul; Schmid, Jochen; Walczak, Michał; Bortz, Michael |
Zeitschriftenaufsatz Journal Article |
2022 | Capturing and incorporating expert knowledge into machine learning models for quality prediction in manufacturing Link, Patrick; Poursanidis, Miltiadis; Schmid, Jochen; Zache, Rebekka; Kurnatowski, Martin von; Teicher, Uwe; Ihlenfeldt, Steffen |
Zeitschriftenaufsatz Journal Article |
2022 | Well-posedness and stability of non-autonomous semilinear input-output systems Schmid, Jochen |
Zeitschriftenaufsatz Journal Article |
2022 | Stabilization of port-Hamiltonian systems with discontinuous energy densities Schmid, Jochen |
Zeitschriftenaufsatz Journal Article |
2022 | Asymptotic gain results for attractors of semilinear systems Schmid, Jochen; Kapustyan, O.; Dashkovskiy, S. |
Zeitschriftenaufsatz Journal Article |
2022 | Approximation, characterization, and continuity of multivariate monotonic regression functions Schmid, Jochen |
Zeitschriftenaufsatz Journal Article |
2022 | Modeling and optimizing dynamic networks: Applications in process engineering and energy supply Mohring, Jan; Schmid, Jochen; Wlazlo, Jaroslaw; Heese, Raoul; Gerlach, Thomas; Kochenburger, Thomas; Bortz, Michael |
Aufsatz in Buch Book Article |
2021 | Stabilization of port-Hamiltonian systems by nonlinear boundary control in the presence of disturbances Schmid, Jochen; Zwart, Hans |
Zeitschriftenaufsatz Journal Article |
2021 | Calibrated Simplex Mapping Classification Heese, Raoul; Walczak, Michal; Bortz, Michael; Schmid, Jochen |
Paper |
2021 | Correction to: A local input-to-state stability result w.r.t. attractors of nonlinear reaction-diffusion equations Dashkovskiy, S.; Kapustyan, O.; Schmid, J. |
Erratum |
2021 | Compensating data shortages in manufacturing with monotonicity knowledge Kurnatowski, M. von; Schmid, J.; Link, P.; Zache, R.; Morand, L.; Kraft, T.; Schmidt, I.; Schwientek, J.; Stoll, A. |
Zeitschriftenaufsatz Journal Article |
2021 | Approximate solutions of convex semi-infinite optimization problems in finitely many iterations Schmid, Jochen |
Paper |
2020 | Input-to-state stability results w.r.t. global attractors of semi-linear reaction-diffusion equations Dashkovskiy, Sergey; Kapustyan, Oleksiy; Schmid, Jochen |
Zeitschriftenaufsatz Journal Article |
2020 | Industry-Driven Rapid Prototyping for Comparing Nonlinear Control Schemes in Pyomo Schmid, J.; Teichert, K.; Chioua, M.; Schindler, T.; Bortz, M. |
Zeitschriftenaufsatz Journal Article |
2020 | A local input-to-state stability result w.r.t. attractors of nonlinear reaction-diffusion equations Dashkovskiy, S.; Kapustyan, O.; Schmid, J. |
Zeitschriftenaufsatz Journal Article |
2020 | Infinite-time admissibility under compact perturbations Schmid, J. |
Konferenzbeitrag Conference Paper |
2020 | Simulation and optimal control of the Williams-Otto process using Pyomo Schmid, Jochen; Teichert, Katrin; Chioua, Moncef; Schindler, Thorsten; Bortz, Michael |
Paper |
2020 | Asymptotic gain results for attractors of semilinear systems Schmid, Jochen; Kapustyan, Oleksiy; Dashkovskiy, Sergey |
Paper |
2019 | A local input-to-state stability result w.r.t. attractors of nonlinear reaction-diffusion equations Dashkovskiy, Sergey; Kapustyan, Oleksiy V.; Schmid, Jochen |
Paper |
2019 | Well-posedness of non-autonomous semilinear systems Schmid, J.; Dashkovskiy, S.; Jacob, B.; Laasri, H. |
Zeitschriftenaufsatz Journal Article |
2019 | Stability of infinitely many interconnected systems Dashkovskiy, Sergey; Mironchenko, Andrii; Schmid, Jochen; Wirth, Fabian |
Zeitschriftenaufsatz Journal Article |
2019 | Weak input-to-state stability: Characterizations and counterexamples Schmid, J. |
Zeitschriftenaufsatz Journal Article |
2019 | Adiabatic theorems for general linear operators with time-independent domains Schmid, Jochen |
Zeitschriftenaufsatz Journal Article |