Publikationen
- 2026
- Aroyan, J.; Sperber, J.; Ortmann, C.; Schumacher, A.
A machine learning-based method for topology optimization by inserting voids in thin-walled crashworthiness structures
2026 - Aroyan, J.; Sperber, J.; Ortmann, C.; Schumacher, A.
Application of a Machine Learning-Based Topology Optimization Method on an Automotive B-Pillar for Crashworthy Lightweight Design
2026 - Gutgar, C.; Kilz, J.; Schumacher, A.; Groche, P.
Crash-loaded roll-formed multi-chamber steel sheet structures – algorithmic optimisation, manufacturing and testing - 2025
- Schumacher, A.; Beyer, F.
Graphen- und heuristikbasierte Topologieoptimierung von 3D-Crash-Strukturen von Personenkraftwagen
FAT-Schriftenreihe, 388
2025
ISSN: 2192-7863 - Schumacher, A.; Weider, K.
Time-saving Calculation of Derivatives for Car Body Structure Optimization Considering Crash Loadcases
Proceeding of the Automotive CAE Grand Challenge 2025
Herausgeber: Hanau, 08.-09.04.2025
2025 - Schumacher, A.; Weider, K.; Clemens, P.; Gutgar, C.
Optimization Algorithms for Supporting Passive Safety Engineering of Mobility Systems
In Safety Engineering, Bracke, S., Pieper, R., Editor
Herausgeber: Springer-Verlag, Wiesbaden
2025 - Gutgar, C.; Kilz, J.
Auslegung von Mehrkammerprofilen für crash-optimierte Batteriekästen
Band Tagungsband der 13. Darmstädter Profiliertagung
2025 - Pakiman, A.; Garcke, J.; Schumacher, A.
A modified SimRank++ approach for searching crash simulation data
Applied Intelligence, 55 (7)
2025
ISSN: 0924-669X - Schumacher, A.; Gutgar, C.; Szlosarek, R.; Kröger, M.
Crashversuche von topologieoptimierten Rollformprofilen
16. Freiberger Crashworkshop, HTW-Dresden, 22.-23.09.2025
2025 - Janzik, F.; Uttich, E.; Schumacher, A.; Bender, B.
Coordinated Optimization of Actuation and Component Structures in Lightweight Dynamic Arm—Like Systems
PAMM, 25 (4)
2025
ISSN: 1617-7061 - 2024
- Plaschkies, P.; Schumacher, A.; Vaculin, O.
Accelerated Virtual Evaluation of Restraint System Performance forVehicle Occupants with Varying Bodies
15. Freiberger Crashworkshop
2024 - Colling, C.; Schumacher, A.; Mecking, K.
Level-set-based topology optimization of threedimensional structures considering the manufacturing process with realistic milling tools
Structural and Multidisciplinary Optimization, 67 (12)
2024
ISSN: 1615-147X - Schumacher, A.; Beyer, F.; Pohl, T.
Utilisation of machine learning methods to set model requirements for CAE-based concept definition
In VDI Wissensforum GmbH, Editor, SIMVEC
Seite 157—173
Herausgeber: VDI Verlag
2024
157—173ISBN: 9783181024454
- Trilling, J.; Schumacher, A.; Zhou, M.
Reinforcement learning based agents for improving layouts of automotive crash structures
Applied Intelligence (54) :1751--1769
2024 - Weider, K.; Schumacher, A.
Topological derivatives for shell structure optimization considering crash loadcases with material nonlinearities and large deformations
Structural and Multidisciplinary Optimization, 67 (7)
2024 - Schumacher, A.
How Mechanically Inspired Design Rules Help in the Topology Optimization of Structures with Highly Nonlinear Behavior
In Altenbach, Holm and Hohe, J. and Mittelstedt, C., Editor, Progress in structural mechanics aus Advanced structured materials
Herausgeber: Springer, Cham
2024ISBN: 978-3-031-45553-7
- 2023
- Büttner, J.; Schumacher, A.; Bäck, T.; Schwarz, S.; Krause, P.
Making multidisciplinary optimization fit for practical usage in car body development
Structural and Multidisciplinary Optimization, 66 (3)
2023
ISSN: 1615-147X - Wielens, S.; Benito-Cia, L.; Schumacher, A.
Using automatically generated submodels in vehicle body crash optimization
International Journal of Crashworthiness, 28 (4) :560--573
2023
ISSN: 1358-8265 - Clemens, P.; Schumacher, A.
Nested loop approach for topology and shape optimization of crash-loaded deep-drawn components using contact forces for the inner loops
Structures, 55 :2013--2022
2023
ISSN: 23520124 - Plaschkies, F.; Possoli, K.; Vaculin, O.; Schumacher, A.; Andrade, P.
Evaluation Approach for Machine Learning Concepts in Occupant Protection Based on Multi-Attribute Decision Making
27th International Technical Conference on the Enhanced Safety of Vehicles (ESV)
2023 - Schumacher, A.; Beyer, F.
Topology optimization of inlay structures for crashboxes
14. Freiberger Crashworkshop
2023 - Kracker, D.; Dhanasekaran, Revan Kumar; Schumacher, A.; Garcke, J.
Method for automated detection of outliers in crash simulations
International Journal of Crashworthiness, 28 (1) :96--107
2023
ISSN: 1358-8265 - Pakiman, A.; Garcke, J.; Schumacher, A.
Knowledge discovery assistants for crash simulations with graph algorithms and energy absorption features
Applied Intelligence, 53 (16) :19217--19236
2023
ISSN: 0924-669X - 2022
- Schumacher, A.; Beyer, F.
Graph and Heuristic based Topology Optimization of 3D crash structures - Presentation of all essential modules of the fully automatic process
16. LS-DYNA-Forum, Seite 196-197
2022 - Trilling, J.; Schumacher, A.; Zhou, M.
Generation of designs for local stiffness increase of crash loaded extrusion profiles with reinforcement learning
Proceedings of the NAFEMS-Conference on Machine Learning and Artificial Intelligence in CFD and Structural Analysis, Seite 56--66
2022 - Beyer, F.; Schumacher, A.; Pohl, T.
Neue Möglichkeiten der Graphen- und Heuristikbasierte Topologieoptimierung von 3D-Crash-Strukturen durch detaillierte Modellierung der Verbindungsknoten
SIMVEC, aktuelle Herausforderungen bei der Auslegung und Absicherung von Fahrzeugsystemen aus VDI-Berichte
Seite 213--224
Herausgeber: VDI Verlag, Düsseldorf
2022
213--224ISBN: 978-3-18-092407-6
- Schumacher, A.
State of the art in using deep learning algorithms and expert knowledge schemes for supporting mathematical optimization procedures
Automotive CAE Grand Challenge 2022
2022 - Klinke, N.; Kobelev, V.V.; Schumacher, A.
Rule and optimization-based selection of car body parts for the application of tailor rolled blank technology
Structural and Multidisciplinary Optimization, 65 (2)
2022 - Trilling, J.; Schumacher, A.
Einsatz von Reinforcement Learning zur lokalen Versteifung von Extrusionsprofilen in Crashlastfällen
NAFEMS-Online-Magazin, Zeitschrift für numerische Simulation und angrenzende Gebiete (62) :59--70
2022 - Plaschkies, F.; Vaculin, O.; Pelisson, A.A.
Schnelle Abschätzung des Crashverhaltens von Insassen unter Berücksichtigung der Vielfalt des Menschen: Robustheit, Datenintensität und Vorhersagekraft von Metamodellen
13. VDI-Tagung Fahrzeugsicherheit
2022 - 2021
- Beyer, F.; Schneider, D.; Schumacher, A.
Finding three-dimensional layouts for crashworthiness load cases using the graph and heuristic based topology optimization
Structural and Multidisciplinary Optimization, 63 (1) :59--73
2021
ISSN: 1615-147X - Ortmann, C.; Sperber, J.; Schneider, D.; Link, S.; Schumacher, A.
Crashworthiness design of cross-sections with the Graph and Heuristic based Topology Optimization incorporating competing designs
Structural and Multidisciplinary Optimization, 64 (3) :1063--1077
2021
ISSN: 1615-147X - Clemens, P.; Schumacher, A.
New Scheme to Overcome Local Optima in the Voxel-Based Topology Optimization of Sheet Metal Structures
14th WCCM-ECCOMAS Congress
Herausgeber: CIMNE
2021 - Schumacher, A.; Link, S.; Sperber, J.
Crashauslegung von aus Stahlblechen zusammengesetzten Profilen mit der Graphen- und Heuristikbasierten Topologieoptimierung
Umdruck der Hamburger Karosseriebautage
2021 - Schumacher, A.
Optimization methods for the development of crash structures
Workshop on Virtual Development in Passive Safety and Human Models for Future Mobility
2021 - Schumacher, A.
Powerful optimization methods to improve the performance of lightweight
ESI Live Conference 2021
2021 - Sperber, J.; Banda, E. B.; Ortmann, C.; Schumacher, A.
Graph Based Algorithms to Enhance Mid-Surface Design Fidelity of Finite Element Models of Extrusion Profiles
Seite 366--382
2021
366--382 - Klinke, N.; Schumacher, A.
Optimization of tailor rolled blanks under consideration of function, formability and cost
Thin-Walled Structures, 161 :107437
2021
ISSN: 02638231 - Büttner, J.; Schwarz, S.; Schumacher, A.; Bäck, T.
Global Sensitivity Matrix for Vehicle Development
ATZ worldwide, 123 (3) :26--31
2021 - Pakiman, A.; Garcke, J.; Schumacher, A.
Data Representation of Crash Scenarios by Graph Structures
13th European LS-DYNA Conference & Users Meeting
2021 - Plaschkies, F.; Vaculin, O.; Schumacher, A.
Assessment of the Influence of Human Body Diversity on Passive Safety Systems: A State-of-the-art Overview
38th Fisita World Conference
2021 - 2020
- Büttner, J.; Schwarz, S.; Schumacher, A.
Reduction of the Numerical Resource Requirements for Multidisciplinary Optimization
ATZelectronics worldwide, 15 (12) :52--57
2020 - Hafsa, S.; Büttner, J.; Schumacher, A.
New geometric features in the topology optimization for adaptation of structures
Advances in Structural and Multidisciplinary Optimization (WCSMO13), Seite 258--263
2020 - Schumacher, A.
Optimierung mechanischer Strukturen: Grundlagen und industrielle Anwendungen
Herausgeber: Springer-Verlag, Berlin, Heidelberg
3. Auflage Edition
2020ISBN: 978-3-662-60327-7
- Ramsaier, M.; Till, M.; Schumacher, A.; Rudolph, S.
On a Physics-based Reconstruction Algorithm for Generating Clean Parametric Native CAD-Models from Density-based Topology Optimization Results
Advances in Structural and Multidisciplinary Optimization (WCSMO13), Seite 177--182
2020 - Dienemann, R.; Schumacher, A.
Manufacturing Constraint for deep drawn Sheet Metals in Density based Topology Optimization
Advances in Structural and Multidisciplinary Optimization (WCSMO13), Seite 392--399
2020 - Decker, S.; Baumgart, C.; Krüger, L.; Schumacher, A.
Electron Beam Melting of various structures and their quasi-static compression behavior
Materials Science and Engineering: A, 793 :139849
2020
ISSN: 09215093 - Sperber, J.; Ortmann, C.; Schumacher, A.
Optimal application of triggers for the deformation of crash structures under axial compression with consideration of geometrical imperfections
Advances in Structural and Multidisciplinary Optimization (WCSMO13), Seite 169--175
2020 - Schumacher, A.; Beyer, F.
Untersuchung zu den Einsatzmöglichkeiten der Graphen- und Heuristikbasierten Topologieoptimierung zur Entwicklung von 3D-Rahmenstrukturen in Crashlastfällen
FAT-Schriftenreihe (329)
2020
ISSN: 2192-7863 - Büttner, J.; Schumacher, A.
Activities for Speed up the Optimization Processes in Car Body Design
Automotive CAE Grand Challenge 2020
2020
