News at CPS
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Nonlinear electro-elastic finite element analysis with neural network constitutive models
2024/03/28
In our recent work, we demonstrate the applicability of neural network constitutive models for complex electro-elastic finite element analysis.
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Tutors wanted for Numerical Simulation Methods (NSM) in summer term 2025
2025/01/16
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Physics-augmented ML for modeling nonlinear 3D beams
2024/12/04
In our latest publication, we develop physics-augmented neural networks for material modeling of 3D beams that exhibit nonlinear, hyperelastic material behavior. So far either only linear elastic materials could be considered, or computationally involving FE²-type approaches had to be used.
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New publication on material modeling of flexible-tough polymer blends
2024/12/02
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GAMM AG Data Workshop 2025 at TU Darmstadt
2024/11/29
The annual workshop of the GAMM activity group “Data-driven modeling and numerical simulation of microstructured materials” (AG Data) will take place on February 11 & 12, 2025 at TU Darmstadt.
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Successful ICCE conference in Darmstadt
2024/10/21
In the beginning of October, CE@TUDa successfully oraganized the ICCE conference, which was a great occasion to bid farewell to Prof. Michael Schäfer for his retirement!
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Multiscale modeling for FFF 3D printed G-Polymers
2024/09/26
New article on multiscale modeling of FFF 3D printed G-polymers and composites published!
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Physics-augmented neural networks for thermoelasticity
2024/09/23
In our latest publication, we extended the formulation of physics-augmented neural networks for constitutive modeling of thermo-hyperelastic materials.
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How many data sets does it take to accurately train a surrogate model?
2024/08/19
The answer can be found in the latest publication of our PostDoc Maximilian Kannapinn – it's just two!
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Time to say goodbye!
2024/07/29
We are happy to share the work accomplished by our interns Kushal Agarwal and Yajur Agarwal, who both just completed their interships supported by the DAAD WISE scholarship.
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CPS @ Engineer Your Future Day
2024/06/27
Yesterday, our colleagues Jasper Schommartz and Juan Camilo Alzate Cobo proudly represented our group at the “Engineer Your Future Day” of the Mechanical Engineering Department.
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New publication on rate-dependent energy dissipation of graded viscoelastic structures
2024/05/26
Congratulations to our first Ph.D. graduate Dr. Iman Valizadeh for his publication “Rate-dependent energy dissipation of graded viscoelastic structures fabricated by grayscale vat photopolymerization” in Smart Materials and Structures!
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DYNAmore Preis für die Masterarbeit von Felix Rutsch
2024/05/15
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Successful Ph.D. defense of Iman Valizadeh
2024/02/14
Yesterday, CPS celebrated a significant milestone with our first Ph.D. defense! Congratulations to Iman Valizadeh for this remarkable achievement!
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Parameterized material models with physics-augmented neural networks
2023/11/15
In our recently published article, we extend physics-augmented neural networks for hyperelastic material modeling to parameteric dependencies.
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EFFoST “Student of the Year Award” for Maximilian Kannapinn
2023/11/13
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Multiscale modeling of functionally graded shell lattice metamaterials
2023/10/17
In our latest publication, an experimentally validated multiscale modeling framework for additively manufactured shell lattice structures with graded parameters is introduced.
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Picture: Jan-Christoph HartungPicture: Jan-Christoph Hartung
Courses offered in winter term 2023-2024
2023/10/05
The CPS institute is again offering the master's lecture “Introduction to the Finite Element Method” and the tutorial “Machine Learning in Solid Mechanics” in the winter semester 2023/2024. We also recommend the lecture “Applied Structural Optimization” by Prof. Harzheim.
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Advanced discretization techniques for hyperelastic neural networks
2023/09/06
In our latest work, advanced spatial and temporal discretization techniques are tailored to hyperelastic material models based on physics-augmented neural networks.
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LOEWE exploration project for targeted cell differentiation using optimally graded micro lattice structures
2023/07/11
Within the joint project “CellDistinct” in the “LOEWE Exploration” funding programme, Prof. Blaeser (IDD/BMT) and Prof. Weeger (CPS) will research the mechanobiological foundations of stem cell differentiation.
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Michael Wiesheu awarded with ECMI prize
2023/07/10
Our former master student Michael Wiesheu received the Hansjörg Wacker Memorial Prize 2023 of the ECMI for the best mathematical mater thesis on an industrial project – Congratulations Michael!
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Influence of process parameters on material properties in MSLA 3D printing
2023/06/14
Congratulations to our doctoral researcher Iman Valizadeh for the publication of his latest article in the Additive Manufacturing journal
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Bio-inspired design of ultra-compliant lattice structures
2023/06/08
In a collaboration with Prof. Dhruv Bhate from Arizona State University, the Venus’ flower basket sea sponge’s exoskeleton served as an inspiration for the design of ultra-compliant 3D printed lattices.
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Optimal magnet assemblies for magnetocaloric cooling
2023/05/01
What do optimal magnet assemblies look like for the most efficient magnetocaloric cooling systems? We try to answer this question in a recent publication using isogeometric optimization!
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Image-based isogeometric twins of lattice structures
2023/02/06
In a recent collaboration with colleagues from INSA Toulouse, we have developed a virtual image correlation method for the generation of image-based isogeometric twins of lattice structures with varying cross-section beams.