Steinbeis Transfer Center Material Simulation and Process Optimization

Taglöhnergärten 15
76228 Karlsruhe
Germany
  • Phone: +49 721 4846816
    Management:
  • Prof. Dr. Britta Nestler
  • Dr.-Ing. Michael Selzer, M.Sc.
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Today, material and process innovation takes place in the digital realm. Data and simulation-driven methods are key to managing complexity, systematically exploring development opportunities and steering innovation in a well-founded manner. Our vision is to empower companies with powerful digital methods: through data-driven approaches, robust simulation techniques and hybrid models combining physics-based modelling with ML/AI. In this way, we enable a significant acceleration of development processes, the confident handling of large parameter spaces, and transparent, reproducible and sustainable decisions – from the data foundation right through to the design.

Prof. Dr. Britta Nestler and Dr. Michael Selzer

Contract research and contract services

We support companies in the efficient development, optimisation and validation of materials, components and processes – using data and simulation, in a transparent and scalable manner.

  • Conducting application- and requirement-specific multiphysics simulation studies, including systematic parameter variations, using the Pace3D simulation framework
  • Use of hybrid methods that combine physics-based modelling with ML- and AI-based enhancements to efficiently explore large and complex parameter spaces
  • Comprehensive data analysis using modern data science methods, including machine learning and AI
  • Evaluation of process-structure-property relationships and derivation of robust design and optimisation proposals
  • Data- and simulation-driven Design of Experiments (DoE) to specifically reduce experimental effort
  • Accelerated development of optimised materials and process control through coupled simulation and data models
  • Implementation of the Kadi4Mat research data management system for sustainable, reproducible data and metadata management, including provenance tracking, automated data transfer and end-to-end process control

Licence models

We offer flexible licensing and software models that integrate seamlessly with your technical infrastructure and specific requirements.

  • Provision of custom-configured software licences for the Pace3D multiphysics simulation framework
  • Development of bespoke simulation solutions for specific materials, processes and boundary conditions
  • Provision and integration of the Kadi4Mat open-source research data management ecosystem

Consultancy, support and training

We support our clients throughout the entire innovation cycle – from the initial question to the implemented solution.

  • Consultancy on the design, analysis and optimisation of material manufacturing and processing processes
  • Methodological support for Design of Experiments and results evaluation
  • Consultancy on data analysis, (3D+t) visualisation and decision support
  • Design of a comprehensive, sustainable data and metadata organisation
  • Technical support for the use of our software solutions
  • Preparation of scientifically sound expert reports
  • Training in the areas of material simulation, hybrid modelling approaches, data management and automated data workflows

Key topics

a) Material and process simulation

  • Multiphysical modelling of phase transformation, mass and heat diffusion, fluid flow and mechanics
  • Efficient numerical solution of complex models on HPC systems
  • Phase field models for describing microstructural development
  • Hybridisation of physics-based models with ML/AI methods to scale and accelerate simulations

b) Design of problem-specific simulation methods and data organisation

  • Development of bespoke software and simulation solutions
  • Data- and simulation-driven Design of Experiments
  • Programming interfaces for connecting external applications
  • Standardisation and conversion of heterogeneous data formats
  • Problem-specific composition of analysis and ML algorithms
  • Modern visualisation techniques for multidimensional data

c) Data and metadata management

  • Development of integrated dashboard solutions for analysis, monitoring and reporting
  • Design and implementation of automated, reproducible data workflows
  • Sustainable documentation of data, metadata and process chains

Project examples

  • Optimisation of fluid transport in porous membranes for medical diagnostics
  • Computer-aided design of metallic foams and granular structures for hydrothermal processes in lightweight construction, heating technology and geothermal energy
  • Microstructure-property analysis and DoE for the wetting of structured surfaces
  • Damage and failure prediction for thermomechanically stressed materials (e.g. brake discs, clutches)
  • Prediction of phase formation in multi-component materials and derivation of targeted design strategies
  • ML- and AI-based analysis of alloy compositions in recycling processes
  • Implementation of a uniform, sustainable data management system for experimental and simulation-based data

Competencies

Our strength lies in combining in-depth expertise in materials science with proprietary, data-driven simulation and management systems.

  • Over 30 years’ experience in materials modelling, simulation and data-driven analysis
  • Independent, holistic design, development and programming of a modular data management ecosystem (Kadi4Mat) with detailed knowledge of all components, modules and interfaces
  • Proven system expertise in the integration of simulation, data management, analysis and visualisation
  • An interdisciplinary team with expertise in materials science, data science, ML/AI and software development
  • High flexibility and rapid implementation of customer-specific requirements
  • Holistic consideration of processes, data and models throughout the entire development cycle
  • Creative, bespoke solution development with a clear focus on applicability, reproducibility and economic benefits 

Media

Steinbeis Transfer Magazine