Model Reduction

Model Reduction

Due to highly developed software and computer power technical products and processes may be simulated in very detail nowadays. However, developers typically want more: variants have to be checked, quickly evaluated, and optimized or the interaction of structure, fluid, and electronic components have to be investigated. The key technology in this environment is parametric model reduction: the original objects, e.g. large finite element models of a car body or non-linear differential-algebraic equations describing an electrical power supply network, are converted to parametric reduced state space models. These can be evaluated much quicker as the original models and, due to the uniform structure, be coupled, even if the original objects were modelled by different simulators.

The new parametric approach developed at the Fraunhofer ITWM solves two classical problems of model reduction:

  • It is no longer necessary to start a new reduction, if design parameters change. Rather, a few pro-calculated reduced models are interpolated, which usually takes only fractions of a second.
  • Non-linearities can finally be treated by using operating points as parameters.

The concept for dealing with new applications consists of implementing new interfaces to our universal model reduction toolbox (MRT). Up to now, there are available interfaces to ANSYS (multi-physics FE) and PSAT (electric power transport). In the preceding years projects from very different domains have been realized: power and gas networks, active noise and vibration control in vehicles, real-time simulation of low frequency sound fields in indoor acoustics, optimization of a subwoofer, and confidential industrial projects in the area of thermal deformation.

Example Projects

 

Root Cause Analysis of Measurement Issues

In the project »RoMI« we have developed an algorithm that analyzes potential root causes of aberrations in components or joints with the help of measurement data.

 

Equalization of Bass Speakers

The project presented here has been carried out in close cooperation with the company KS-Beschallungstechnik, one of the most renowned addresses for expert sound systems.

 

Simulation of Mixing Processes for Granular Material

In the project a software for regulation and simulation of mix beds was simulated.

 

Radiation Transport in Scattering Media

The production, processing, and also the use of glass and ceramic materials as fireproof materials are considerably influenced by processes of radiative transfer.

 

»PAMOR«

Parametric model order reduction for computational design optimization. Goal of the project was the further development of a software (Model Reduction Toolbox).

3D-Reconstruction of Fractured Hip

We support the development of a computer assisted surgery system for minimally invasive treatment of hip fractures by Stryker Navigation.

Local Application of Drugs to the Inner Ear

The goal of the project was the development of a model for the computer simulation of agent distribution in the liquids of the inner ear.