Master Thesis "Parameter Identification for Uncertainty Quantification"

Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg

Structural and Cell Biology Chemistry Complex Systems

Type of Job

Young Researchers

Master Thesis "Parameter Identification for Uncertainty

Job offer from December 21, 2017

The Max Planck Institute for Dynamics of Complex Technical Systems in cooperation with Robert Bosch GmbH offer a  Master Thesis with the topic "Parameter Identification for Uncertainty Quantification“.

Background

To certify products to meet, for example safety regulations, the uncertainties and their propagation have to be quantified for the product as a whole. This process is called uncertainty quantification

  • The quantification of uncertainties encompasses determining effects of uncertain measurements, materials or forcing on the products properties
  • A recent approach to unify and automate this process is the treatment of uncertainties as parameters to the underlying model and perform a data-driven parameter identification on the uncertain parameters based on empirical Gramian matrices
  • Furthermore, to compute compound uncertainty distributions from measurement data, the so-called inverse problem, this parameter identification can be recycled to reduce the relevant parameter space and hence accelerate the inversion
  • This master thesis involves the theoretical description and practical implementation of the uncertainty quantification based on recent research publications for a real-life product

Requirements

  • Master student of computer science, mathematics, physics, electrical engineering or related fields
  • Knowledge in statistics, linear algebra and inverse problems
  • Strong analytical skills and the ability to work independently
  • Fluent English or German
  • Being enrolled in university. Please attach your examination regulations and when indicated work permit and legal alien resident.

Application

This master thesis is co-advised by Robert Bosch GmbH and the Max Planck Institute Magdeburg

Applications in German or English are welcome. Please include your CV and transcript of records

Start: First half of 2018

Contact: Mr. Glaser, Phone: +49 (0)711 811-10509 (at Bosch)

 
loading content