Thesis - Machine Learning Based Testing of Battery

Vor 2 Tagen

Graz, Österreich AVL Vollzeit

Company: AVL List GmbH- Location: Graz, AT, 8020- Job ID: 34916AVL is one of the world’s leading mobility technology companies for development, simulation and testing in the automotive industry, and in other sectors. As a global technology provider, AVL offers concepts, solutions and methodologies in the fields of e-mobility, ADAS and autonomous driving, vehicle integration, digitalization, virtualization, Big Data, and much more.

We offer a thesis with the topic of

**Thesis - Machine learning based testing of battery and fuel cells (Dept.: TRP)**:
**Master Thesis**:
Fitting Physical Models to the test measurements of the Batteries or Fuel Cells are a powerful tool in capturing their inner characteristics. However, the fidelity of the physical model is highly dependent on the set of physical phenomena coved by mathematical formalism. Differently, testing based on data-driven models, like artificial neural networks (ANN) does not require the use of prior electrochemical knowledge and their inference relies entirely on the data collected during the testing. Although such data-driven models can be very accurate, they also require a large training dataset and do not generalize well outside the training data domain.

**TASK**:

- Development of machine learning methods
- Implementation of the developed methods into AVL testing pipeline of Batteries and Fuel Cells
- Overcoming limitations of sparse and out-of-distribution training datasets

**REQUIREMENTS**:

- Good programming skills in Python or C++
- Knowledge of Machine Learning
- Good knowledge of German and English
- Skills in solving PDE are beneficial

**PREFERRED FIELD OF STUDY**:

- Computer Science
- Telematics
- Physics
- Electrical Engineering

The successful completion of the thesis is remunerated with a one-time fee of EUR €3,300.00 before tax.

According to the Austrian Employment of Foreign Nationals Act it is unfortunately not possible to assign graduate work to third-country citizens (Non-EU citizens) who study at a university abroad

AVL is not just about cars. It's about changing the future. Together.

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