Thesis - Machine Learning for The Virtual Testing

vor 4 Wochen

Graz, Österreich AVL Vollzeit

Company: AVL List GmbH- Location: Graz, AT, 8020- Job ID: 34917AVL 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 for the virtual testing of autonomous driving vehicles (Dept.: TRP)**:
**Master Thesis**:
Automotive companies are intensively developing automated driving functions and vehicles. Unfortunately, we have already seen severe road accidents involving automated vehicles. Thus, the safety and reliability of autonomous driving vehicles (ADV) need to be tested and verified under different environmental and traffic conditions. But, how to test ADV in a safe way for all critical situations?

A naïve approach would be virtual testing of all possible parameter and scenario combinations that influence the ADV sense, plan, and action system. Unfortunately, such testing with a full factorial variation of the parameters is not feasible. In AVL, we are developing methods for the efficient identification of critical scenarios.

**TASK**:

- Performance comparison of the Machine Learning methods developed at AVL
- Identification of the limitations of the Machine Learning methods developed at AVL
- Analysing the methods by using cognitive testing methods available in the literature on a publicly available AD stack like Autowave and Apollo

**REQUIREMENTS**:

- Good programming skills in Python or C++
- Knowledge of Machine Learning
- Good knowledge of German and English
- Knowledge of optimization methods is 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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