Thesis - Reinforcement Learning for Adaptive Hybrid

Vor 6 Tagen

Graz, Österreich AVL Vollzeit

Company: AVL List GmbH- Location: Graz, AT, 8020- Job ID: 35377AVL 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 - Reinforcement Learning for Adaptive Hybrid Strategy - Selection of Power Source (Dept: DAB)**:
**Master Thesis**:
We are looking for a motivated student to conduct their master thesis in the area of adaptive hybrid control strategies with the use of reinforcement learning techniques. Optimal control of energy flows in vehicles is key to achieve highest efficiency in transportation. Today, hybrid vehicle controllers work mainly according rule-based approaches considering actual vehicle/powertrain states and taking decisions with regard to energy flow coordination. ML based HEV control strategies offer a huge potential to take over complex powertrain coordination strategies.

**WHAT WE OFFER YOU**:

- Setup of the simulation and model-in-the-loop training environment (base framework already existing)
- Investigation of state-of-the-art reinforcement learning algorithms to solve the abovementioned problem
- Definition of suitable reward function(s) based on the given calibration targets
- Development of the RL-based control policy and benchmarking with the existing solution
- Investigation and implementation of proper performance metrics to assess the quality of the developed control policies
- Assessment of the trade-off between the amount of data, model performance and computational time (for training)

**WHAT WE LOOK FOR**:

- Knowledge on the topics of reinforcement learning, or stochastic processes, or autoencoders (e.g., lectures, courses, etc.)
- Strong proficiency in Python
- Highly developed quality awareness with strong attention to details
- Ongoing study program on a Austrian university
- For research activities your presence at our HQ in Graz is necessary

**WHICH STUDY TRACKS WE PREFER**:
Ongoing master study program (FH/UNI/TU) in the following fields:

- Applied Statistics
- Computer Science
- Mathematics
- Controls Engineering
- Electrical Engineering
- Robotics
- Or similar

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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