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Optimize Battery Testing for Electric Vehicles: Machine Learning in Lab Management

vor 2 Monaten


Graz, Steiermark, Österreich AVL List GmbH Vollzeit
About the Thesis Project

We are seeking a highly motivated and skilled master's student to work on a thesis project focused on optimizing battery testing for electric vehicles using machine learning in lab management.

Project Overview

The demand for battery testing facilities is increasing rapidly, with capacities being reserved years in advance. The planning process involves a multitude of tasks, including workload organization, parameter setup, and test procedure management. However, the complexity of this process surpasses human capabilities, and classic optimization methods reach their limits due to plant uncertainties and unpredictable behavior of the unit under test.

Research Objectives
  • Analyze and adapt data models for battery testing
  • Implement simple test environments to simulate battery test labs
  • Analyze state-of-the-art machine learning algorithms applicable to plant management
  • Select and implement prototypes for tasks in the battery testing facility (e.g., allocating test equipment)
  • Design an agent prototype that interacts with the environment
  • Design dashboard prototypes to communicate necessary changes in resource allocation
Requirements
  • Ongoing master's study in Computer Science, Telematics, or Physics
  • Good programming skills in Python
  • C# skills are appreciated
  • Knowledge of machine learning algorithms (e.g., reinforcement learning)
  • Knowledge of data structures and translations
  • Good knowledge of German and English
About AVL

AVL is one of the world's leading mobility technology companies for development, simulation, and testing in the automotive industry and beyond. We provide concepts, solutions, and methodologies in fields like vehicle development and integration, e-mobility, automated and connected mobility (ADAS/AD), and software for a greener, safer, better world of mobility.

What We Offer
  • The opportunity to work on a real-world project with a significant impact on the electric vehicle industry
  • Professional guidance and support from experienced employees
  • The chance to exchange ideas with experts in the company and benefit from their expertise
  • A one-time fee of EUR 3,500 before tax for the successful completion of the thesis