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

vor 2 Wochen


Graz, Steiermark, Österreich AVL List GmbH Vollzeit
Research Opportunity: Optimizing Battery Testing for Electric Vehicles

We are seeking a highly motivated master's student to work on a research project focused on optimizing battery testing for electric vehicles using machine learning algorithms.

Project Overview

Batteries are a critical component of electric vehicles, and their testing and validation are essential for ensuring their performance and safety. However, the planning and management of battery testing facilities are complex tasks that require significant expertise and resources. In this project, we aim to develop and implement machine learning algorithms to optimize battery testing and improve the efficiency of testing facilities.

Responsibilities

  • Analyze and adapt data models for battery testing
  • Implement a simple test environment to simulate battery test lab
  • Analyze state-of-the-art in ML applicable to plant management
  • Select appropriate approaches and implement prototypes for tasks in the battery testing facility (e.g., allocate test equipment)
  • Design an agent prototype that interacts with the environment
  • Design dashboard prototypes to properly communicate necessary changes in resource allocation

Requirements

  • Ongoing master study in the fields of Computer Science, Telematics, or Physics
  • Good programming skills in Python
  • C# skills appreciated
  • Knowledge of machine learning algorithms (e.g., reinforcement learning)
  • Knowledge of data structures and translations
  • Good knowledge of German and English
  • Presence from time to time at our headquarter in Graz required

We Offer

  • You will have the opportunity to work on a real-world research project with a strong industry partner
  • You will receive professional guidance and support from our experienced employees
  • You will have the chance to exchange ideas with experts in the company and benefit from their expertise

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.

The successful completion of the thesis is remunerated with a one-time fee of EUR 3,500.-- before tax.



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