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Thesis - Data-driven Machine Learning Approach for Li-Ion Battery Ageing in Electric Vehicle Applications

  • Graz
  • Diplomarbeit, Dissertation
  • Einsteiger
  • 4.7.2022

AVL is the world's largest independent company for development, simulation and testing in the automotive industry, and in other sectors. As a global technology leader, AVL provides concepts, solutions and methodologies in the fields of e-mobility, ADAS and autonomous driving, vehicle integration, digitalization, virtualization, Big Data, and much more.

Thesis - Data-driven Machine Learning Approach for Li-Ion Battery Ageing in Electric Vehicle Applications

INHALT

  • Conduct literature study on exiting machine learning approaches for battery lifetime estimation
  • Review literature approaches in view of their feasibility and computational-efficiency in dealing with battery health in real-world applications
  • Develop methods, tools and processes to estimate and predict the degradation behavior of batteries using an data-driven machine learning approach
  • Validate your approach for real-time battery health management

ANFORDERUNGEN/KENNTNISSE

  • Bachelor's degree in technical or natural science studies (computer science, physics, mathematics or similar)
  • Strong proficiency in Python
  • Basic knowledge in data-driven approaches
  • Experience in applying data science methods is a plus
  • Highly developed quality awareness with strong attention to details
  • High level of self-reliance with the ability to work in a team, as well as autonomously
  • Fluent English language skills are essential, fluent German is beneficial

Vergütung: Der erfolgreiche Abschluss der Diplomarbeit wird mit einem einmaligen Honorar von EUR 2600 brutto vergütet. Laut dem Österreichischen Ausländerbeschäftigungsgesetz ist es leider nicht möglich Diplomarbeiten an Drittstaatsangehörige (nicht EU-Bürger) und Kroatische Staatsbürger zu vergeben, die an einer ausländischen Universität studieren.

AVL is not just about cars. It's about changing the future. Together.
www.avl.com/career

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