Master thesis - Data driven approaches for prognostics of PEM fuel cells

At PowerCell Group, we are decarbonizing industries. We design, develop and manufacture hydrogen electric fuel cells and systems for aviation, propulsion, stationary, and marine applications. Our fuel cell systems have unparalleled power density, and the only emissions are water and heat. At our headquarters, located in Gothenburg, more than 150 employees work hard to deliver zero-emission solutions to customers around the world. We are growing fast and are always looking for new colleagues to add to our innovative, friendly, and ambitious culture.

We are looking for a master student in the Engineering team.

Thesis topic:

The proposed master thesis project focuses on developing data-driven approaches for the prognostics of Proton Exchange Membrane (PEM) fuel cells. The aim is to improve the prediction of fuel cell performance and lifespan, as well as helping to identify potential failures before they occur.

Project goals and expected outcomes:

• Investigate current prognostic models for PEM fuel cells.
• Implement and optimize data-driven methodologies.
• Assess the effectiveness of the models in real-world applications.

The goals and expected outcomes can be discussed and adjusted in collaboration with the master students.

Assignment:

• Conduct a literature review on prognostics for fuel cells.
• Preprocess operational data from PowerCell's systems.
• Apply machine learning models to predict lifespan and degradation patterns.
• Validate and refine the models using real-world data.

Desired skills:

• Strong background in data science, machine learning, and statistical analysis.
• Knowledge of fuel cell technology, specifically PEM fuel cells, is a plus.
• Programming skills in Python or MATLAB for model development.

Supervision and support:

The student will receive support from PowerCell’s engineering team, with regular check-ins to provide guidance on both technical and industry-specific aspects.

We offer you the opportunity to join the journey with us to deliver true zero emission to our customers, partners, and the world. You will work with highly skilled and devoted people; cutting-edge tech and you will be able to have an impact on the work and on the organization. PowerCell is a fast-moving company, fast growing and we have fun doing what we do. Come join us!

Read more about us at https://careers.powercellgroup.com/