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Master Thesis (d/f/m): Virtual Sensor & State Estimation Development for Fuel Cell Systems (ZEROe)

Airbus Aircraft12 hours agoWorking Student
On-siteEnglish requiredGerman is a plus (not required)EngineeringAerospace Engineering

Required skills

particle filtersKalman filtersmodel-based developmentMATLAB/SimulinkPythondata analysisfuel cell systemsstate estimationsimulationcontrol theoryExtended Kalman Filterssystem identificationvirtual sensingestimation theory

Job description

Airbus Aircraft posted this role. Below, we break down what it means for a working student in Hamburg: your weekly hours, take-home pay and visa limits.

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Description provided by Airbus Aircraft

Job Description:

In order to support our ZEROe team, Airbus Operations is looking for a

Masterand student (d/f/m), title of thesis: Virtual Sensor & State Estimation Development for Fuel Cell Systems

You are looking for a master thesis and want to get to know about the development of virtual sensors and advanced state estimation techniques for fuel cell systems? Then apply now! We look forward to you supporting us in the ZEROe team as Masterand (d/f/m)!

  • Location: Hamburg
  • Start: 01.11.2026
  • Duration: 6 months

Your location

You will be working at the largest production site for civil aircraft situated in Hamburg. Its location on the southern banks of the river Elbe includes the option to commute by ferry. Experience the special flair of Hamburg in your spare time where vibrant cosmopolitan culture meets nautic legacy.

Your Benefits

  • Work-life balance with a 35-hour week (flexitime).
  • International environment with the opportunity to network globally.
  • Work with modern/diversified technologies.
  • At Airbus, we see you as a valuable team member and you are not hired to brew coffee, instead you are in close contact with the interfaces and are part of our weekly team meetings.
  • Opportunity to participate in the Generation Airbus Community to expand your own network.

Your Tasks And Responsibilities

  • Conduct a comprehensive literature review on virtual sensing, state estimation, and model-based diagnostics for fuel cell systems.
  • Develop and implement models for fuel cell system components relevant to virtual sensing (e.g., degradation, performance).
  • Design and evaluate virtual sensor algorithms to infer unmeasured system states and parameters.
  • Implement and validate state estimation techniques (e.g., Kalman filters, Extended Kalman Filters, particle filters) for fuel cell systems.
  • Utilize simulation environments (e.g., MATLAB/Simulink, Python) for model development, algorithm testing, and data analysis.
  • Analyze the performance and robustness of developed virtual sensors and state estimators under various operating conditions and fault scenarios.
  • Document research findings, methodology, and results in a comprehensive Master's thesis.
  • Present progress and results to the Airbus ZEROe team regularly.

Desired Skills And Qualifications

  • Enrolled full-time Master's student in the area of Electrical Engineering, Aerospace Engineering, Control Systems Engineering, or a related field.
  • Strong academic background in control theory, system identification, estimation theory, and data analysis.
  • Proficiency in programming languages such as MATLAB/Simulink and/or Python.
  • Familiarity with fuel cell technologies and their operation principles is a plus.
  • Experience with model-based development and simulation tools is desirable.
  • Ability to work independently, demonstrate initiative, and solve complex problems.
  • Excellent written and verbal communication skills in English, German is a plus.
  • Strong analytical and critical thinking abilities.

Please upload the following documents: cover letter, CV, relevant transcripts, enrollment certificate.

Not a 100% match? No worries! Airbus supports your personal growth.

Take your career to a new level and apply online now!

This job requires an awareness of any potential compliance risks and a commitment to act with integrity, as the foundation for the Company’s success, reputation and sustainable growth.

Company:

Airbus Operations GmbH

Employment Type:

Final-year Thesis

Experience Level:

Student

Job Family:

By submitting your CV or application you are consenting to Airbus using and storing information about you for monitoring purposes relating to your application or future employment. This information will only be used by Airbus.

Airbus is committed to achieving workforce diversity and creating an inclusive working environment. We welcome all applications irrespective of social and cultural background, age, gender, disability, sexual orientation or religious belief.

Airbus is, and always has been, committed to equal opportunities for all. As such, we will never ask for any type of monetary exchange in the frame of a recruitment process. Any impersonation of Airbus to do so should be reported to [email protected] .

At Airbus, we support you to work, connect and collaborate more easily and flexibly. Wherever possible, we foster flexible working arrangements to stimulate innovative thinking.

#YESPOST

Working student essentials

What this Engineering working student role in Hamburg means for you: the weekly-hours rules, the social-contribution perks, and what international students should check before applying.

Weekly hours

Working students may work up to 20 hours a week during the semester and full-time during the breaks. Staying within this keeps your student status and the Werkstudent benefits.

Working student rules

Social contributions

Under the Werkstudentenprivileg you're exempt from health, care and unemployment insurance contributions — only pension insurance applies. That leaves more net pay than a regular job.

Check your insurance

International students

Non-EU students can work 140 full or 280 half days per year (raised from 120/240 in March 2024). A working student contract usually fits within this — confirm the exact limits printed on your residence permit.

Studying in Germany

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