Master Thesis - Non-Linear Predictive Control of Thermal System for BEVs
Thesis Worker at Volvo Cars
Welcome to explore the world of Volvo Cars by writing your thesis with us! As a thesis worker in our organization you are supported by a supervisor who follows you during your project. All thesis projects are arranged in business critical areas and therefore you will be able to contribute to our company purpose – providing freedom to move in a safe, sustainable and personal way – from day one!
About this opportunity - Background
This master thesis work will be carried out within Thermal Software Team of Thermal Management that is a part of the department Vehicle propulsion, and have the responsibility for cooling electrical motors, high voltage battery etc. The System consists of both hardware and software, and the functionality and control of these are tested, analyzed and calibrated to optimize the function.
Battery Electric Vehicles (BEVs) have essential components like batteries and motors that need controlled heating or cooling to function optimally. A Thermal Management System, made up of heat exchangers, pumps, valves, and fans, regulates these temperatures using coolant or refrigerant. The Thermal Control System manages the coolant flow to maintain required temperatures and consists of a controller, an observer, and a model. This thesis focuses on creating a non-linear predictive controller with a cost function to optimize actuator energy use.
Scope of the Master Thesis
The student(s) must complete the following tasks:
• Develop a non-linear predictive controller to regulate component temperatures
• Design an optimization problem with a cost function and constraints to minimize energy use by the actuators controlling temperature by solving an open-loop constrained nonlinear optimization problem
• Pick a use-case drivecycle and demonstrate the NLMPC in action compared to traditional controls
This thesis aims to aid the Thermal Software team at VCC in achieving energy-optimal control. The system's goal is to quickly reach and sustain the required temperature(s) with minimal energy expenditure.
Students will have access to a Simulink version of the plant, and a GT-Suite Plant model setup in SilVer with Software models connected. They can choose to use MATLAB, Python, or both.
What you will bring
Your strong theoretical foundation gives you the confidence to be innovative. You approach problems methodically, are self-motivated, and always aim for success. You also put in extra effort to achieve your goals. While the project is designed for two students, one can complete it too. Please share any specific requests you might have in the cover letter.
Qualifications
• Masters students within System Controls and Mechatronics, Mobility/Automotive Engineering, Applied Mechanics or similar education
• Software experience and skills in Matlab, Simulink, GT-Suite and MPC Controllers is a must
• Experience with Software in Loop and Model in Loop techniques is a plus
• Fluent in English, written and spoken
Duration:
• Proposed thesis work period: 15th, January, 2025 to 15th June, 2025 (Dates can be flexible with +- 7 days).
• Academic Credits: Equivalent to 30 ECTS
• Number of Students: Preferably 2 students, but 1 works as well
Be part of the change – apply today!
Applications should include your CV and a brief personal letter stating your interests within the given area and your thoughts and credentials. We are continuously screening applications and will fill the position as soon as we find a good match. So do not hesitate to send in your application.
For questions about the position, please contact
Supervisor Yashasvi Nandivada, at yashasvi.nandivada@volvocars.com,
Technical Mentor Prajwal Prashant Shetye at prajwal.prashant.shetye@volvocars.com or
the manager Monica Johansson, mail at monica.mj.johansson@volvocars.com
We want your application at the latest November 20th, 2024. Please note that applications by email will not be accepted. Applications will be reviewed continuously.
Volvo Cars - Driving change together
Volvo Cars’ success is the result of a collaborative, diverse, and inclusive working environment. Today, we are one of the most well-known and respected car brands, with around 43,000 employees across the globe. At Volvo Cars, your career is designed around your skills and aspirations, allowing you to reach your fullest potential.
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