Master thesis: Use-Case and Application-Optimized Range Estimation for Volvo Penta EMOB
Technology, Data & Digital · Software & Web Development · Software Engineering · Data Science · Systems Engineering
In short
This Master thesis at Volvo Penta in Gothenburg, Sweden, focuses on improving range estimation for battery electric drivelines by analyzing application-specific operating patterns. You will develop and assess concepts for application-aware range prediction, contributing to future digital twin capabilities for electric powertrains.
Responsibilities
- Define representative use cases and duty cycles for different electric applications.
- Review and benchmark state-of-the-art methods for range and remaining-time estimation.
- Analyze operational and vehicle data to evaluate prediction accuracy.
- Investigate how factors such as load profile, mission type, operating environment, and internal driveline systems impact range estimation.
- Develop and assess concepts for application-aware range prediction.
- Explore how improved estimation methods can support the first steps toward a digital twin framework for electric powertrains.
- Present recommendations for future implementation and development.
Requirements
- Currently pursuing a Master's degree in Electrical Engineering, Engineering Physics, Mechatronics, Computer Science, Data Science, Applied Mathematics, or a related field.
- Strong analytical and problem-solving skills.
- Interest in electrification, battery systems, or sustainable mobility solutions.
- Experience with data analysis and modeling tools such as Python, MATLAB, or similar.
- Ability to work independently while collaborating effectively with stakeholders.
- Strong communication skills in English.
Desired Qualifications
- Knowledge of battery electric vehicle systems and energy management.
- Experience with machine learning, predictive analytics, or estimation algorithms.
- Understanding of digital twins, simulation, or model-based development.
- Familiarity with vehicle telemetry, operational data analysis, or control systems.
Benefits
- A supportive and inclusive work environment where your ideas and contributions matter.
- Close collaboration with experienced engineers.
- Exposure to real products, customer use cases, and industrial data.
- Opportunities to build valuable professional networks within Volvo Penta and the Volvo Group.
- A flexible and collaborative working culture that promotes learning and personal development.
- Modern office facilities and access to a vibrant engineering community.
#transport#electrification#battery electric drivelines#data analytics#sustainable transport