Master Thesis - Automated Tool for Vehicle Model Learning and Data Consistency Analysis
Develop an automated tool to analyze vehicle test data and improve model learning for higher dynamic scenarios. Join us in shaping the future of autonomous driving with innovative solutions!
Shape the Future of Vehicle Dynamics with Us!
Why This Matters
At Zenseact, we develop Autonomous Driving Systems (ADS) that require precise and efficient analysis of vehicle motion. By comparing real vehicle test data with modeled behavior, we can identify inconsistencies and improve system performance early in the development process. This project focuses on automating this analysis, which can enhance product development speed, expand vehicle simulation capabilities, and ensure the accuracy of vehicle sensors and actuators. This is a great opportunity to contribute to the cutting-edge field of autonomous driving.
Your Role in the Project
In this master’s thesis project, you will focus on:
- Defining test scenarios and joining vehicle testing for data collection.
- Designing an innovative tool to perform big data statistical analysis.
- Verifying the consistency of vehicle test data against simulation models.
- Learning vehicle models to handle higher dynamics scenarios.
This project will combine physical modeling, machine learning, and big data analysis to push the boundaries of vehicle dynamics in ADS technology.
What We're Looking For
We welcome applications from students who have:
- A background in physical modeling, statistical estimation, and machine learning.
- Experience in numerical simulation methods.
- Programming skills (Python, C++).
- Motivation and an innovative mindset.
What's in It for You
- Hands-on experience in cutting-edge ADS technology and data analysis.
- Professional development through close collaboration with Zenseact experts and real vehicle testing.
- Career-boosting skills in machine learning, simulation, and big data analysis.
- Networking opportunities within Zenseact’s diverse and inclusive environment.
- Flexibility in the project scope, allowing you to tailor the focus to your specific interests.
How to Apply & Important Details
- Please send individual applications including a CV, motivational letter, and grade transcripts.
- If you wish to partner with someone, simply note that in your application.
Planned start: January 2025 (with flexibility).
Final application date: November 15, 2024 (rolling evaluation and interviews).
Duration: 30 ECTS
For any questions, feel free to contact supervisor giuseppe.giordano@zenseact.com.
More about Zenseact
Our software makes a difference.
Using AI-based technology to create the ultimate driver support, we’re fighting to end car accidents and make roads safe for everyone. Around 1,4 million people die in traffic yearly while approximately 50 million people get injured. Many get disabled as a result of their injury. We can do better.
One purpose, one product.
We’re a software company dedicated to revolutionizing car safety. By designing the complete software stack for autonomous driving and advanced driver-assistance systems, we’re fighting to end car accidents and make roads safe for everyone. Zenseact was founded by Volvo Cars, and the teams are based in Gothenburg, Sweden, and Shanghai, China.When we aim for zero accidents faster, we strive to speed up the transition to safe automation. This is essentially achieved by making cars updatable – like a computer or a phone. With regular software updates, a vehicle can be made safer long after its production. By accelerating improvement loops, shortening development cycles, and deploying high-capacity software quickly, we can make cars safer, faster.
Culture with people at heart
To achieve our mission of saving lives and ending traffic accidents is to go where nobody has before. It requires us to venture into the unknown, pioneering new technology and pushing the frontier of autonomous driving. While there’s no denying our determination and expertise, we must stand united to succeed. By fostering a culture of support and enablement – a place of psychological safety where all of us can thrive – everything else will follow. We call this a people-at-heart culture. This culture means caring. It means the company cares about me, and we care about one another. It means sharing, so we give each other energy and have fun together. Our culture is also about belonging. It’s important to feel at home and that we can be ourselves at work. Finally, a people-at-heart culture means well-being. So, we enjoy the flexibility needed to be and do our best – at work and in life.
Zenseact works proactively to create a culture of diversity and inclusion, where individual differences are appreciated and respected. To drive innovation we see diversity as an asset, which means we value and respect differences in gender, race, ethnicity, religion or other belief, disability, sexual orientation or age etc.
Interviews are held on a continuous basis, so we highly recommend that you submit your application at your earliest convenience.
- Competence area
- Opportunities for Students, Graduates & Innovators
- Locations
- Gothenburg, Sweden
- Remote status
- Hybrid
Gothenburg, Sweden
About Zenseact
One purpose, one product
We are a software company focused on transforming car safety. By developing a complete software stack for autonomous driving and advanced driver-assistance systems, we aim to eliminate car accidents and make roads safer for all. Founded by Volvo Cars, Zenseact operates globally, with teams in Gothenburg and Lund, Sweden; Munich, Germany; and Shanghai, China.
Master Thesis - Automated Tool for Vehicle Model Learning and Data Consistency Analysis
Develop an automated tool to analyze vehicle test data and improve model learning for higher dynamic scenarios. Join us in shaping the future of autonomous driving with innovative solutions!
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