Smart Monitors and Neuromorphic Computing Thesis Opportunity
Vor 7 Tagen
We invite students to participate in an exciting research project focused on smart monitoring components for automotive mobility. This topic is part of a HorizonEurope research project and aims to develop a new approach based on event-based Dynamic Vision Sensors (DVS) and neuromorphic computing.
Project OverviewThe goal of this project is to analyze and develop a prototypical smart sensor that can provide reliable information about the status of a vehicle's safety, reliability, and security. This includes continuous monitoring of the vehicle's safety clearance, adherence to traffic rules, and other essential parameters.
- Conduct a state-of-the-art analysis of approaches to perform machine learning on DVS streams.
- Select and fine-tune a suitable machine learning model for a typical automotive scenario.
- Alternatively, build a simple model by applying multi-stage learning using an existing perception system as a feature extractor.
- Port the model to run on a neuromorphic computing system (or simulator).
- Evaluate the model in typical driving scenarios on AVL's proving ground.
As a participant in this project, you will be responsible for:
- Implementing and testing the smart sensor prototype.
- Validating the energy consumption, accuracy, and robustness of the prototype.
- Collaborating with research partners and the project team to ensure the successful completion of the project.
To be eligible for this project, you should have:
- Ongoing studies in Computer Science, Telematics, Physics, or Electrical Engineering.
- Good programming skills in Python.
- Experience with data management and machine learning model development.
- Good knowledge of German and English.
AVL is a leading mobility technology company that provides concepts, solutions, and methodologies for the automotive industry. We are committed to creating a greener, safer, better world of mobility.
The successful completion of this project is remunerated with a one-time fee of EUR 3,500 before tax. If you are interested in exploring the mobility of the future and contributing to a groundbreaking project, please consider applying.
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