Runtime Monitoring of ADAS/AD Perception Systems

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Arbeitgeber: Audi AG

Jobdatum: 23. Januar 2023

Einstiegsart: Abschlussarbeiten

Einsatzort: Ingolstadt; Bayern

Link für Bewerber

Stellenbeschreibung - Runtime Monitoring of ADAS/AD Perception Systems

connecticum Job 1605693 / I-A-91356

Runtime Monitoring of ADAS/AD Perception Systems

Abschlussarbeiten (z. B. Diplomarbeit)

Ingolstadt

Forschung / Entwicklung

I-A-91356

To be filled:

01.10.2023

Work Environment

The development team for ADAS/AD innovations at AUDI AG conducts cutting-edge multidisciplinary applied research on safety assurance of learning-enabled autonomous driving systems with a particular focus on providing methods and tools for the development of Audi's next generation autonomous driving systems. Your involvement in the pre-development of automated driving at AUDI AG will allow you to gain experience in this fast-growing field and participate in the development of conditional and highly automated driving functions in an environment that is both scientifically oriented and practical.

The Audi Verifiable AI (AVAI) project aims at bridging the gap between AI and formal verification areas to support homologation of Audi's next generations autonomous cars. It primarily focuses on developing methods and tools to ensure safety and security of learning-enabled ADAS/AD systems.

Job Purpose/Role

Recent advances in computer vision has been developed based on the massive representation power of convolutional neural networks (CNNs). In advanced driver assist systems and autonomous driving (ADAS/AD) applications, CNNs are mostly deployed as the perception unit of choice in a chain of computational pipelines. They have nevertheless proved to be susceptible to adversarial attacks which in turn raises safety concerns in deploying them to such safety-critical applications as these systems must comply with strict safety standards.

To account for the latter and as a part of your thesis, you will develop new concepts and algorithms for runtime assurance of perception systems
Learning and mastering the relevant state of the art
Concept development and prototypical implementation of algorithms
Evaluation of the methods based on measured data

Key Requirements/Skills/Experience

Course of studies in a technical area (e. g. computer science, mathematics or comparable)
- Excellent academic track record and Domain knowledge in deep learning or verification
- Demonstrated experience in at least one of the following topics: machine learning, neural networks; computer vision; optimization theory; control theory or formal verification
- Very good programming skills in Python or C++ and Experience in AI and big data frameworks such as TensorFlow, Keras, Scikit-learn, Spark ML
- The ability to work autonomously in an international environment, creativity, team spirit and a pro-active attitude are imperative

Additional information

This position is available at AUDI AG in Ingolstadt

ust for reasons of easier readability, only the grammatical male form is used in person names. This always means people of every gender identity.

We embrace diversity, actively encourage inclusion and create an environment that fosters each employee’s individuality in the interests of the company.

Reference code: I-A-91356

Informationen zur Bewerbung

Stellenangebot:

Runtime Monitoring of ADAS/AD Perception Systems

Jobkennzeichen:
Connecticum Job 1605693 / I-A-91356

Bereiche:

Informatik: Informatik

Link für Bewerber weitere Informationen im Firmenprofil

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