Master's thesis: Interpretable CAN Bus Intrusion Forensics via Tensor Networks
Teknik, data och digitalt · Mjukvaru- och webbutveckling · Mjukvaruutveckling · Datavetenskap · Cybersäkerhet
I korthet
Ansvarsområden
- Conduct a literature review on automotive cybersecurity, CAN bus security, intrusion detection systems, tensor networks, and quantum-inspired machine learning.
- Study common CAN attack scenarios, including DoS, spoofing, fuzzing, replay, and masquerading attacks.
- Design suitable feature representations for CAN traffic, incorporating arbitration IDs, payload content, message sequences, and timing information.
- Develop and implement a tensor network based anomaly detection framework.
- Investigate interpretability for attributing anomalies to specific CAN messages and communication patterns.
- Evaluate the proposed method using public automotive cybersecurity datasets and compare results with conventional machine learning and deep learning approaches.
- Analyze model compactness, reproducibility, detection performance, and suitability for forensic investigations.
- Document findings and provide recommendations for future deployment of interpretable AI methods in automotive cybersecurity.
Krav
- Motivated master’s student
- Basic knowledge in computer science and cybersecurity
- Specific skills in machine learning
- Proficiency in programming languages such as Python
- Proficiency in machine learning frameworks
Önskade kvalifikationer
- Experience with tensor networks and quantum-inspired machine learning is a plus.
Förmåner
- Collaboration with Swedish industrial and academic partners
- Opportunity to work on cutting-edge security solutions
- Flexibility to work partly remotely
- Close collaboration with the Swedish automotive industry
Färdigheter
Om RISE Research Institutes of Sweden
As the challenges facing us as a society become increasingly complex, innovation alone is not enough; you need a strong innovation partner who can provide comprehensive support and a broad range of perspectives. This is where RISE comes in. RISE is a unique mobilisation of resources to increase the pace of innovation in our society. By gathering a number of research institutes and over a hundred test beds and demonstration environments under the umbrella of a single innovation partner, we create improved conditions for society’s problem solvers. We gather around challenges and organise…
Publicerade jobb
för 4 dagar sedan
Upphör
om 2 veckor
Anställningstyp
Praktik
Arbetsform
Hybrid
Erfarenhetsnivå
Junior
Platser
Kista, Sweden
Sundsvall, Sweden
Kvalifikation
Sökande
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