Thesis

Thesis and internship experiences.

Research Thesis

Image is a central hub for research and collaboration activities in the context of innovative IoT-oriented smart systems and applications, which can also involve security and machine learning aspects. The goals of the thesis and internships with national and international companies will be to move from research to practice. Current topics of thesis and internship experiences include:

  • Tiny Machine Learning
    1. TinyML for intrusion detection in resource-constrained devices.
    2. TinyML quantization/pruning to reduce footprint-memory.
    3. Federated learning for supporting security and privacy in embedded systems.
  • Security in Microservices
    1. Vulnerability analysis in Container-based architectures.
    2. Advanced persistent threat (APT) in Container-based architectures.
    3. Anomaly detection in Container-based architectures.
  • Intrusion Detection
    1. Anomaly detection in self-driving swarms (including vehicles, UAVs, mobile agents, etc.).
    2. Intrusion detection by resource constraining embedded (tiny) devices.
  • Penetration Testing of Embedded Systems
    1. Vulnerability analysis of industrial systems and protocols.
    2. Vulnerability analysis of UAVs/drones.
    3. Vulnerability analysis of IoT network/systems.
    4. Vulnerability analysis of LoRa-based systems.
  • Quantum Cryptography in Resource Constrained MCU Devices.

ERC Reference Categories

PE1: Mathematics

PE1_16 Mathematical aspects of computer science

PE1_18 Scientific computing and data processing

PE1_19 Control theory and optimization

PE1_20 Application of mathematics in sciences

PE6: Computer Science

PE6_1 Computer architecture, ubiquitous computing

PE6_2 Computer systems, parallel/distributed systems, sensor networks, embedded systems, cyber-physical systems

PE6_5 Cryptology, security, privacy

PE6_7 Artificial intelligence, intelligent systems

PE6_11 Machine learning, data processing

PE7: Systems Engineering

PE7_3 Simulation engineering and modelling

PE7_4 Systems engineering, sensorics, automation

PE7_6 Communication technology

PE7_7 Signal processing

PE7_8 Networks (communication networks, sensors)