Research Profile

Topics

• Virtualization and Virtual Machines

  • Very low-resource machines
  • HW and SW architectures
  • Tiny Embedded Systems and Material-integrated Intelligent Systems (MIIS)

• Distributed Artificial Intelligence

  • Multi-agent Systems: Programming, Technologies, Platforms
  • Self-* Systems (Self-organization, Self-adaptation, Self-awareness, Self-modification, ..)
  • Distributed Machine Learning
  • Ensemble Learning (local state estimation, global state fusion)

• Machine Learning

  • Robust Learning on (noisy) Sensor Data
  • Learning on low-resource and embedded Systems, Tiny & Edge ML
  • Multi-instance and Ensemble Learning
  • Damage Diagnostics and Classification
  • Process Optimisation

• Agents

  • Agent-based Modelling (ABM)
  • Agent-based Computing (ABC)
  • Agent-based Simulation (ABS)
  • All together (ABX)

• Simulation Research

  • Large-scale multi-agent simulation (> 1000 Agents)
  • Multi-domain and multi-scale Simulation (e.g., combining agent and physical simulation)
  • Real-world in the loop Simualtion (Augmented Virtuality by combining real and virtual worlds in simulation)

• Practical and Applied Machine Learning

  • Incremental and Stream Learning
  • Learning with noisy and unreliable data
  • Distributed Learning
  • Agent-based Learning

• Massive parallel and distributed systems

  • Algorithmic driven Complex System-on-Chip Design (High-level Synthesis)
  • Dependable Embedded Systems
  • Distributed Sensor Networks and SHM
  • Smart Adaptive Materials and Structures
  • Sensor Aggregation and Data Fusion

• Computer Architecture

  • Agent Processing Platforms
  • System-on-Chip Design

• Materials Informatics

  • Computing WITHIN Materials
  • Algorithmic Scaling
  • Hardware Design

• Crowd Sensing and Social Sciences

  • Data Mining
  • Machine Learning
  • Aggregation and Data Fusion
  • Environmental Monitoring (e.g. Earthquake Monitoring with Crowd Sensing)
• Software Technologies
  • Practical Programming Languages (Design)
  • Compiler Design
  • High-level Synthesis and HW-SW-co design

Presentation

Document

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