EdgeCar - Virtualized Edge Computing on Cars

Institutions

  • TU Berlin

Team @ TKN

Funding

  • Toyota InfoTechnology Center, USA, Inc., Mountain View, CA

Project Time

  • 04/2023 - 12/2026

Description

Investigation and development of concepts and methods for task offloading and collaborative intelligence in virtualized edge computing on cars.

Selected Publications

2026

Conferences and Workshops

  1. Ziqi Zhou, Agon Memedi, Chunghan Lee, Onur Altintas and Falko Dressler, "Collaborative Deep Q-Learning-Based Coded Data Uploading in Vehicular Micro Clouds," Proceedings of 17th IEEE Vehicular Networking Conference (VNC 2026), Montréal, Canada, June 2026. (to appear) [BibTeX, More details]
  2. Agon Memedi, Negin Masoudifar, Torsten Braun and Falko Dressler, "Towards Generalizable RL-Based Task Offloading for Vehicular Edge Computing," Proceedings of 17th IEEE Vehicular Networking Conference (VNC 2026), Montréal, Canada, June 2026. (to appear) [BibTeX, PDF, More details]

2025

Journals and Magazines

  1. Ziqi Zhou, Agon Memedi, Chunghan Lee, Seyhan Ucar, Onur Altintas and Falko Dressler, "Task Migration with Deadlines using Machine Learning-based Dwell Time Prediction in Vehicular Micro Clouds," Elsevier High-Confidence Computing, vol. 5 (2), pp. 100314, June 2025. [DOI, BibTeX, PDF, More details]

Conferences and Workshops

  1. Ziqi Zhou, Agon Memedi, Chunghan Lee, Seyhan Ucar, Onur Altintas and Falko Dressler, "Fairness-Aware Multi-Agent Learning-based Task Offloading in Dynamic Vehicular Scenarios," Proceedings of IEEE International Conference on Metaverse Computing, Networking and Applications (MetaCom 2025), Seoul, South Korea, August 2025, pp. 261–269. [DOI, BibTeX, PDF, More details]
  2. Agon Memedi, Chunghan Lee, Seyhan Ucar, Onur Altintas and Falko Dressler, "Simulator for Reinforcement Learning-based Resource Management in Vehicular Edge Computing," Proceedings of 16th IEEE Vehicular Networking Conference (VNC 2025), Poster Session, Porto, Portugal, June 2025. [DOI, BibTeX, PDF, More details]

2024

Conferences and Workshops

  1. Ziqi Zhou, Youming Tao, Agon Memedi, Chunghan Lee, Seyhan Ucar, Onur Altintas and Falko Dressler, "Optimizing Task Migration Decisions in Vehicular Edge Computing Environments," Proceedings of 1st IEEE International Conference on Meta Computing (ICMC 2024), Qingdao, China, June 2024. [BibTeX, PDF, More details]
Last modified: 2026-04-16