We are a lively group of roughly 20 experts under the Center for Ubiquitous Computing at the University of Oulu – some of us also work in other universities and others in industry. We define edge intelligence in collaboration with an international edgeAI community comprising experts of distributed computing and artificial intelligence in computer science and engineering, as well as experts of networking in communication engineering.
Edge computing distributes applications between the cloud, data producing devices, and devices at the edges of wireless and fixed networks. Edge computing brings AI methods closer to the physical environment. This enables deep integration of AI with applications supporting humans in their activities and with machines to realise autonomous systems. AI is integrated with the edge computing platform as well, for example, to decide optimal locations for computations
We study situation-aware, self-organizing and self-managing software platforms that use efficiently edge computing infrastructures for 5G and beyond. We enable trust with distributed ledger technologies and privacy-by-design methods. We push edge computing to the limits by embedding computations and AI into physical objects that are digitally fabricated to fit to their purpose. We use distributed artificial intelligence, big data tools, and machine learning methods to explore situation awareness for both end-user applications and the edge computing platform. We implement AI methods in ethical manner and emphasise testing in real environments. We expect our research to shed light on how humans can benefit from edge computing and how it can be used to realise resource-efficient systems.
People
Aarne Mämmelä
Professor Emeritus
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Jukka Riekki
Professor, Dean of ITEE
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Scholar
Sasu Tarkoma
Professor (part-time)
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Scholar
Susanna Pirttikangas
Research Director, Adj. Professor, Deputy Director
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Scholar
Mickaël Bettinelli
Postdoctoral researcher
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Ekaterina Gilman
Postdoctoral researcher
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Scholar
Lauri Loven
Postdoctoral researcher
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Scholar
Anna Rohunen
Postdoctoral researcher
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ResearchGate
Marta Cortes Orduna
Doctoral researcher
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Scholar
Abhishek Kumar
Doctoral researcher
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Scholar
Hassan Mehmood
Doctoral researcher (part-time)
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Scholar
Tri Nguyen
Doctoral researcher
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Scholar
Iván Sánchez Milára
Doctoral researcher
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Scholar
Shouhua Zhang
Doctoral researcher
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Scholar
Henna Kokkonen
Research Assistant
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Vahid Mohsseni
Research Assistant
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LinkedIn
Huong Nguyen
Research Assistant
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Nanna Setämaa
Research Assistant
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Jani Launonen
Project Engineer
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LinkedIn
Current projects:
FRACTAL ECSEL-JU Cognitive Fractal and Secure Edge Based On Unique Open-Safe-Reliable-Low Power Hardware Platform Node
Make4Change (ESR)
Better Factory (H2020)
Bridging the Creativity Gap (Erasmus+)
urBOT (Academy of Finland)
Bayesian Trusted Edge Analytics (B-TEA) (Infotech)
Context-aware and Veracious Big Data Analytics for Industrial IoT (ABIDI) (Academy of Finland)
Personalization, Privacy and Quality Control for MaaS with Blockchain (TrustedMaas) (Infotech)
Past projects:
5G Edge Computing Enhanced Augmented Reality (5GEAR) (Academy of Finland)
PRIORITY (Business Finland)
Reboot Finland IoT Factory (Business Finland)
Open Infra Ecosystem I (Business Finland)
S2ERC – APPIA – UoU, Profiling User Activity for Security with Ethical Oversight (ProFile) (Business Finland)
5G Vertical Integrated Industry for Massive Automation (5G VIIMA) (Business Finland)
Coastal Urban developmenT through the LEnses of Resiliency (CUTLER) (H2020)
Edge computing enhanced by artificial intelligence (MEC-AI) (Future Makers)
Virtuaaliset palvelut kiinteistöalalla (Virpa-D) (Business Finland)
Selected publications:
2022
Hoque, M. A., Finley, B. J., Rao, A., Kumar, A., Hui, P., Ammar, M., & Tarkoma, S. (Accepted/In press). Context-driven Encrypted Multimedia Traffic Classification on Mobile Devices. In 2022 IEEE International Conference on Pervasive Computing and Communications (PerCom) IEEE.
2021
Mämmelä, A., Riekki, J. Systems view in engineering research. Integrated Science Series, Vol. II: Transdisciplinarity across the Different Disciplines. N. Razaei, Ed. Springer Nature Switzerland
Lee, L.H., Braud, T., Hosio, S., Pan Hui. Towards Augmented Reality-driven Human-City Interaction: Current Research and Future Challenges, ACM Computing Survey
Nguyen, T.H., Lovén, L., Partala J., and Pirttikangas, S. Blockchain: Foundations and Role in 6G, 6G Mobile Wireless Networks (Springer)
Xu, D., Li, T. Li, Y., Su, X., Tarkoma, S., Jiang, T., Crowcroft, J., Hui, P. Edge Intelligence: Empowering Intelligence to the Edge of Network, Proceedings of IEEE
Lähderanta, T., Lovén, L., Leppänen, T., Ruha, L., Harjula, E., Ylianttila, M., Riekki, J., Sillanpää, M.J. Edge computing server placement with capacitated location allocation, J. Parallel and Distributed Computing
Hartikainen, H., Cortés Orduña, M., Käsmä, M., Sánchez Milara, I., Ventä-Olkkonen, L. Make4Change: Empowering Unemployed Youth through Digital Fabrication, FabLearn 2021
Lovén, L., Lähderanta, T., Ruha, L., Peltonen, E., Launonen, I., Sillanpää, M.J., Riekki, J., Pirttikangas, S., EDISON: An Edge-native Method and Architecture for Distributed Interpolation, Sensors