Abstract
Edge computing is an emerging concept based on distributed computing, storage, and control services closer to end network nodes. Edge computing lies at the heart of the fifth-generation (5G) wireless systems and beyond. While the current state-of-the-art networks communicate, compute, and process data in a centralized manner (at the cloud), for latency and compute-centric applications, both radio access and computational resources must be brought closer to the edge, harnessing the availability of computing and storage-enabled small cell base stations in proximity to the end devices. Furthermore, the network infrastructure must enable a distributed edge decision-making service that learns to adapt to the network dynamics with minimal latency and optimize network deployment and operation accordingly. This paper will provide a fresh look to the concept of edge computing by first discussing the applications that the network edge must provide, with a special emphasis on the ensuing challenges in enabling ultrareliable and low-latency edge computing services for mission-critical applications such as virtual reality (VR), vehicle-to-everything (V2X), edge artificial intelligence (AI), and so on. Furthermore, several case studies where the edge is key are explored followed by insights and prospect for future work.
| Original language | English |
|---|---|
| Pages (from-to) | 1717-1737 |
| Number of pages | 21 |
| Journal | Proceedings of the IEEE |
| Volume | 107 |
| Issue number | 8 |
| Early online date | 11 Jun 2019 |
| DOIs | |
| Publication status | Published - Aug 2019 |
| MoE publication type | A1 Journal article-refereed |
Keywords
- Decision making
- Edge computing
- edge intelligence
- Mission critical systems
- Reliability
- Servers
- Task analysis
- URLLC
- vehicle-to-everything
- virtual reality.
- Wireless communication
Fingerprint
Dive into the research topics of 'Wireless Edge Computing With Latency and Reliability Guarantees'. Together they form a unique fingerprint.Projects
- 1 Finished
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MISSION: Mission-Critical Internet of Things Applications over Fog Networks
Chen, X. (CoPI), Forsell, M. (Participant), Chen, T. (Participant) & Räty, T. (Participant)
1/01/19 → 31/12/21
Project: Research Council of Finland
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