Machine learning meets computation and communication control in evolving edge and cloud: Challenges and future perspective

TK Rodrigues, K Suto, H Nishiyama… - … Surveys & Tutorials, 2019 - ieeexplore.ieee.org
Mobile Edge Computing (MEC) is considered an essential future service for the
implementation of 5G networks and the Internet of Things, as it is the best method of …

HetMEC: Heterogeneous multi-layer mobile edge computing in the 6 G era

Y Zhang, B Di, P Wang, J Lin… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Driven by an increasing number of mobile applications, mobile edge computing (MEC) has
been considered as a promising candidate to support the huge amount of data processing …

[PDF][PDF] Mobile edge computing: Survey and research outlook

Y Mao, C You, J Zhang, K Huang… - arXiv preprint arXiv …, 2017 - researchgate.net
Driven by the visions of Internet of Things and 5G communications, recent years have seen
a paradigm shift in mobile computing, from the centralized Mobile Cloud Computing towards …

A survey on mobile edge computing: The communication perspective

Y Mao, C You, J Zhang, K Huang… - … surveys & tutorials, 2017 - ieeexplore.ieee.org
Driven by the visions of Internet of Things and 5G communications, recent years have seen
a paradigm shift in mobile computing, from the centralized mobile cloud computing toward …

[PDF][PDF] EdgeAI: A vision for distributed, edge-native artificial intelligence in future 6G networks

L Lovén, T Leppänen, E Peltonen, J Partala… - 6G Wireless Summit …, 2019 - oulurepo.oulu.fi
Edge computing, a key part of the upcoming 5G mobile networks and future 6G
technologies, promises to distribute cloud applications while providing more bandwidth and …

Wireless network intelligence at the edge

J Park, S Samarakoon, M Bennis… - Proceedings of the …, 2019 - ieeexplore.ieee.org
Fueled by the availability of more data and computing power, recent breakthroughs in cloud-
based machine learning (ML) have transformed every aspect of our lives from face …

Mobile edge computing towards 5G: Vision, recent progress, and open challenges

Y Yu - China Communications, 2016 - ieeexplore.ieee.org
Mobile Edge Computing (MEC) is an emerging technology in 5G era which enables the
provision of the cloud and IT services within the close proximity of mobile subscribers. It …

Wireless edge machine learning: Resource allocation and trade-offs

M Merluzzi, P Di Lorenzo, S Barbarossa - IEEE Access, 2021 - ieeexplore.ieee.org
The aim of this paper is to propose a resource allocation strategy for dynamic training and
inference of machine learning tasks at the edge of the wireless network, with the goal of …

On multi-access edge computing: A survey of the emerging 5G network edge cloud architecture and orchestration

T Taleb, K Samdanis, B Mada, H Flinck… - … Surveys & Tutorials, 2017 - ieeexplore.ieee.org
Multi-access edge computing (MEC) is an emerging ecosystem, which aims at converging
telecommunication and IT services, providing a cloud computing platform at the edge of the …

Deep learning at the mobile edge: Opportunities for 5G networks

M McClellan, C Cervelló-Pastor, S Sallent - Applied Sciences, 2020 - mdpi.com
Mobile edge computing (MEC) within 5G networks brings the power of cloud computing,
storage, and analysis closer to the end user. The increased speeds and reduced delay …