Synergy of big data and 5G wireless networks: opportunities, approaches, and challenges

N Zhang, P Yang, J Ren, D Chen… - IEEE Wireless …, 2018 - ieeexplore.ieee.org
This article presents the synergistic and complementary features of big data and 5G wireless
networks. An overview of their interplay is provided first, including big-data-driven …

Integration of networking, caching, and computing in wireless systems: A survey, some research issues, and challenges

C Wang, Y He, FR Yu, Q Chen… - … Surveys & Tutorials, 2017 - ieeexplore.ieee.org
Since the recently emerging mobile applications have posed significant demands not only
on high data rate but also on high caching and computing capabilities, the growth in …

A survey on mobile edge networks: Convergence of computing, caching and communications

S Wang, X Zhang, Y Zhang, L Wang, J Yang… - Ieee …, 2017 - ieeexplore.ieee.org
As the explosive growth of smart devices and the advent of many new applications, traffic
volume has been growing exponentially. The traditional centralized network architecture …

Joint optimization of caching, computing, and radio resources for fog-enabled IoT using natural actor–critic deep reinforcement learning

Y Wei, FR Yu, M Song, Z Han - IEEE Internet of Things Journal, 2018 - ieeexplore.ieee.org
The cloud-based Internet of Things (IoT) develops rapidly but suffer from large latency and
backhaul bandwidth requirement, the technology of fog computing and caching has …

Cooperative content caching in 5G networks with mobile edge computing

K Zhang, S Leng, Y He, S Maharjan… - IEEE Wireless …, 2018 - ieeexplore.ieee.org
Along with modern wireless networks being content-centric, the demand for rich multimedia
services has been growing at a tremendous pace, which brings significant challenges to …

Live data analytics with collaborative edge and cloud processing in wireless IoT networks

SK Sharma, X Wang - IEEE Access, 2017 - ieeexplore.ieee.org
Recently, big data analytics has received important attention in a variety of application
domains including business, finance, space science, healthcare, telecommunication and …

Utility optimization for resource allocation in multi-access edge network slicing: A twin-actor deep deterministic policy gradient approach

Z Wang, Y Wei, FR Yu, Z Han - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
To achieve the service-oriented features of the 5G, network slicing aims to create logical
virtual networks where multiple services are provided on a common physical infrastructure …

Intelligent resource allocation management for vehicles network: An A3C learning approach

M Chen, T Wang, K Ota, M Dong, M Zhao… - Computer Communications, 2020 - Elsevier
With the increasing demand of users for high-speed, low-delay and high-reliability services
in connected vehicles network, wireless networks with communication, caching and …

Novel node-ranking approach and multiple topology attributes-based embedding algorithm for single-domain virtual network embedding

H Cao, L Yang, H Zhu - IEEE Internet of Things Journal, 2017 - ieeexplore.ieee.org
Network virtualization (NV) is a promising approach to remove the ossification of current
Internet. Virtual network embedding (VNE) is the key issue in NV which efficiently and …

Achieving end-to-end reliability of mission-critical traffic in softwarized 5G networks

V Petrov, MA Lema, M Gapeyenko… - IEEE Journal on …, 2018 - ieeexplore.ieee.org
Network softwarization is a major paradigm shift, which enables programmable and flexible
system operation in challenging use cases. In the fifth-generation (5G) mobile networks, the …