Journal ArticleDOI
Resource management for future mobile networks
TLDR
This article focuses specifically on RM research, which includes spectrum assignment, resource and channel allocation, power control, and interference management based on user-centric cell schemes, and presents a cloud-baseduser-centric network architecture with emphasis on the networks formation, RM, and interfered signal joint-processing via cluster technology to provide higher throughput.About:
This article is published in Computer Networks.The article was published on 2017-12-24. It has received 16 citations till now. The article focuses on the topics: Radio resource management & Wireless network.read more
Citations
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Journal ArticleDOI
Machine Learning for Resource Management in Cellular and IoT Networks: Potentials, Current Solutions, and Open Challenges
TL;DR: In this paper, the authors conduct a systematic and in-depth survey of the ML- and DL-based resource management mechanisms in cellular wireless and IoT networks, and identify the future research directions in using ML and DL for resource allocation and management in IoT networks.
Posted Content
Machine Learning for Resource Management in Cellular and IoT Networks: Potentials, Current Solutions, and Open Challenges
TL;DR: A systematic and in-depth survey of the ML- and DL-based resource management mechanisms in cellular wireless and IoT networks and the techniques specifically designed for HetNets, MIMO and D2D communications, and NOMA networks.
Journal ArticleDOI
Increasing flexibility of Finnish energy systems—A review of potential technologies and means
Satu Paiho,Heidi Saastamoinen,Elina Hakkarainen,Lassi Similä,Riku Pasonen,Jussi Ikäheimo,Miika Rämä,Markku Tuovinen,Seppo Horsmanheimo +8 more
TL;DR: In this paper, a review of potential means to increase flexibility of Finnish energy systems by comprehensively regarding both electricity and thermal systems is presented, and several technological options to meet the increased flexibility needs are described and Finnish examples are given.
Journal ArticleDOI
Congestion free opportunistic multipath routing load balancing scheme for Internet of Things (IoT)
TL;DR: In this article, a dynamic hop selection static routing protocol (DHSSRP) is proposed to resolve the load balancing issue of IoT networks in congestion-free and priority-based communication infrastructure.
Journal ArticleDOI
Deep Reinforcement Learning Based Resource Management in UAV-Assisted IoT Networks
TL;DR: The deep reinforcement learning approach is proposed as a main system development scheme for resource management and shows promising outcomes, which show rapid convergence, suitable for heterogeneous IoT networks, and low complexity.
References
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Journal ArticleDOI
Cellular architecture and key technologies for 5G wireless communication networks
Cheng-Xiang Wang,Fourat Haider,Xiqi Gao,Xiaohu You,Yang Yang,Dongfeng Yuan,Hadi M. Aggoune,Harald Haas,Simon Fletcher,Erol Hepsaydir +9 more
TL;DR: A potential cellular architecture that separates indoor and outdoor scenarios is proposed, and various promising technologies for 5G wireless communication systems, such as massive MIMO, energy-efficient communications, cognitive radio networks, and visible light communications are discussed.
Journal ArticleDOI
A survey on 3GPP heterogeneous networks
Aleksander Damnjanovic,J. Montojo,Yongbin Wei,Ji Tingfang,Tao Luo,Madhavan Srinivasan Vajapeyam,Taesang Yoo,Osok Song,Durga Prasad Malladi +8 more
TL;DR: The need for an alternative strategy, where low power nodes are overlaid within a macro network, creating what is referred to as a heterogeneous network is discussed, and a high-level overview of the 3GPP LTE air interface, network nodes, and spectrum allocation options is provided, along with the enabling mechanisms.
Journal ArticleDOI
Toward green and soft: a 5G perspective
TL;DR: The perspective of the 5G technologies with two major themes: green and soft is presented, showing that by rethinking the Shannon theorem and traditional cell-centric design, network capacity can be significantly increased while network power consumption is decreased.
Journal ArticleDOI
Evolution Towards 5G Multi-tier Cellular Wireless Networks: An Interference Management Perspective
TL;DR: It is argued that the existing interference management schemes will not be able to address the interference management problem in prioritized 5G multi-tier networks where users in different tiers have different priorities for channel access.
Journal ArticleDOI
Evolution Towards 5G Multi-tier Cellular Wireless Networks: An Interference Management Perspective
TL;DR: In this paper, a survey and qualitative comparison of the existing cell association and power control schemes is provided to demonstrate their limitations for interference management in 5G networks with shared spectrum access (i.e., when the different network tiers share the same licensed spectrum).