A survey of 5G network systems: challenges and machine learning approaches
Published 2020 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
A survey of 5G network systems: challenges and machine learning approaches
Authors
Keywords
-
Journal
International Journal of Machine Learning and Cybernetics
Volume -, Issue -, Pages -
Publisher
Springer Science and Business Media LLC
Online
2020-08-19
DOI
10.1007/s13042-020-01178-4
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- AI-Driven Zero Touch Network and Service Management in 5G and Beyond: Challenges and Research Directions
- (2020) Chafika Benzaid et al. IEEE NETWORK
- Artificial Intelligence Defined 5G Radio Access Networks
- (2019) Miao Yao et al. IEEE COMMUNICATIONS MAGAZINE
- The Roadmap to 6G: AI Empowered Wireless Networks
- (2019) Khaled B. Letaief et al. IEEE COMMUNICATIONS MAGAZINE
- Deep Learning for Radio Resource Allocation in Multi-Cell Networks
- (2019) K. I. Ahmed et al. IEEE NETWORK
- A Vision of 6G Wireless Systems: Applications, Trends, Technologies, and Open Research Problems
- (2019) Walid Saad et al. IEEE NETWORK
- A novel three-tier Internet of Things architecture with machine learning algorithm for early detection of heart diseases
- (2018) Priyan Malarvizhi Kumar et al. COMPUTERS & ELECTRICAL ENGINEERING
- Deep Power Control: Transmit Power Control Scheme Based on Convolutional Neural Network
- (2018) Woongsup Lee et al. IEEE COMMUNICATIONS LETTERS
- 5G-Smart Diabetes: Toward Personalized Diabetes Diagnosis with Healthcare Big Data Clouds
- (2018) Min Chen et al. IEEE COMMUNICATIONS MAGAZINE
- User-Centric C-RAN Architecture for Ultra-Dense 5G Networks: Challenges and Methodologies
- (2018) Cunhua Pan et al. IEEE COMMUNICATIONS MAGAZINE
- Deep Learning for IoT Big Data and Streaming Analytics: A Survey
- (2018) Mehdi Mohammadi et al. IEEE Communications Surveys and Tutorials
- Optimal and Scalable Caching for 5G Using Reinforcement Learning of Space-Time Popularities
- (2018) Alireza Sadeghi et al. IEEE Journal of Selected Topics in Signal Processing
- A Machine Learning Framework for Resource Allocation Assisted by Cloud Computing
- (2018) Jun-Bo Wang et al. IEEE NETWORK
- Sophisticated Online Learning Scheme for Green Resource Allocation in 5G Heterogeneous Cloud Radio Access Networks
- (2018) Ismail AlQerm et al. IEEE TRANSACTIONS ON MOBILE COMPUTING
- 6G Vision and Requirements: Is There Any Need for Beyond 5G?
- (2018) Klaus David et al. IEEE Vehicular Technology Magazine
- Learn to Cache: Machine Learning for Network Edge Caching in the Big Data Era
- (2018) Zheng Chang et al. IEEE WIRELESS COMMUNICATIONS
- Security in Mobile Edge Caching with Reinforcement Learning
- (2018) Liang Xiao et al. IEEE WIRELESS COMMUNICATIONS
- Proactive content caching by exploiting transfer learning for mobile edge computing
- (2018) Tingting Hou et al. INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS
- Next generation wireless cellular networks: ultra-dense multi-tier and multi-cell cooperation perspective
- (2018) Baha Uddin Kazi et al. WIRELESS NETWORKS
- A Self-Adaptive Deep Learning-Based System for Anomaly Detection in 5G Networks
- (2018) Lorenzo Fernandez Maimo et al. IEEE Access
- Big Data Analytics, Machine Learning, and Artificial Intelligence in Next-Generation Wireless Networks
- (2018) Mirza Golam Kibria et al. IEEE Access
- An Intelligent Traffic Load Prediction Based Adaptive Channel Assignment Algorithm in SDN-IoT: A Deep Learning Approach
- (2018) Fengxiao Tang et al. IEEE Internet of Things Journal
- From 4G to 5G: Self-organized network management meets machine learning
- (2018) Jessica Moysen et al. COMPUTER COMMUNICATIONS
- Telesurgery Robot Based on 5G Tactile Internet
- (2018) Yiming Miao et al. MOBILE NETWORKS & APPLICATIONS
- Towards 5G: A Reinforcement Learning-based Scheduling Solution for Data Traffic Management
- (2018) IEEE Transactions on Network and Service Management
- From IoT to 5G I-IoT: The Next Generation IoT-Based Intelligent Algorithms and 5G Technologies
- (2018) Dan Wang et al. IEEE COMMUNICATIONS MAGAZINE
- Intelligence in IoT-Based 5G Networks: Opportunities and Challenges
- (2018) Nadeem Javaid et al. IEEE COMMUNICATIONS MAGAZINE
- AI for 5G: research directions and paradigms
- (2018) Xiaohu You et al. Science China-Information Sciences
- M2M Communications in 5G: State-of-the-Art Architecture, Recent Advances, and Research Challenges
- (2017) Yasir Mehmood et al. IEEE COMMUNICATIONS MAGAZINE
- Network Slicing for 5G with SDN/NFV: Concepts, Architectures, and Challenges
- (2017) Jose Ordonez-Lucena et al. IEEE COMMUNICATIONS MAGAZINE
- State-of-the-Art Deep Learning: Evolving Machine Intelligence Toward Tomorrow’s Intelligent Network Traffic Control Systems
- (2017) Zubair Md. Fadlullah et al. IEEE Communications Surveys and Tutorials
- A Survey of Anticipatory Mobile Networking: Context-Based Classification, Prediction Methodologies, and Optimization Techniques
- (2017) Nicola Bui et al. IEEE Communications Surveys and Tutorials
- A Survey of Machine Learning Techniques Applied to Self-Organizing Cellular Networks
- (2017) Paulo Valente Klaine et al. IEEE Communications Surveys and Tutorials
- SDN/NFV-Based Mobile Packet Core Network Architectures: A Survey
- (2017) Van-Giang Nguyen et al. IEEE Communications Surveys and Tutorials
- A Survey on Mobile Edge Computing: The Communication Perspective
- (2017) Yuyi Mao et al. IEEE Communications Surveys and Tutorials
- 5G: A Tutorial Overview of Standards, Trials, Challenges, Deployment, and Practice
- (2017) Mansoor Shafi et al. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS
- NFV and SDN—Key Technology Enablers for 5G Networks
- (2017) Faqir Zarrar Yousaf et al. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS
- Big Data Analytics for User-Activity Analysis and User-Anomaly Detection in Mobile Wireless Network
- (2017) Md Salik Parwez et al. IEEE Transactions on Industrial Informatics
- A Survey of Advanced Techniques for Spectrum Sharing in 5G Networks
- (2017) Lin Zhang et al. IEEE WIRELESS COMMUNICATIONS
- Realizing the Tactile Internet: Haptic Communications over Next Generation 5G Cellular Networks
- (2017) Adnan Aijaz et al. IEEE WIRELESS COMMUNICATIONS
- Machine Learning Paradigms for Next-Generation Wireless Networks
- (2017) Chunxiao Jiang et al. IEEE WIRELESS COMMUNICATIONS
- Intelligent 5G: When Cellular Networks Meet Artificial Intelligence
- (2017) Rongpeng Li et al. IEEE WIRELESS COMMUNICATIONS
- 5G Millimeter-Wave Antenna Array: Design and Challenges
- (2017) Jing Zhang et al. IEEE WIRELESS COMMUNICATIONS
- A machine learning-based framework for preventing video freezes in HTTP adaptive streaming
- (2017) Stefano Petrangeli et al. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS
- Software Defined Wireless Networks: A Survey of Issues and Solutions
- (2017) Anil Kumar Rangisetti et al. WIRELESS PERSONAL COMMUNICATIONS
- Technologies for 5G Networks: Challenges and Opportunities
- (2017) Naser Al-Falahy et al. IT Professional
- A Survey on Mobile Edge Networks: Convergence of Computing, Caching and Communications
- (2017) Shuo Wang et al. IEEE Access
- The interdisciplinary research of big data and wireless channel: A cluster-nuclei based channel model
- (2016) Jianhua Zhang China Communications
- Efficient Cell Outage Detection in 5G HetNets Using Hidden Markov Model
- (2016) Multazamah Alias et al. IEEE COMMUNICATIONS LETTERS
- 5G Radio Access Network Architecture: Design Guidelines and Key Considerations
- (2016) Patrick Marsch et al. IEEE COMMUNICATIONS MAGAZINE
- The METIS 5G System Concept: Meeting the 5G Requirements
- (2016) Hugo Tullberg et al. IEEE COMMUNICATIONS MAGAZINE
- Network function virtualization in 5G
- (2016) Sherif Abdelwahab et al. IEEE COMMUNICATIONS MAGAZINE
- Big data caching for networking: moving from cloud to edge
- (2016) Engin Zeydan et al. IEEE COMMUNICATIONS MAGAZINE
- OFDM Inspired Waveforms for 5G
- (2016) Behrouz Farhang-Boroujeny et al. IEEE Communications Surveys and Tutorials
- A Comprehensive Survey of Pilot Contamination in Massive MIMO—5G System
- (2016) Olakunle Elijah et al. IEEE Communications Surveys and Tutorials
- Next Generation 5G Wireless Networks: A Comprehensive Survey
- (2016) Mamta Agiwal et al. IEEE Communications Surveys and Tutorials
- 5G-Enabled Tactile Internet
- (2016) Meryem Simsek et al. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS
- QoS-Oriented Mode, Spectrum, and Power Allocation for D2D Communication Underlaying LTE-A Network
- (2016) Alia Asheralieva et al. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY
- Reinforcement learning for resource provisioning in the vehicular cloud
- (2016) Mohammad A. Salahuddin et al. IEEE WIRELESS COMMUNICATIONS
- Massive MIMO Technologies and Challenges towards 5G
- (2016) Haralabos PAPADOPOULOS et al. IEICE TRANSACTIONS ON COMMUNICATIONS
- Congested scene classification via efficient unsupervised feature learning and density estimation
- (2016) Yuan Yuan et al. PATTERN RECOGNITION
- 5G: rethink mobile communications for 2020+
- (2016) I. Chih-Lin et al. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES
- Evolution towards fifth generation (5G) wireless networks: Current trends and challenges in the deployment of millimetre wave, massive MIMO, and small cells
- (2016) Mohammed H. Alsharif et al. TELECOMMUNICATION SYSTEMS
- Towards the fulfillment of 5G network requirements: technologies and challenges
- (2016) Ali Alnoman et al. TELECOMMUNICATION SYSTEMS
- Technology-Based New Service Idea Generation for Smart Spaces: Application of 5G Mobile Communication Technology
- (2016) Seonkoo Jeong et al. Sustainability
- Massive MIMO Technologies and Challenges towards 5G
- (2016) Haralabos PAPADOPOULOS et al. IEICE TRANSACTIONS ON COMMUNICATIONS
- A Distributed SON-Based User-Centric Backhaul Provisioning Scheme
- (2016) Mona Jaber et al. IEEE Access
- CSI Phase Fingerprinting for Indoor Localization With a Deep Learning Approach
- (2016) Xuyu Wang et al. IEEE Internet of Things Journal
- Easy network: the way to go for 5G
- (2015) Yang Liu et al. China Communications
- METIS research advances towards the 5G mobile and wireless system definition
- (2015) Jose F Monserrat et al. EURASIP Journal on Wireless Communications and Networking
- Mobile M2M communication architectures, upcoming challenges, applications, and future directions
- (2015) Yasir Mehmood et al. EURASIP Journal on Wireless Communications and Networking
- An effective approach to 5G: Wireless network virtualization
- (2015) Zhiyong Feng et al. IEEE COMMUNICATIONS MAGAZINE
- Cloud assisted HetNets toward 5G wireless networks
- (2015) Ning Zhang et al. IEEE COMMUNICATIONS MAGAZINE
- Millimeter-wave multimedia communications: challenges, methodology, and applications
- (2015) Dan Wu et al. IEEE COMMUNICATIONS MAGAZINE
- An intelligent SDN framework for 5G heterogeneous networks
- (2015) Songlin Sun et al. IEEE COMMUNICATIONS MAGAZINE
- Full duplex cellular systems: will doubling interference prevent doubling capacity?
- (2015) Sanjay Goyal et al. IEEE COMMUNICATIONS MAGAZINE
- Enabling device-to-device communications in millimeter-wave 5G cellular networks
- (2015) Jian Qiao et al. IEEE COMMUNICATIONS MAGAZINE
- Network function virtualization: Challenges and opportunities for innovations
- (2015) Bo Han et al. IEEE COMMUNICATIONS MAGAZINE
- Machine-type communications: current status and future perspectives toward 5G systems
- (2015) Hamidreza Shariatmadari et al. IEEE COMMUNICATIONS MAGAZINE
- From QoS to QoE: A Tutorial on Video Quality Assessment
- (2015) Yanjiao Chen et al. IEEE Communications Surveys and Tutorials
- Energy-Efficient Base-Stations Sleep-Mode Techniques in Green Cellular Networks: A Survey
- (2015) Jingjin Wu et al. IEEE Communications Surveys and Tutorials
- Cloud RAN for Mobile Networks—A Technology Overview
- (2015) Aleksandra Checko et al. IEEE Communications Surveys and Tutorials
- 5G cellular: key enabling technologies and research challenges
- (2015) Ekram Hossain et al. IEEE INSTRUMENTATION & MEASUREMENT MAGAZINE
- Exploiting Client-Side Collected Measurements to Perform QoS Assessment of IaaS
- (2015) Ammar Kamel et al. IEEE TRANSACTIONS ON MOBILE COMPUTING
- Joint Beamforming Optimization and Power Control for Full-Duplex MIMO Two-Way Relay Channel
- (2015) Gan Zheng IEEE TRANSACTIONS ON SIGNAL PROCESSING
- The quality of experience perspective toward 5G technology
- (2015) Laura Pierucci IEEE WIRELESS COMMUNICATIONS
- Recent advances in energy-efficient networks and their application in 5G systems
- (2015) Gang Wu et al. IEEE WIRELESS COMMUNICATIONS
- Cooperative interference mitigation and handover management for heterogeneous cloud small cell networks
- (2015) Haijun Zhang et al. IEEE WIRELESS COMMUNICATIONS
- Deep learning
- (2015) Yann LeCun et al. NATURE
- Key techniques for 5G wireless communications: network architecture, physical layer, and MAC layer perspectives
- (2015) Zheng Ma et al. Science China-Information Sciences
- IEEE ACCESS SPECIAL SECTION EDITORIAL: ARTIFICIAL INTELLIGENCE ENABLED NETWORKING
- (2015) Junaid Qadir et al. IEEE Access
- Artificial Intelligence-Based Techniques for Emerging Heterogeneous Network: State of the Arts, Opportunities, and Challenges
- (2015) Xiaofei Wang et al. IEEE Access
- A Survey of 5G Network: Architecture and Emerging Technologies
- (2015) A. Gupta et al. IEEE Access
- Coalition Games for Spatio-Temporal Big Data in Internet of Vehicles Environment: A Comparative Analysis
- (2015) Neeraj Kumar et al. IEEE Internet of Things Journal
- An empirical comparison of botnet detection methods
- (2014) S. García et al. COMPUTERS & SECURITY
- Applications of self-interference cancellation in 5G and beyond
- (2014) Steven Hong et al. IEEE COMMUNICATIONS MAGAZINE
- Five disruptive technology directions for 5G
- (2014) Federico Boccardi et al. IEEE COMMUNICATIONS MAGAZINE
- Cognitive radio in 5G: a perspective on energy-spectral efficiency trade-off
- (2014) Xuemin Hong et al. IEEE COMMUNICATIONS MAGAZINE
- Enable device-to-device communications underlaying cellular networks: challenges and research aspects
- (2014) Lili Wei et al. IEEE COMMUNICATIONS MAGAZINE
- 5GNOW: non-orthogonal, asynchronous waveforms for future mobile applications
- (2014) Gerhard Wunder et al. IEEE COMMUNICATIONS MAGAZINE
- Cellular architecture and key technologies for 5G wireless communication networks
- (2014) Cheng-Xiang Wang et al. IEEE COMMUNICATIONS MAGAZINE
- Cloud technologies for flexible 5G radio access networks
- (2014) Peter Rost et al. IEEE COMMUNICATIONS MAGAZINE
- Social-aware D2D communications: qualitative insights and quantitative analysis
- (2014) Yong Li et al. IEEE COMMUNICATIONS MAGAZINE
- Millimeter-wave beamforming as an enabling technology for 5G cellular communications: theoretical feasibility and prototype results
- (2014) Wonil Roh et al. IEEE COMMUNICATIONS MAGAZINE
- Massive MIMO for next generation wireless systems
- (2014) Erik G. Larsson et al. IEEE COMMUNICATIONS MAGAZINE
- Scenarios for 5G mobile and wireless communications: the vision of the METIS project
- (2014) Afif Osseiran et al. IEEE COMMUNICATIONS MAGAZINE
- What Will 5G Be?
- (2014) Jeffrey G. Andrews et al. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS
- NFV: state of the art, challenges, and implementation in next generation mobile networks (vEPC)
- (2014) Hassan Hawilo et al. IEEE NETWORK
- Challenges in 5G: how to empower SON with big data for enabling 5G
- (2014) Ali Imran et al. IEEE NETWORK
- Three-Dimensional Beamforming: A new enabling technology for 5G wireless networks
- (2014) S. Mohammad Razavizadeh et al. IEEE SIGNAL PROCESSING MAGAZINE
- Resource Allocation in Spectrum-Sharing OFDMA Femtocells With Heterogeneous Services
- (2014) Haijun Zhang et al. IEEE TRANSACTIONS ON COMMUNICATIONS
- 5G Network Capacity: Key Elements and Technologies
- (2014) Qian Clara Li et al. IEEE Vehicular Technology Magazine
- Emerging technologies and research challenges for 5G wireless networks
- (2014) Woon Chin et al. IEEE WIRELESS COMMUNICATIONS
- Direct mobile-to-mobile communication: Paradigm for 5G
- (2014) Shahid Mumtaz et al. IEEE WIRELESS COMMUNICATIONS
- Evolution toward 5G multi-tier cellular wireless networks: An interference management perspective
- (2014) Ekram Hossain et al. IEEE WIRELESS COMMUNICATIONS
- Millimeter-Wave Cellular Wireless Networks: Potentials and Challenges
- (2014) Sundeep Rangan et al. PROCEEDINGS OF THE IEEE
- Challenges of System-Level Simulations and Performance Evaluation for 5G Wireless Networks
- (2014) Ying Wang et al. IEEE Access
- Internet of Things (IoT): A vision, architectural elements, and future directions
- (2013) Jayavardhana Gubbi et al. Future Generation Computer Systems-The International Journal of eScience
- Context Aware Computing for The Internet of Things: A Survey
- (2013) Charith Perera et al. IEEE Communications Surveys and Tutorials
- Network anomaly detection with the restricted Boltzmann machine
- (2013) Ugo Fiore et al. NEUROCOMPUTING
- Millimeter Wave Mobile Communications for 5G Cellular: It Will Work!
- (2013) T. S. Rappaport et al. IEEE Access
- A Survey of Self Organisation in Future Cellular Networks
- (2012) Osianoh Glenn Aliu et al. IEEE Communications Surveys and Tutorials
- Cognitive machine-to-machine communications: visions and potentials for the smart grid
- (2012) Yan Zhang et al. IEEE NETWORK
- Machine Learning Algorithms in Bipedal Robot Control
- (2012) Shouyi Wang et al. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND RE
- Smart Grid Technologies: Communication Technologies and Standards
- (2011) Vehbi C. Gungor et al. IEEE Transactions on Industrial Informatics
- Remote Patient Monitoring Within a Future 5G Infrastructure
- (2010) Vladimir Oleshchuk et al. WIRELESS PERSONAL COMMUNICATIONS
- Trends in the development of communication networks: Cognitive networks
- (2009) Carolina Fortuna et al. Computer Networks
- Network virtualization: state of the art and research challenges
- (2009) N.M.M.K. Chowdhury et al. IEEE COMMUNICATIONS MAGAZINE
Discover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversationCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now