4.7 Article

Towards artificial intelligence enabled 6G: State of the art, challenges, and opportunities

Related references

Note: Only part of the references are listed.
Article Engineering, Civil

Data Driven Service Orchestration for Vehicular Networks

Anestis Dalgkitsis et al.

Summary: This study examines the combination of deep learning-based mobility prediction and genetic algorithm-assisted service orchestration to reduce service latency and maximize resource utilization. Through simulation experiments, it was found that gains in low latency were achieved in all scenarios examined.

IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS (2021)

Article Engineering, Electrical & Electronic

Toward 6G Networks: Use Cases and Technologies

Marco Giordani et al.

IEEE COMMUNICATIONS MAGAZINE (2020)

Article Computer Science, Information Systems

A Survey of Machine Learning Techniques Applied to Software Defined Networking (SDN): Research Issues and Challenges

Junfeng Xie et al.

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS (2019)

Article Computer Science, Hardware & Architecture

DEEP LEARNING IN PHYSICAL LAYER COMMUNICATIONS

Zhijin Qin et al.

IEEE WIRELESS COMMUNICATIONS (2019)

Article Computer Science, Information Systems

Learning to Communicate in UAV-Aided Wireless Networks: Map-Based Approaches

Omid Esrafilian et al.

IEEE INTERNET OF THINGS JOURNAL (2019)

Article Telecommunications

Wireless Brain Computer Interface for Smart Home and Medical System

Syed Rehan Abbas Jafri et al.

WIRELESS PERSONAL COMMUNICATIONS (2019)

Article Engineering, Electrical & Electronic

Massive MIMO is a reality-What is next? Five promising research directions for antenna arrays

Emil Bjornson et al.

DIGITAL SIGNAL PROCESSING (2019)

Article Computer Science, Hardware & Architecture

6G Wireless Communications: Vision and Potential Techniques

Ping Yang et al.

IEEE NETWORK (2019)

Article Computer Science, Hardware & Architecture

AN OVERVIEW OF NETWORK SLICING FOR 5G

Shunliang Zhang

IEEE WIRELESS COMMUNICATIONS (2019)

Article Computer Science, Hardware & Architecture

INTELLIGENT COGNITIVE RADIO IN 5G: AI-BASED HIERARCHICAL COGNITIVE CELLULAR NETWORKS

Dan Wang et al.

IEEE WIRELESS COMMUNICATIONS (2019)

Article Computer Science, Hardware & Architecture

ARTIFICIAL INTELLIGENCE EMPOWERED EDGE COMPUTING AND CACHING FOR INTERNET OF VEHICLES

Yueyue Dai et al.

IEEE WIRELESS COMMUNICATIONS (2019)

Article Engineering, Electrical & Electronic

The Roadmap to 6G: AI Empowered Wireless Networks

Khaled B. Letaief et al.

IEEE COMMUNICATIONS MAGAZINE (2019)

Article Engineering, Electrical & Electronic

Terahertz-B and Ultra-Massive Spatial Modulation MIMO

Hadi Sarieddeen et al.

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS (2019)

Article Engineering, Electrical & Electronic

Intelligent Resource Scheduling for 5G Radio Access Network Slicing

Mu Yan et al.

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY (2019)

Article Engineering, Electrical & Electronic

6G TECHNOLOGIES Key Drivers, Core Requirements, System Architectures, and Enabling Technologies

Baiqing Zong et al.

IEEE VEHICULAR TECHNOLOGY MAGAZINE (2019)

Article Engineering, Electrical & Electronic

6G:THE NEXT FRONTIER From Holographic Messaging to Artificial Intelligence Using Subterahertz and Visible Light Communication

Emilio Calvanese Strinati et al.

IEEE VEHICULAR TECHNOLOGY MAGAZINE (2019)

Article Engineering, Electrical & Electronic

AI-ENABLED FUTURE WIRELESS NETWORKS Challenges, Opportunities, and Open Issues

Medhat Elsayed et al.

IEEE VEHICULAR TECHNOLOGY MAGAZINE (2019)

Article Computer Science, Hardware & Architecture

OPTIMIZING SPACE-AIR-GROUND INTEGRATED NETWORKS BY ARTIFICIAL INTELLIGENCE

Nei Kato et al.

IEEE WIRELESS COMMUNICATIONS (2019)

Article Engineering, Electrical & Electronic

Multi-Tenant Cross-Slice Resource Orchestration: A Deep Reinforcement Learning Approach

Xianfu Chen et al.

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS (2019)

Article Engineering, Electrical & Electronic

Wireless Networks Design in the Era of Deep Learning: Model-Based, AI-Based, or Both?

Alessio Zappone et al.

IEEE TRANSACTIONS ON COMMUNICATIONS (2019)

Article Computer Science, Hardware & Architecture

Machine Learning for Intelligent Authentication in 5G and Beyond Wireless Networks

He Fang et al.

IEEE WIRELESS COMMUNICATIONS (2019)

Review Engineering, Electrical & Electronic

Green 5G enabling technologies: an overview

Shunliang Zhang et al.

IET COMMUNICATIONS (2019)

Proceedings Paper Computer Science, Software Engineering

SliceNet Control Plane for 5G Network Slicing in Evolving Future Networks

Luca Baldini et al.

PROCEEDINGS OF THE 2019 IEEE CONFERENCE ON NETWORK SOFTWARIZATION (NETSOFT 2019) (2019)

Article Computer Science, Information Systems

A Survey of Networking Applications Applying the Software Defined Networking Concept Based on Machine Learning

Yanling Zhao et al.

IEEE ACCESS (2019)

Article Computer Science, Information Systems

Dynamic N-Gram System Based on an Online Croatian Spellchecking Service

Gordan Gledec et al.

IEEE ACCESS (2019)

Article Computer Science, Information Systems

Deep Learning in Mobile and Wireless Networking: A Survey

Chaoyun Zhang et al.

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS (2019)

Article Computer Science, Information Systems

Applications of Deep Reinforcement Learning in Communications and Networking: A Survey

Nguyen Cong Luong et al.

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS (2019)

Article Computer Science, Information Systems

Quantum Machine Learning for 6G Communication Networks: State-of-the-Art and Vision for the Future

Syed Junaid Nawaz et al.

IEEE ACCESS (2019)

Article Computer Science, Information Systems

A Survey on Green 6G Network: Architecture and Technologies

Tongyi Huang et al.

IEEE ACCESS (2019)

Article Telecommunications

Deep Learning-Aided SCMA

Minhoe Kim et al.

IEEE COMMUNICATIONS LETTERS (2018)

Article Engineering, Electrical & Electronic

Combating the Distance Problem in the Millimeter Wave and Terahertz Frequency Bands

Ian F. Akyildiz et al.

IEEE COMMUNICATIONS MAGAZINE (2018)

Article Engineering, Electrical & Electronic

Beyond 5G: THz-Based Medium Access Protocol for Mobile Heterogeneous Networks

Angela Sara Cacciapuoti et al.

IEEE COMMUNICATIONS MAGAZINE (2018)

Article Engineering, Electrical & Electronic

Propagation Modeling for Wireless Communications in the Terahertz Band

Chong Han et al.

IEEE COMMUNICATIONS MAGAZINE (2018)

Article Computer Science, Information Systems

Simultaneous Wireless Information and Power Transfer (SWIPT): Recent Advances and Future Challenges

Tharindu D. Ponnimbaduge Perera et al.

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS (2018)

Article Engineering, Electrical & Electronic

Spectrum Access In Cognitive Radio Using a Two-Stage Reinforcement Learning Approach

Vishnu Raj et al.

IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING (2018)

Article Engineering, Electrical & Electronic

Deep Learning Based Communication Over the Air

Sebastian Doerner et al.

IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING (2018)

Article Computer Science, Artificial Intelligence

Semi-Supervised Deep Learning Using Pseudo Labels for Hyperspectral Image Classification

Hao Wu et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2018)

Article Engineering, Electrical & Electronic

Beyond Massive MIMO: The Potential of Data Transmission With Large Intelligent Surfaces

Sha Hu et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2018)

Article Engineering, Electrical & Electronic

User-Centric View of Unmanned Aerial Vehicle Transmission Against Smart Attacks

Liang Xiao et al.

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY (2018)

Article Engineering, Electrical & Electronic

Deep Learning for an Effective Nonorthogonal Multiple Access Scheme

Guan Gui et al.

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY (2018)

Article Engineering, Electrical & Electronic

Deep Learning for Super-Resolution Channel Estimation and DOA Estimation Based Massive MIMO System

Hongji Huang et al.

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY (2018)

Article Engineering, Electrical & Electronic

User Scheduling and Resource Allocation in HetNets With Hybrid Energy Supply: An Actor-Critic Reinforcement Learning Approach

Yifei Wei et al.

IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS (2018)

Article Engineering, Electrical & Electronic

6G VISION AND REQUIREMENTS

Klaus David et al.

IEEE VEHICULAR TECHNOLOGY MAGAZINE (2018)

Article Computer Science, Artificial Intelligence

A survey on deep learning for big data

Qingchen Zhang et al.

INFORMATION FUSION (2018)

Article Computer Science, Artificial Intelligence

Optimal and Autonomous Control Using Reinforcement Learning: A Survey

Bahare Kiumarsi et al.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2018)

Article Computer Science, Information Systems

Topology-Transparent Scheduling Based on Reinforcement Learning in Self-Organized Wireless Networks

Mu Qiao et al.

IEEE ACCESS (2018)

Article Computer Science, Information Systems

A Survey of Deep Learning: Platforms, Applications and Emerging Rlesearch Trends

William Grant Hatcher et al.

IEEE ACCESS (2018)

Article Computer Science, Information Systems

Machine Learning and Deep Learning Methods for Cybersecurity

Yang Xin et al.

IEEE ACCESS (2018)

Article Computer Science, Information Systems

Deep Learning for Massive MIMO CSI Feedback

Chao-Kai Wen et al.

IEEE WIRELESS COMMUNICATIONS LETTERS (2018)

Article Computer Science, Information Systems

Power of Deep Learning for Channel Estimation and Signal Detection in OFDM Systems

Hao Ye et al.

IEEE WIRELESS COMMUNICATIONS LETTERS (2018)

Article Engineering, Electrical & Electronic

Learning Radio Resource Management in RANs: Framework, Opportunities, and Challenges

Francesco Davide Calabrese et al.

IEEE COMMUNICATIONS MAGAZINE (2018)

Article Computer Science, Information Systems

Towards 5G: A Reinforcement Learning-Based Scheduling Solution for Data Traffic Management

Ioan-Sorin Comsa et al.

IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT (2018)

Article Telecommunications

A Very Brief Introduction to Machine Learning With Applications to Communication Systems

Osvaldo Simeone

IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING (2018)

Proceedings Paper Computer Science, Hardware & Architecture

Long-Term Mobile Traffic Forecasting Using Deep Spatio-Temporal Neural Networks

Chaoyun Zhang et al.

PROCEEDINGS OF THE 2018 THE NINETEENTH INTERNATIONAL SYMPOSIUM ON MOBILE AD HOC NETWORKING AND COMPUTING (MOBIHOC '18) (2018)

Article Computer Science, Information Systems

Deep Reinforcement Learning for Resource Management in Network Slicing

Rongpeng Li et al.

IEEE ACCESS (2018)

Article Telecommunications

Deep Learning Models for Wireless Signal Classification With Distributed Low-Cost Spectrum Sensors

Sreeraj Ratendran et al.

IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING (2018)

Article Computer Science, Information Systems

State-of-the-Art Deep Learning: Evolving Machine Intelligence Toward Tomorrow's Intelligent Network Traffic Control Systems

Zubair Md. Fadlullah et al.

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS (2017)

Article Computer Science, Information Systems

A Survey of Machine Learning Techniques Applied to Self-Organizing Cellular Networks

Paulo Valente Klaine et al.

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS (2017)

Article Engineering, Electrical & Electronic

A Game Theoretic Approach for Distributed Resource Allocation and Orchestration of Softwarized Networks

Salvatore D'Oro et al.

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS (2017)

Article Engineering, Electrical & Electronic

Deep Reinforcement Learning A brief survey

Kai Arulkumaran et al.

IEEE SIGNAL PROCESSING MAGAZINE (2017)

Article Computer Science, Hardware & Architecture

Towards an Energy-Efficient Anomaly-Based Intrusion Detection Engine for Embedded Systems

Eduardo Viegas et al.

IEEE TRANSACTIONS ON COMPUTERS (2017)

Article Computer Science, Hardware & Architecture

Routing or Computing? The Paradigm Shift Towards Intelligent Computer Network Packet Transmission Based on Deep Learning

Bomin Mao et al.

IEEE TRANSACTIONS ON COMPUTERS (2017)

Article Computer Science, Information Systems

Data Analytics for Diagnosing the RF Condition in Self-Organizing Networks

Ana Gomez-Andrades et al.

IEEE TRANSACTIONS ON MOBILE COMPUTING (2017)

Article Engineering, Electrical & Electronic

Reinforcement Learning With Network-Assisted Feedback for Heterogeneous RAT Selection

Duong D. Nguyen et al.

IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS (2017)

Article Engineering, Electrical & Electronic

Bayesian Reinforcement Learning-Based Coalition Formation for Distributed Resource Sharing by Device-to-Device Users in Heterogeneous Cellular Networks

Alia Asheralieva

IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS (2017)

Article Computer Science, Hardware & Architecture

MACHINE LEARNING PARADIGMS FOR NEXT-GENERATION WIRELESS NETWORKS

Chunxiao Jiang et al.

IEEE WIRELESS COMMUNICATIONS (2017)

Article Computer Science, Hardware & Architecture

INTELLIGENT 5G: WHEN CELLULAR NETWORKS MEET ARTIFICIAL INTELLIGENCE

Rongpeng Li et al.

IEEE WIRELESS COMMUNICATIONS (2017)

Article Computer Science, Hardware & Architecture

Anomaly detection of spectrum in wireless communication via deep auto-encoders

Qingsong Feng et al.

JOURNAL OF SUPERCOMPUTING (2017)

Article Engineering, Electrical & Electronic

A guide to wireless networking by light

Harald Haas et al.

PROGRESS IN QUANTUM ELECTRONICS (2017)

Article Computer Science, Information Systems

Network Intrusion Detection through Stacking Dilated Convolutional Autoencoders

Yang Yu et al.

SECURITY AND COMMUNICATION NETWORKS (2017)

Article Computer Science, Information Systems

A Deep Learning Approach for Intrusion Detection Using Recurrent Neural Networks

Chuanlong Yin et al.

IEEE ACCESS (2017)

Article Telecommunications

An Introduction to Deep Learning for the Physical Layer

Timothy O'Shea et al.

IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING (2017)

Article Telecommunications

Deep Learning for Wireless Physical Layer: Opportunities and Challenges

Tianqi Wang et al.

CHINA COMMUNICATIONS (2017)

Article Computer Science, Hardware & Architecture

DDoS in the IoT: Mirai and Other Botnets

Constantinos Kolias et al.

COMPUTER (2017)

Article Computer Science, Artificial Intelligence

Building AI Applications: Yesterday, Today, and Tomorrow

Reid G. Smith et al.

AI MAGAZINE (2017)

Article Computer Science, Information Systems

A Survey of Data Mining and Machine Learning Methods for Cyber Security Intrusion Detection

Anna L. Buczak et al.

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS (2016)

Article Computer Science, Hardware & Architecture

A Neural Network for Quality of Experience Estimation in Mobile Communications

Laura Pierucci et al.

IEEE MULTIMEDIA (2016)

Article Computer Science, Information Systems

Big Data Meet Green Challenges: Big Data Toward Green Applications

Jinsong Wu et al.

IEEE SYSTEMS JOURNAL (2016)

Review Computer Science, Hardware & Architecture

Neural networks in wireless networks: Techniques, applications and guidelines

Nauman Ahad et al.

JOURNAL OF NETWORK AND COMPUTER APPLICATIONS (2016)

Article Multidisciplinary Sciences

Mastering the game of Go with deep neural networks and tree search

David Silver et al.

NATURE (2016)

Article Computer Science, Information Systems

Cognitive Cellular Networks: A Q-Learning Framework for Self-Organizing Networks

Stephen S. Mwanje et al.

IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT (2016)

Article Computer Science, Information Systems

Cognitive Cellular Networks: A Q-Learning Framework for Self-Organizing Networks

Stephen S. Mwanje et al.

IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT (2016)

Article Engineering, Electrical & Electronic

Energy-Efficiency Oriented Traffic Offloading in Wireless Networks: A Brief Survey and a Learning Approach for Heterogeneous Cellular Networks

Xianfu Chen et al.

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS (2015)

Article Engineering, Electrical & Electronic

Channel Estimation for Massive MIMO Using Gaussian-Mixture Bayesian Learning

Chao-Kai Wen et al.

IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS (2015)

Article Computer Science, Hardware & Architecture

LARGE-SCALE CONVEX OPTIMIZATION FOR ULTRA-DENSE CLOUD-RAN

Yuanming Shi et al.

IEEE WIRELESS COMMUNICATIONS (2015)

Article Multidisciplinary Sciences

Human-level control through deep reinforcement learning

Volodymyr Mnih et al.

NATURE (2015)

Review Multidisciplinary Sciences

Deep learning

Yann LeCun et al.

NATURE (2015)

Article Computer Science, Information Systems

Cognition-Based Networks: A New Perspective on Network Optimization Using Learning and Distributed Intelligence

Michele Zorzi et al.

IEEE ACCESS (2015)

Article Computer Science, Information Systems

A Survey of 5G Network: Architecture and Emerging Technologies

Akhil Gupta et al.

IEEE ACCESS (2015)

Article Computer Science, Information Systems

EXPOSURE: A Passive DNS Analysis Service to Detect and Report Malicious Domains

Leyla Bilge et al.

ACM TRANSACTIONS ON INFORMATION AND SYSTEM SECURITY (2014)

Article Computer Science, Information Systems

Droid-Sec: Deep Learning in Android Malware Detection

Zhenlong Yuan et al.

ACM SIGCOMM COMPUTER COMMUNICATION REVIEW (2014)

Article Engineering, Electrical & Electronic

Massive MIMO for Next Generation Wireless Systems

Erik G. Larsson et al.

IEEE COMMUNICATIONS MAGAZINE (2014)

Article Engineering, Electrical & Electronic

Living on the Edge: The Role of Proactive Caching in 5G Wireless Networks

Ejder Bastug et al.

IEEE COMMUNICATIONS MAGAZINE (2014)

Article Computer Science, Information Systems

Machine Learning in Wireless Sensor Networks: Algorithms, Strategies, and Applications

Mohammad Abu Alsheikh et al.

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS (2014)

Article Engineering, Electrical & Electronic

Terahertz band: Next frontier for wireless communications

Ian F. Akyildiz et al.

PHYSICAL COMMUNICATION (2014)

Article Engineering, Electrical & Electronic

An Advanced SOM Algorithm Applied to Handover Management Within LTE

Neil Sinclair et al.

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY (2013)

Article Computer Science, Artificial Intelligence

An efficient intrusion detection system based on support vector machines and gradually feature removal method

Yinhui Li et al.

EXPERT SYSTEMS WITH APPLICATIONS (2012)

Article Computer Science, Information Systems

HMMPayl: An intrusion detection system based on Hidden Markov Models

Davide Ariu et al.

COMPUTERS & SECURITY (2011)

Article Computer Science, Artificial Intelligence

SemiBoost: Boosting for Semi-Supervised Learning

Pavan Kumar Mallapragada et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2009)

Article Engineering, Electrical & Electronic

Automated diagnosis for UMTS networks using Bayesian network approach

Rana M. Khanafer et al.

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY (2008)

Article Computer Science, Artificial Intelligence

Representational power of restricted Boltzmann machines and deep belief networks

Nicolas Le Roux et al.

NEURAL COMPUTATION (2008)

Article Computer Science, Information Systems

A hybrid machine learning approach to network anomaly detection

Taeshik Shon et al.

INFORMATION SCIENCES (2007)

Article Computer Science, Artificial Intelligence

A fast learning algorithm for deep belief nets

Geoffrey E. Hinton et al.

NEURAL COMPUTATION (2006)