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The recent revival of artificial intelligence (AI) is revolutionizing almost every branch of science and technology. Given the ubiquitous smart mobile gadgets and Internet of Things (IoT) devices, it is expected that a majority of…

Information Theory · Computer Science 2018-09-05 Guangxu Zhu , Dongzhu Liu , Yuqing Du , Changsheng You , Jun Zhang , Kaibin Huang

The increasing demand for highly customized products, as well as flexible production lines, can be seen as trigger for the "fourth industrial revolution", referred to as "Industrie 4.0". Current systems usually rely on wire-line…

Smart manufacturing is a vision and major driver for change in industrial environments. The goal of smart manufacturing is to optimize manufacturing processes through constantly monitoring and adapting processes towards more efficient and…

With the deployment of the fifth generation (5G) wireless systems gathering momentum across the world, possible technologies for 6G are under active research discussions. In particular, the role of machine learning (ML) in 6G is expected to…

Signal Processing · Electrical Eng. & Systems 2022-06-27 Ahmet M. Elbir , Wei Shi , Kumar Vijay Mishra , Anastasios K. Papazafeiropoulos , Symeon Chatzinotas

Hardly any other area of research has recently attracted as much attention as machine learning (ML) through the rapid advances in artificial intelligence (AI). This publication provides a short introduction to practical concepts and methods…

General Economics · Economics 2020-12-17 Ali R. Baghirzade

We have witnessed an exponential growth in commercial data services, which has lead to the 'big data era'. Machine learning, as one of the most promising artificial intelligence tools of analyzing the deluge of data, has been invoked in…

Networking and Internet Architecture · Computer Science 2019-12-16 Yuanwei Liu , Suzhi Bi , Zhiyuan Shi , Lajos Hanzo

Machine learning (ML) is an important component for enabling automation in Radio Access Networks (RANs). The work on applying ML for RAN has been under development for many years and is now also drawing attention in 3GPP and Open-RAN…

Networking and Internet Architecture · Computer Science 2022-03-16 Henrik Rydén , Alex Palaios , László Hévizi , David Sandberg , Tor Kvernvik , Hamed Farhadi

In this paper, the application of 5G communication technology in an industrial environment is discussed. It acts as an enabler for the separation of sensors/actors and resources, like memory and computational power. 5G offers…

Networking and Internet Architecture · Computer Science 2019-04-05 Florian Voigtländer , Ali Ramadan , Joseph Eichinger , Jürgen Grotepass , Karthikeyan Ganesan , Federico Diez Canseco , Dirk Pensky , Alois Knoll

With outstanding features, Machine Learning (ML) has been the backbone of numerous applications in wireless networks. However, the conventional ML approaches have been facing many challenges in practical implementation, such as the lack of…

Lots of hopes have been placed on Machine Learning (ML) as a key enabler of future wireless networks. By taking advantage of large volumes of data, ML is expected to deal with the ever-increasing complexity of networking problems.…

Networking and Internet Architecture · Computer Science 2020-02-18 Francesc Wilhelmi , Sergio Barrachina-Muñoz , Boris Bellalta , Cristina Cano , Anders Jonsson , Vishnu Ram

The fifth generation (5G) mobile communication technology integrates communication, positioning, and mapping functionalities as an in-built feature. This has drawn significant attention from industries owing to the capability of replacing…

Signal Processing · Electrical Eng. & Systems 2024-09-23 Karthik Muthineni , Alexander Artemenko , Josep Vidal , Montse Nájar

Integrating sensing and communication is a defining theme for future wireless systems. This is motivated by the promising performance gains, especially as they assist each other, and by the better utilization of the wireless and hardware…

Signal Processing · Electrical Eng. & Systems 2022-12-27 Umut Demirhan , Ahmed Alkhateeb

The primary focus of Artificial Intelligence/Machine Learning (AI/ML) integration within the wireless technology is to reduce capital expenditures, optimize network performance, and build new revenue streams. Replacing traditional…

Networking and Internet Architecture · Computer Science 2022-03-17 Anita Patil , Sridhar Iyer , Rahul Jashvantbhai Pandya

In recent years, techniques developed in artificial intelligence (AI), especially those in machine learning (ML), have been successfully applied in various areas, leading to a widespread belief that AI will collectively play an important…

Information Theory · Computer Science 2021-09-24 Wen Tong , Geoffrey Ye Li

A great deal of attention has been recently given to Machine Learning (ML) techniques in many different application fields. This paper provides a vision of what ML can do in Power Line Communications (PLC). We firstly and briefly describe…

Signal Processing · Electrical Eng. & Systems 2019-06-07 Andrea M. Tonello , Nunzio A. Letizia , Davide Righini , Francesco Marcuzzi

Recent technological and architectural advancements in 5G networks have proven their worth as the deployment has started over the world. Key performance elevating factor from access to core network are softwareization, cloudification and…

Cryptography and Security · Computer Science 2020-07-10 Noman Haider , Muhammad Zeeshan Baig , Muhammad Imran

Wireless systems are vulnerable to various attacks such as jamming and eavesdropping due to the shared and broadcast nature of wireless medium. To support both attack and defense strategies, machine learning (ML) provides automated means to…

Networking and Internet Architecture · Computer Science 2020-01-27 Yalin E. Sagduyu , Yi Shi , Tugba Erpek , William Headley , Bryse Flowers , George Stantchev , Zhuo Lu

The 5th generation (5G) of wireless systems is being deployed with the aim to provide many sets of wireless communication services, such as low data rates for a massive amount of devices, broadband, low latency, and industrial wireless…

Spurred by the recent advances in deep learning to harness rich information hidden in large volumes of data and to tackle problems that are hard to model/solve (e.g., resource allocation problems), there is currently tremendous excitement…

Networking and Internet Architecture · Computer Science 2020-09-08 Muhammad Usama , Rupendra Nath Mitra , Inaam Ilahi , Junaid Qadir , Mahesh K. Marina

Detection of easily missed hidden patterns with fast processing power makes machine learning (ML) indispensable to today's healthcare system. Though many ML applications have already been discovered and many are still under investigation,…

Machine Learning · Computer Science 2023-07-27 Mrinmoy Roy , Sarwar J. Minar , Porarthi Dhar , A T M Omor Faruq