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With the formation of next generation wireless communication, a growing number of new applications like internet of things, autonomous car, and drone is crowding the unlicensed spectrum. Licensed network such as the long-term evolution…

Machine Learning · Computer Science 2021-05-28 Po-Kan Shih

With the arrival of next generation wireless communication, a growing number of new applications like internet of things, autonomous driving systems, and drone are crowding the unlicensed spectrum. Licensed network such as the long-term…

Machine Learning · Computer Science 2021-07-07 Po-Kan Shih , Bahman Moraffah

We leverage stochastic geometry to characterize key performance metrics for neighboring Wi-Fi and LTE networks in unlicensed spectrum. Our analysis focuses on a single unlicensed frequency band, where the locations for the Wi-Fi access…

Information Theory · Computer Science 2016-11-17 Yingzhe Li , Francois Baccelli , Jeffrey G. Andrews , Thomas D. Novlan , Jianzhong Charlie Zhang

To meet the ever-growing demands of data throughput for forthcoming and deployed wireless networks, new wireless technologies like Long-Term Evolution License-Assisted Access (LTE-LAA) operate in shared and unlicensed bands. However, the…

Signal Processing · Electrical Eng. & Systems 2021-02-25 Zachary J. Grey , Susanna Mosleh , Jacob D. Rezac , Yao Ma , Jason B. Coder , Andrew M. Dienstfrey

5G has to fulfill the requirements of ultra-dense, scalable, and customizable networks such as IoT while increasing spectrum and energy efficiency. Given the diversity of envisaged applications and scenarios, one crucial property for 5G New…

Networking and Internet Architecture · Computer Science 2018-01-17 Suzan Bayhan , Gürkan Gür , Anatolij Zubow

Next generation networks are envisioned to have ubiquitous availability and seamless access as main goals. In general, coexistence of multiple access technologies is one of the most promising way to achieve these goals, particularly using…

Networking and Internet Architecture · Computer Science 2018-08-27 Suganya S , Ramesh C , Sumit Maheshwari

This paper investigates the co-existence of Wi-Fi and LTE in emerging unlicensed frequency bands which are intended to accommodate multiple radio access technologies. Wi-Fi and LTE are the two most prominent access technologies being…

Information Theory · Computer Science 2016-11-17 Shweta Sagari , Samuel Baysting , Dola Saha , Ivan Seskar , Wade Trappe , Dipankar Raychaudhuri

Coexistence of small-cell LTE and Wi-Fi networks in unlicensed bands at $5$ GHz is a topic of active interest, primarily driven by industry groups affiliated with the two (cellular and Wi-Fi) segments. A notable alternative to the 3GPP Rel.…

Signal Processing · Electrical Eng. & Systems 2018-05-09 Morteza Mehrnoush , Rohan Patidar , Sumit Roy , Thomas Henderson

The application of Machine Learning (ML) techniques to complex engineering problems has proved to be an attractive and efficient solution. ML has been successfully applied to several practical tasks like image recognition, automating…

Networking and Internet Architecture · Computer Science 2020-03-31 Adam Dziedzic , Vanlin Sathya , Muhammad Iqbal Rochman , Monisha Ghosh , Sanjay Krishnan

LTE in unlicensed spectrum using licensed assisted access LTE (LTE-LAA) is a promising approach to overcome the wireless spectrum scarcity. However, to reap the benefits of LTE-LAA, a fair coexistence mechanism with other incumbent WiFi…

Information Theory · Computer Science 2018-12-18 Ursula Challita , Li Dong , Walid Saad

Federated learning (FL) as a promising edge-learning framework can effectively address the latency and privacy issues by featuring distributed learning at the devices and model aggregation in the central server. In order to enable efficient…

Information Theory · Computer Science 2022-07-12 Chunmei Xu , Shengheng Liu , Zhaohui Yang , Yongming Huang , Kai-Kit Wong

With the rapid proliferation of smart mobile devices, federated learning (FL) has been widely considered for application in wireless networks for distributed model training. However, data heterogeneity, e.g., non-independently identically…

Machine Learning · Computer Science 2023-08-08 Xuefeng Han , Jun Li , Wen Chen , Zhen Mei , Kang Wei , Ming Ding , H. Vincent Poor

With the exponential growth in mobile data traffic taking place currently and projected into the future, mobile operators need cost effective ways to manage the load of their networks. Traditionally, this has been achieved by offloading…

Networking and Internet Architecture · Computer Science 2022-11-18 Alireza Babaei , Jennifer Andreoli-Fang , Belal Hamzeh

Wireless federated learning (WFL) suffers from heterogeneity prevailing in the data distributions, computing powers, and channel conditions of participating devices. This paper presents a new Federated Learning with Adjusted leaRning ratE…

Signal Processing · Electrical Eng. & Systems 2024-04-24 Bingnan Xiao , Jingjing Zhang , Wei Ni , Xin Wang

We consider the problem of fair coexistence between LTE and Wi-Fi systems in the unlicensed 5 GHz U-NII bands. We focus on the misbehavior opportunities due to the heterogeneity in channel access mechanism and the lack of a common control…

Networking and Internet Architecture · Computer Science 2021-04-08 Islam Samy , Xiao Han , Loukas Lazos , Ming Li , Yong Xiao , Marwan Krunz

Proponents of deploying LTE in the 5 GHz band for providing additional cellular network capacity have claimed that LTE would be a better neighbour to Wi-Fi in the unlicensed band, than Wi-Fi is to itself. On the other side of the debate,…

Networking and Internet Architecture · Computer Science 2016-09-13 Ljiljana Simić , Andra M. Voicu , Petri Mähönen , Marina Petrova , J. Pierre de Vries

LTE/WiFi Aggregation (LWA) provides a promising approach to relieve data traffic congestion in licensed bands by leveraging unlicensed bands. Critical challenges arise from provisioning quality-of-service (QoS) through heterogenous…

Information Theory · Computer Science 2018-02-07 Yu Gu , Qimei Cui , Wei Ni , Ping Zhang , Weihua Zhuang

Unlicensed spectrum supports diverse traffic with stringent Quality-of-Service (QoS) requirements. In NR-U/Wi-Fi coexistence,the values of MAC parameters critically influence delay, collision behavior, and airtime fairness and efficiency.…

Systems and Control · Electrical Eng. & Systems 2025-12-16 Mohammad Reza Fasihi , Brian L. Mark

The unlicensed spectrum has been utilized to make up the shortage on frequency spectrum in new radio (NR) systems. To fully exploit the advantages brought by the unlicensed bands, one of the key issues is to guarantee the fair coexistence…

Information Theory · Computer Science 2021-02-24 Rui Yin , Zhiqun Zou , Celimuge Wu , Jiantao Yuan , Xianfu Chen , Guanding Yu

Federated learning (FL) is a useful tool in distributed machine learning that utilizes users' local datasets in a privacy-preserving manner. When deploying FL in a constrained wireless environment; however, training models in a…

Machine Learning · Computer Science 2022-05-06 Jake Perazzone , Shiqiang Wang , Mingyue Ji , Kevin Chan
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