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In this paper, we introduce machine learning approaches that are used to prioritize outpatients (OP) according to their current health state, resulting in self-optimizing heterogeneous networks (HetNet) that intelligently adapt according to…

计算机与社会 · 计算机科学 2019-11-12 Mohammed Hadi , Ahmed Lawey , Taisir El-Gorashi , Jaafar Elmirghani

Big data analytics is one of the state-of-the-art tools to optimize networks and transform them from merely being a blind tube that conveys data, into a cognitive, conscious, and self-optimizing entity that can intelligently adapt according…

网络与互联网体系结构 · 计算机科学 2018-12-13 Mohammed S. Hadi , Ahmed Q. Lawey , Taisir E. H. El-Gorashi , J. M. H Elmirghani

Adept network management is key for supporting extremely heterogeneous applications with stringent quality of service (QoS) requirements; this is more so when envisioning the complex and ultra-dense 6G mobile heterogeneous network (HetNet).…

网络与互联网体系结构 · 计算机科学 2022-07-04 Mohammad Arif Hossain , Abdullah Ridwan Hossain , Nirwan Ansari

Heterogeneity in wireless network architectures (i.e., the coexistence of 3G, LTE, 5G, WiFi, etc.) has become a key component of current and future generation cellular networks. Simultaneous aggregation of each client's traffic across…

网络与互联网体系结构 · 计算机科学 2019-06-04 Ehsan Aryafar , Alireza Keshavarz-Haddad , Carlee Joe-Wong

Optimization algorithms for wireless systems play a fundamental role in improving their performance and efficiency. However, it is known that the complexity of conventional optimization algorithms in the literature often exponentially…

信号处理 · 电气工程与系统科学 2024-07-04 Rafael Cerna Loli , Bruno Clerckx

With the rapid advancement of 5G networks, billions of smart Internet of Things (IoT) devices along with an enormous amount of data are generated at the network edge. While still at an early age, it is expected that the evolving 6G network…

机器学习 · 计算机科学 2023-03-16 Bing Luo , Xiaomin Ouyang , Peng Sun , Pengchao Han , Ningning Ding , Jianwei Huang

Remote monitoring systems analyze the environment dynamics in different smart industrial applications, such as occupational health and safety, and environmental monitoring. Specifically, in industrial Internet of Things (IoT) systems, the…

网络与互联网体系结构 · 计算机科学 2023-05-04 Rami Hamdi , Ahmed Ben Said , Emna Baccour , Aiman Erbad , Amr Mohamed , Mounir Hamdi , Mohsen Guizani

5G heterogeneous networks (HetNets) can provide higher network coverage and system capacity to the user by deploying massive small base stations (BSs) within the 4G macro system. However, the large-scale deployment of small BSs…

网络与互联网体系结构 · 计算机科学 2021-03-02 Qianyu Liu , Chiew Foong Kwong , Sun Wei , Sijia Zhou , Lincan Li

This research introduces a revolutionary paradigm for HetNet management, presenting an innovative algorithmic framework that transcends traditional notions of network capacity enhancement. Our exploration delves into the intricate interplay…

网络与互联网体系结构 · 计算机科学 2023-12-22 Saimin Chen Zhang

An important issue in heterogeneous wireless networks is how to optimally utilize various radio resources. While many methods have been proposed for managing radio resources in each network, these methods are not suitable for heterogeneous…

网络与互联网体系结构 · 计算机科学 2021-01-08 Abbas Mirzaei , Morteza Barari , Houman Zarrabi

Current LTE network is faced with a plethora of Configuration and Optimization Parameters (COPs), both hard and soft, that are adjusted manually to manage the network and provide better Quality of Experience (QoE). With 5G in view, the…

网络与互联网体系结构 · 计算机科学 2022-02-01 Joel Shodamola , Usama Masood , Marvin Manalastas , Ali Imran

In heterogeneous networks (HetNets), how to improve spectrum efficiency is a crucial issue. Meanwhile increased energy consumption inspires network operators to deploy renewable energy sources as assistance to traditional electricity. Based…

网络与互联网体系结构 · 计算机科学 2020-06-16 Qiaoni Han , Bo Yang , Nan Song , Yuwei Li , Ping Wei

We study the problem of joint load balancing and interference mitigation in heterogeneous networks (HetNets) in which massive multiple-input multiple-output (MIMO) macro cell base station (BS) equipped with a large number of antennas,…

网络与互联网体系结构 · 计算机科学 2017-07-11 Trung Kien Vu , Mehdi Bennis , Sumudu Samarakoon , Mérouane Debbah , Matti Latva-aho

Vertical heterogeneous networks (vHetNets) are promising architectures to bring significant advantages for 6G and beyond mobile communications. High altitude platform station (HAPS), one of the nodes in the vHetNets, can be considered as a…

系统与控制 · 电气工程与系统科学 2023-10-02 Afsoon Alidadi Shamsabadi , Animesh Yadav , Omid Abbasi , Halim Yanikomeroglu

Dynamic resource allocation in open radio access network (O-RAN) heterogeneous networks (HetNets) presents a complex optimisation challenge under varying user loads. We propose a near-real-time RAN intelligent controller (Near-RT RIC) xApp…

机器学习 · 计算机科学 2026-04-08 Oluwaseyi Giwa , Jonathan Shock , Jaco Du Toit , Tobi Awodumila

Self-organizing networks (SONs) can help manage the severe interference in dense heterogeneous networks (HetNets). Given their need to automatically configure power and other settings, machine learning is a promising tool for data-driven…

信息论 · 计算机科学 2019-03-19 Roohollah Amiri , Mojtaba Ahmadi Almasi , Jeffrey G. Andrews , Hani Mehrpouyan

As an emerging paradigm of heterogeneous networks (HetNets) towards 6G, the hybrid light fidelity (LiFi) and wireless fidelity (WiFi) networks (HLWNets) have potential to explore the complementary advantages of the optical and radio…

信号处理 · 电气工程与系统科学 2024-08-16 Han Ji , Declan T. Delaney , Xiping Wu

Traffic load balancing and radio resource management is key to harness the dense and increasingly heterogeneous deployment of next generation "$5$G" wireless infrastructure. Strategies for aggregating user traffic from across multiple radio…

网络与互联网体系结构 · 计算机科学 2016-03-29 Sarabjot Singh , Shu-ping Yeh , Nageen Himayat , Shilpa Talwar

We consider a cognitive heterogeneous network (HetNet), in which multiple pairs of secondary users adopt sensing-based approaches to coexist with a pair of primary users on a certain spectrum band. Due to imperfect spectrum sensing,…

信息论 · 计算机科学 2018-11-08 Lin Zhang , Junjie Tan , Ying-Chang Liang , Gang Feng , Dusit Niyato

In future networks, an operator may employ a wide range of access points using diverse radio access technologies (RATs) over multiple licensed and unlicensed frequency bands. This paper studies centralized user association and spectrum…

网络与互联网体系结构 · 计算机科学 2016-09-01 Zhiyi Zhou , Dongning Guo , Michael L. Honig
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