A Centralized Cluster-Based Hierarchical Approach for Green Communication in a Smart Healthcare System

The emergence of the Internet of Things (IoT) has revolutionized our digital and virtual worlds of connected devices. IoT is a key enabler for a wide range of applications in today's world. For example, in smart healthcare systems, the sensor-embedded devices monitor various vital signs of the...

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Main Authors: Guojie Yang, Mian Ahmad Jan, Varun G. Menon, P. G. Shynu, Mian Muhammad Aimal, Mohammad Dahman Alshehri
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9103526/
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spelling doaj-7ce59d9c028f4f628a8a07eddefa8a902021-03-30T02:13:15ZengIEEEIEEE Access2169-35362020-01-01810146410147510.1109/ACCESS.2020.29984529103526A Centralized Cluster-Based Hierarchical Approach for Green Communication in a Smart Healthcare SystemGuojie Yang0https://orcid.org/0000-0001-5763-5574Mian Ahmad Jan1https://orcid.org/0000-0001-5326-8279Varun G. Menon2https://orcid.org/0000-0002-3055-9900P. G. Shynu3Mian Muhammad Aimal4Mohammad Dahman Alshehri5Affiliated Hospital of Hebei University, Hebei University, Baoding, ChinaInformetrics Research Group, Ton Duc Thang University, Ho Chi Minh City, VietnamDepartment of Computer Science and Engineering, SCMS School of Engineering and Technology, Ernakulam, IndiaSchool of Information Technology and Engineering, Vellore Institute of Technology, Vellore, IndiaNetwork Research Center, Virtual University Islamabad, Islamabad, PakistanDepartment of Computer Science, College of Computers and Information Technology, Taif University, Taif, Saudi ArabiaThe emergence of the Internet of Things (IoT) has revolutionized our digital and virtual worlds of connected devices. IoT is a key enabler for a wide range of applications in today's world. For example, in smart healthcare systems, the sensor-embedded devices monitor various vital signs of the patients. These devices operate on small batteries, and their energy need to be utilized efficiently. The need for green IoT to preserve the energy of these devices has never been more critical than today. The existing smart healthcare approaches adopt a heuristic approach for energy conservation by minimizing the duty-cycling of the underlying devices. However, they face numerous challenges in terms of excessive overhead, idle listening, overhearing, and collision. To circumvent these challenges, we have proposed a cluster-based hierarchical approach for monitoring the patients in an energy-efficient manner, i.e., green communication. The proposed approach organizes the monitoring devices into clusters of equal sizes. Within each cluster, a cluster head is designated to gather data from its member devices and broadcast to a centralized base station. Our proposed approach models the energy consumption of each device in various states, i.e., idle, sleep, awake, and active, and also performs the transitions between these states. We adopted an analytical approach for modeling the role of each device and its energy consumption in various states. Extensive simulations were conducted to validate our analytical approach by comparing it against the existing schemes. The experimental results of our approach enhance the network lifetime with a reduced energy consumption during various states. Moreover, it delivers a better quality of data for decision making on the patient's vital signs.https://ieeexplore.ieee.org/document/9103526/Green IoTpatient monitoring systemcluster-based hierarchical routingcluster headenergy-efficiency
collection DOAJ
language English
format Article
sources DOAJ
author Guojie Yang
Mian Ahmad Jan
Varun G. Menon
P. G. Shynu
Mian Muhammad Aimal
Mohammad Dahman Alshehri
spellingShingle Guojie Yang
Mian Ahmad Jan
Varun G. Menon
P. G. Shynu
Mian Muhammad Aimal
Mohammad Dahman Alshehri
A Centralized Cluster-Based Hierarchical Approach for Green Communication in a Smart Healthcare System
IEEE Access
Green IoT
patient monitoring system
cluster-based hierarchical routing
cluster head
energy-efficiency
author_facet Guojie Yang
Mian Ahmad Jan
Varun G. Menon
P. G. Shynu
Mian Muhammad Aimal
Mohammad Dahman Alshehri
author_sort Guojie Yang
title A Centralized Cluster-Based Hierarchical Approach for Green Communication in a Smart Healthcare System
title_short A Centralized Cluster-Based Hierarchical Approach for Green Communication in a Smart Healthcare System
title_full A Centralized Cluster-Based Hierarchical Approach for Green Communication in a Smart Healthcare System
title_fullStr A Centralized Cluster-Based Hierarchical Approach for Green Communication in a Smart Healthcare System
title_full_unstemmed A Centralized Cluster-Based Hierarchical Approach for Green Communication in a Smart Healthcare System
title_sort centralized cluster-based hierarchical approach for green communication in a smart healthcare system
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description The emergence of the Internet of Things (IoT) has revolutionized our digital and virtual worlds of connected devices. IoT is a key enabler for a wide range of applications in today's world. For example, in smart healthcare systems, the sensor-embedded devices monitor various vital signs of the patients. These devices operate on small batteries, and their energy need to be utilized efficiently. The need for green IoT to preserve the energy of these devices has never been more critical than today. The existing smart healthcare approaches adopt a heuristic approach for energy conservation by minimizing the duty-cycling of the underlying devices. However, they face numerous challenges in terms of excessive overhead, idle listening, overhearing, and collision. To circumvent these challenges, we have proposed a cluster-based hierarchical approach for monitoring the patients in an energy-efficient manner, i.e., green communication. The proposed approach organizes the monitoring devices into clusters of equal sizes. Within each cluster, a cluster head is designated to gather data from its member devices and broadcast to a centralized base station. Our proposed approach models the energy consumption of each device in various states, i.e., idle, sleep, awake, and active, and also performs the transitions between these states. We adopted an analytical approach for modeling the role of each device and its energy consumption in various states. Extensive simulations were conducted to validate our analytical approach by comparing it against the existing schemes. The experimental results of our approach enhance the network lifetime with a reduced energy consumption during various states. Moreover, it delivers a better quality of data for decision making on the patient's vital signs.
topic Green IoT
patient monitoring system
cluster-based hierarchical routing
cluster head
energy-efficiency
url https://ieeexplore.ieee.org/document/9103526/
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