Hybrid mac strategy exploiting markov chain model for iot enabled intra-vehicular health monitoring system

Vehicular networks, coined with IoT, have opened a new arena of possibilities for a comfortable and seamless driving experience. IoT is already incorporated into almost every aspect of human life for the past couple of years. Over the years, it has also shown remarkable development in the automotive...

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Main Author:	Mahima, Karim
Format:	Thesis
Language:	English
Published:	2022
Subjects:	Q Science (General)
Online Access:	http://umpir.ump.edu.my/id/eprint/37655/1/ir.Hybrid%20mac%20strategy%20exploiting%20markov%20chain%20model%20for%20iot%20enabled%20intra-vehicular%20health%20monitoring%20system.pdf
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record_format	uketd_dc
spelling	my-ump-ir.376552023-09-18T03:02:08Z Hybrid mac strategy exploiting markov chain model for iot enabled intra-vehicular health monitoring system 2022-12 Mahima, Karim Q Science (General) QA75 Electronic computers. Computer science Vehicular networks, coined with IoT, have opened a new arena of possibilities for a comfortable and seamless driving experience. IoT is already incorporated into almost every aspect of human life for the past couple of years. Over the years, it has also shown remarkable development in the automotive industry. With the exponential growth of sensors and communication protocols inside a vehicle, intra-vehicular networks are becoming overcrowded and more complex day by day. This raises many issues, such as degraded QoS (Quality of Service), network congestion, packet loss, transmission delay, intrusions, unsatisfactory throughput, etc. These problems are also apparent in vehicular health monitoring systems. To overcome such challenges, it is necessary to develop an elaborate communication protocol to address them. In this thesis, the main area of focus was improving MAC protocol. TCP/IP is a five-layer standardized communication protocol that facilitates communication between devices over the internet. Unique network protocols and functions are authorized for each of the five layers. In this research, the work is fully focused on optimizing the MAC layer in vehicles. A hybrid MAC layer is a history-based and priority-based MAC combining the best features of both schemes proposed in this thesis. Here, the efficiency of the system is evaluated by calculating the system’s throughput using enhanced Markov chain calculation as well as doing ns-3 simulation for different conditions. The objective of this research is to improve MAC’s scalability and mitigate network traffic and congestion issues by improving the throughput and reducing collision and delay. The proposed Hybrid MAC shows a significant increase in throughput compared to history-based MAC and priority-based MAC, as well as efficiency in mitigating delay and collision in the network. Tags from this library: No tags from this library for this title. 2022-12 Thesis http://umpir.ump.edu.my/id/eprint/37655/ http://umpir.ump.edu.my/id/eprint/37655/1/ir.Hybrid%20mac%20strategy%20exploiting%20markov%20chain%20model%20for%20iot%20enabled%20intra-vehicular%20health%20monitoring%20system.pdf pdf en public masters Universiti Malaysia Pahang Faculty of Computing Arafatur, Rahman
institution	Universiti Malaysia Pahang Al-Sultan Abdullah
collection	UMPSA Institutional Repository
language	English
advisor	Arafatur, Rahman
topic	Q Science (General) Q Science (General)
spellingShingle	Q Science (General) Q Science (General) Mahima, Karim Hybrid mac strategy exploiting markov chain model for iot enabled intra-vehicular health monitoring system
description	Vehicular networks, coined with IoT, have opened a new arena of possibilities for a comfortable and seamless driving experience. IoT is already incorporated into almost every aspect of human life for the past couple of years. Over the years, it has also shown remarkable development in the automotive industry. With the exponential growth of sensors and communication protocols inside a vehicle, intra-vehicular networks are becoming overcrowded and more complex day by day. This raises many issues, such as degraded QoS (Quality of Service), network congestion, packet loss, transmission delay, intrusions, unsatisfactory throughput, etc. These problems are also apparent in vehicular health monitoring systems. To overcome such challenges, it is necessary to develop an elaborate communication protocol to address them. In this thesis, the main area of focus was improving MAC protocol. TCP/IP is a five-layer standardized communication protocol that facilitates communication between devices over the internet. Unique network protocols and functions are authorized for each of the five layers. In this research, the work is fully focused on optimizing the MAC layer in vehicles. A hybrid MAC layer is a history-based and priority-based MAC combining the best features of both schemes proposed in this thesis. Here, the efficiency of the system is evaluated by calculating the system’s throughput using enhanced Markov chain calculation as well as doing ns-3 simulation for different conditions. The objective of this research is to improve MAC’s scalability and mitigate network traffic and congestion issues by improving the throughput and reducing collision and delay. The proposed Hybrid MAC shows a significant increase in throughput compared to history-based MAC and priority-based MAC, as well as efficiency in mitigating delay and collision in the network. Tags from this library: No tags from this library for this title.
format	Thesis
qualification_level	Master's degree
author	Mahima, Karim
author_facet	Mahima, Karim
author_sort	Mahima, Karim
title	Hybrid mac strategy exploiting markov chain model for iot enabled intra-vehicular health monitoring system
title_short	Hybrid mac strategy exploiting markov chain model for iot enabled intra-vehicular health monitoring system
title_full	Hybrid mac strategy exploiting markov chain model for iot enabled intra-vehicular health monitoring system
title_fullStr	Hybrid mac strategy exploiting markov chain model for iot enabled intra-vehicular health monitoring system
title_full_unstemmed	Hybrid mac strategy exploiting markov chain model for iot enabled intra-vehicular health monitoring system
title_sort	hybrid mac strategy exploiting markov chain model for iot enabled intra-vehicular health monitoring system
granting_institution	Universiti Malaysia Pahang
granting_department	Faculty of Computing
publishDate	2022
url	http://umpir.ump.edu.my/id/eprint/37655/1/ir.Hybrid%20mac%20strategy%20exploiting%20markov%20chain%20model%20for%20iot%20enabled%20intra-vehicular%20health%20monitoring%20system.pdf
_version_	1783732274817138688

Hybrid mac strategy exploiting markov chain model for iot enabled intra-vehicular health monitoring system

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