A Fuzzy Based Handover Decision Scheme for Mobile Devices Using Predictive Model

Handover usually deals with the mobility of the end users in a mobile network to assure about the ongoing session of a user. It is observed that frequent handover results in call dropping due to latency. In order to overcome this issue, a fuzzy based handover decision scheme for mobile devices using...

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Main Authors: Amit Kumar Gupta, Vikas Goel, Ruchi Rani Garg, Dasarada Rajagopalan Thirupurasundari, Ankit Verma, Mangal Sain
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/10/16/2016
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author Amit Kumar Gupta
Vikas Goel
Ruchi Rani Garg
Dasarada Rajagopalan Thirupurasundari
Ankit Verma
Mangal Sain
author_facet Amit Kumar Gupta
Vikas Goel
Ruchi Rani Garg
Dasarada Rajagopalan Thirupurasundari
Ankit Verma
Mangal Sain
author_sort Amit Kumar Gupta
collection DOAJ
description Handover usually deals with the mobility of the end users in a mobile network to assure about the ongoing session of a user. It is observed that frequent handover results in call dropping due to latency. In order to overcome this issue, a fuzzy based handover decision scheme for mobile devices using a predictive model is proposed. First, an MFNN (Multi-layer Feed Forward Network) is used to determine the next cell of the user along with best hand off time. To obtain the best access network, multiple-attribute Access Network Selection Function (ANSF) is used. The fuzzy rule is applied by considering the parameter data rate, reliability, signal strength, battery power and mobility as input and the output obtained is the optimal network. The proposed scheme selects the best access network and enhances the quality of services.
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spelling doaj.art-5e2a83b0e1664e85be7ab09d684eaf0c2023-11-22T07:25:58ZengMDPI AGElectronics2079-92922021-08-011016201610.3390/electronics10162016A Fuzzy Based Handover Decision Scheme for Mobile Devices Using Predictive ModelAmit Kumar Gupta0Vikas Goel1Ruchi Rani Garg2Dasarada Rajagopalan Thirupurasundari3Ankit Verma4Mangal Sain5Department of Computer Applications, KIET Group of Institutions, Delhi-NCR, Ghaziabad 201206, IndiaDepartment of Information Technology, KIET Group of Institutions, Delhi-NCR, Ghaziabad 201206, IndiaDepartment of Applied Science, Meerut Institute of Engineering &Technology, Meerut 250005, IndiaDepartment of Computer Science & Engineering, Meenakshi College of Engineering, Chennai 600078, IndiaDepartment of Computer Applications, KIET Group of Institutions, Delhi-NCR, Ghaziabad 201206, IndiaDivision of Computer Engineering, Dongseo University, 47 Jurye-Ro, Sasang-Gu, Busan 47011, KoreaHandover usually deals with the mobility of the end users in a mobile network to assure about the ongoing session of a user. It is observed that frequent handover results in call dropping due to latency. In order to overcome this issue, a fuzzy based handover decision scheme for mobile devices using a predictive model is proposed. First, an MFNN (Multi-layer Feed Forward Network) is used to determine the next cell of the user along with best hand off time. To obtain the best access network, multiple-attribute Access Network Selection Function (ANSF) is used. The fuzzy rule is applied by considering the parameter data rate, reliability, signal strength, battery power and mobility as input and the output obtained is the optimal network. The proposed scheme selects the best access network and enhances the quality of services.https://www.mdpi.com/2079-9292/10/16/2016MFNNhandovermobility predictionANSF
spellingShingle Amit Kumar Gupta
Vikas Goel
Ruchi Rani Garg
Dasarada Rajagopalan Thirupurasundari
Ankit Verma
Mangal Sain
A Fuzzy Based Handover Decision Scheme for Mobile Devices Using Predictive Model
Electronics
MFNN
handover
mobility prediction
ANSF
title A Fuzzy Based Handover Decision Scheme for Mobile Devices Using Predictive Model
title_full A Fuzzy Based Handover Decision Scheme for Mobile Devices Using Predictive Model
title_fullStr A Fuzzy Based Handover Decision Scheme for Mobile Devices Using Predictive Model
title_full_unstemmed A Fuzzy Based Handover Decision Scheme for Mobile Devices Using Predictive Model
title_short A Fuzzy Based Handover Decision Scheme for Mobile Devices Using Predictive Model
title_sort fuzzy based handover decision scheme for mobile devices using predictive model
topic MFNN
handover
mobility prediction
ANSF
url https://www.mdpi.com/2079-9292/10/16/2016
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