A Transmission Prediction Mechanism Exploiting Comprehensive Node Forwarding Capability in Opportunistic Networks

Opportunistic network enables users to form an instant network for data sharing, which is a type of Ad-hoc network in nature, thus depends on cooperation between nodes to complete message transmission. Because of intermittent communication and frequent changes of topology structure in opportunistic...

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Main Authors: Peng Zheng, Hongxiao Fei, Jia Wu, Yeqing Yan
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8735738/
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spelling doaj-c0b802e72b2a456a8105c0f39918008d2021-03-29T23:02:52ZengIEEEIEEE Access2169-35362019-01-017772387725310.1109/ACCESS.2019.29223508735738A Transmission Prediction Mechanism Exploiting Comprehensive Node Forwarding Capability in Opportunistic NetworksPeng Zheng0https://orcid.org/0000-0001-6169-9239Hongxiao Fei1Jia Wu2https://orcid.org/0000-0001-9013-0818Yeqing Yan3https://orcid.org/0000-0003-4045-7251School of Computer Science and Engineering, Central South University, Changsha, ChinaSchool of Computer Science and Engineering, Central South University, Changsha, ChinaSchool of Computer Science and Engineering, Central South University, Changsha, ChinaSchool of Computer Science and Engineering, Central South University, Changsha, ChinaOpportunistic network enables users to form an instant network for data sharing, which is a type of Ad-hoc network in nature, thus depends on cooperation between nodes to complete message transmission. Because of intermittent communication and frequent changes of topology structure in opportunistic networks, the duration of node encounters is limited, as well as the length of established connections. If the amount of interactive data is large and the communication bandwidth is small, the messages that need to be transmitted are not guaranteed to be delivered successfully every time. In this regard, this paper establishes a transmission prediction mechanism exploiting comprehensive node forwarding capability (TPMEC) in opportunistic networks. When quantifying the forwarding capability of nodes, the algorithm not only considers the cooperative tendency but also discusses the encounter strength between nodes. At the same time, in order to find out all key nodes during the transmission process, the algorithm adopts the theory of matrix decomposition to predict and supplement the missing forwarding capability value of nodes, thus improving the efficiency of message transmission. Simulation results show that compared with ITPCM algorithm, ETNS algorithm, Spray and Wait algorithm, and PRoPHET algorithm, the proposed scheme has the highest transmission success ratio and the lowest routing overhead.https://ieeexplore.ieee.org/document/8735738/Opportunistic networksforwarding capabilitycooperative tendencyencounter strengthmatrix decomposition
collection DOAJ
language English
format Article
sources DOAJ
author Peng Zheng
Hongxiao Fei
Jia Wu
Yeqing Yan
spellingShingle Peng Zheng
Hongxiao Fei
Jia Wu
Yeqing Yan
A Transmission Prediction Mechanism Exploiting Comprehensive Node Forwarding Capability in Opportunistic Networks
IEEE Access
Opportunistic networks
forwarding capability
cooperative tendency
encounter strength
matrix decomposition
author_facet Peng Zheng
Hongxiao Fei
Jia Wu
Yeqing Yan
author_sort Peng Zheng
title A Transmission Prediction Mechanism Exploiting Comprehensive Node Forwarding Capability in Opportunistic Networks
title_short A Transmission Prediction Mechanism Exploiting Comprehensive Node Forwarding Capability in Opportunistic Networks
title_full A Transmission Prediction Mechanism Exploiting Comprehensive Node Forwarding Capability in Opportunistic Networks
title_fullStr A Transmission Prediction Mechanism Exploiting Comprehensive Node Forwarding Capability in Opportunistic Networks
title_full_unstemmed A Transmission Prediction Mechanism Exploiting Comprehensive Node Forwarding Capability in Opportunistic Networks
title_sort transmission prediction mechanism exploiting comprehensive node forwarding capability in opportunistic networks
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description Opportunistic network enables users to form an instant network for data sharing, which is a type of Ad-hoc network in nature, thus depends on cooperation between nodes to complete message transmission. Because of intermittent communication and frequent changes of topology structure in opportunistic networks, the duration of node encounters is limited, as well as the length of established connections. If the amount of interactive data is large and the communication bandwidth is small, the messages that need to be transmitted are not guaranteed to be delivered successfully every time. In this regard, this paper establishes a transmission prediction mechanism exploiting comprehensive node forwarding capability (TPMEC) in opportunistic networks. When quantifying the forwarding capability of nodes, the algorithm not only considers the cooperative tendency but also discusses the encounter strength between nodes. At the same time, in order to find out all key nodes during the transmission process, the algorithm adopts the theory of matrix decomposition to predict and supplement the missing forwarding capability value of nodes, thus improving the efficiency of message transmission. Simulation results show that compared with ITPCM algorithm, ETNS algorithm, Spray and Wait algorithm, and PRoPHET algorithm, the proposed scheme has the highest transmission success ratio and the lowest routing overhead.
topic Opportunistic networks
forwarding capability
cooperative tendency
encounter strength
matrix decomposition
url https://ieeexplore.ieee.org/document/8735738/
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