Mobile Wireless Multimedia Sensor Networks Image Compression Task Collaboration Based on Dynamic Alliance

In mobile wireless multimedia sensor networks' image compression task collaborations, the existing methods do not consider the dynamic changes in the processing ability and the locations of the cooperative nodes. when processing the image compression tasks, these methods will cause frequent int...

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Main Authors: He Li, Qinglei Qi, Jinjiang Liu, Pan Zhao, Yang Yang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9087863/
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spelling doaj-4884087a4b9b4db3b3e14e7bd8046d822021-03-30T01:41:47ZengIEEEIEEE Access2169-35362020-01-018860248603710.1109/ACCESS.2020.29927959087863Mobile Wireless Multimedia Sensor Networks Image Compression Task Collaboration Based on Dynamic AllianceHe Li0https://orcid.org/0000-0002-3947-9712Qinglei Qi1Jinjiang Liu2Pan Zhao3Yang Yang4https://orcid.org/0000-0002-0370-456XSchool of Computer and Information Technology, Nanyang Normal University, Nanyang, ChinaSchool of Computer and Information Technology, Nanyang Normal University, Nanyang, ChinaSchool of Computer and Information Technology, Nanyang Normal University, Nanyang, ChinaState Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, ChinaState Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, ChinaIn mobile wireless multimedia sensor networks' image compression task collaborations, the existing methods do not consider the dynamic changes in the processing ability and the locations of the cooperative nodes. when processing the image compression tasks, these methods will cause frequent interruptions and result in data re-transmission for those tasks. in this paper, an image compression task collaboration algorithm based on dynamic alliance is proposed to solve this problem in mobile wireless multimedia sensor networks. first, a dynamic task alliance is established by the camera node based on the location, computing capability and resource usage of ordinary nodes. then, the location and average moving velocity of the camera nodes and ordinary nodes are considered to calculate the task stable execution time. the image compression task is divided into an image transfer sub task and an image compression sub task based on the task stable execution time. finally, an image compression task collaboration allocation optimization model is established according to the transmission time, the execution time, the execution cost, and the network energy consumption. the gradient method is used to realize the cooperative allocation of image compression tasks. simulation results show that the proposed algorithm can realize task load balancing, reduce the execution time, and network energy consumption.https://ieeexplore.ieee.org/document/9087863/Mobile multimedia sensor networksimage compressiontask coordinationtask decomposition
collection DOAJ
language English
format Article
sources DOAJ
author He Li
Qinglei Qi
Jinjiang Liu
Pan Zhao
Yang Yang
spellingShingle He Li
Qinglei Qi
Jinjiang Liu
Pan Zhao
Yang Yang
Mobile Wireless Multimedia Sensor Networks Image Compression Task Collaboration Based on Dynamic Alliance
IEEE Access
Mobile multimedia sensor networks
image compression
task coordination
task decomposition
author_facet He Li
Qinglei Qi
Jinjiang Liu
Pan Zhao
Yang Yang
author_sort He Li
title Mobile Wireless Multimedia Sensor Networks Image Compression Task Collaboration Based on Dynamic Alliance
title_short Mobile Wireless Multimedia Sensor Networks Image Compression Task Collaboration Based on Dynamic Alliance
title_full Mobile Wireless Multimedia Sensor Networks Image Compression Task Collaboration Based on Dynamic Alliance
title_fullStr Mobile Wireless Multimedia Sensor Networks Image Compression Task Collaboration Based on Dynamic Alliance
title_full_unstemmed Mobile Wireless Multimedia Sensor Networks Image Compression Task Collaboration Based on Dynamic Alliance
title_sort mobile wireless multimedia sensor networks image compression task collaboration based on dynamic alliance
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description In mobile wireless multimedia sensor networks' image compression task collaborations, the existing methods do not consider the dynamic changes in the processing ability and the locations of the cooperative nodes. when processing the image compression tasks, these methods will cause frequent interruptions and result in data re-transmission for those tasks. in this paper, an image compression task collaboration algorithm based on dynamic alliance is proposed to solve this problem in mobile wireless multimedia sensor networks. first, a dynamic task alliance is established by the camera node based on the location, computing capability and resource usage of ordinary nodes. then, the location and average moving velocity of the camera nodes and ordinary nodes are considered to calculate the task stable execution time. the image compression task is divided into an image transfer sub task and an image compression sub task based on the task stable execution time. finally, an image compression task collaboration allocation optimization model is established according to the transmission time, the execution time, the execution cost, and the network energy consumption. the gradient method is used to realize the cooperative allocation of image compression tasks. simulation results show that the proposed algorithm can realize task load balancing, reduce the execution time, and network energy consumption.
topic Mobile multimedia sensor networks
image compression
task coordination
task decomposition
url https://ieeexplore.ieee.org/document/9087863/
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