An Improved Artificial Bee Colony Algorithm in LoRa Wireless Communication System for Efficient Multimedia Transmission

Video streaming communication networks will be a very important way to send multimedia information anytime and anywhere, and the construction of the network base station which transmits signals is crucial in future. However, there is a contradiction between the power consumption of LoRa nodes and th...

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Published inInternational Journal of Digital Multimedia Broadcasting Vol. 2018; no. 2018; pp. 1 - 9
Main Authors Song, Min, Li, Lili, Xu, Panfeng, Huang, Lidong, Song, Yan, Long, Yue
Format Journal Article
LanguageEnglish
Published Cairo, Egypt Hindawi Publishing Corporation 01.01.2018
Hindawi
John Wiley & Sons, Inc
Wiley
Subjects
Online AccessGet full text
ISSN1687-7578
1687-7586
1687-7586
DOI10.1155/2018/9678694

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Abstract Video streaming communication networks will be a very important way to send multimedia information anytime and anywhere, and the construction of the network base station which transmits signals is crucial in future. However, there is a contradiction between the power consumption of LoRa nodes and the real-timeliness of mesh network. In order to solve the contradiction, this article aims to combine the mesh network of LoRa wireless communication system with an improved artificial bee colony algorithm. Specifically, an artificial bee colony algorithm, which is based on RBF radial basis neural network trained with random gradient method, is designed. Simulation results show that the proposed algorithm solves the contradiction between power consumption and real-timeliness effectively. When using this improved network system structure to send multimedia information, it shows obvious superiority in terms of the high efficiency and real-timeliness of multimedia transmission.
AbstractList Video streaming communication networks will be a very important way to send multimedia information anytime and anywhere, and the construction of the network base station which transmits signals is crucial in future. However, there is a contradiction between the power consumption of LoRa nodes and the real-timeliness of mesh network. In order to solve the contradiction, this article aims to combine the mesh network of LoRa wireless communication system with an improved artificial bee colony algorithm. Specifically, an artificial bee colony algorithm, which is based on RBF radial basis neural network trained with random gradient method, is designed. Simulation results show that the proposed algorithm solves the contradiction between power consumption and real-timeliness effectively. When using this improved network system structure to send multimedia information, it shows obvious superiority in terms of the high efficiency and real-timeliness of multimedia transmission.
Audience Academic
Author Li, Lili
Xu, Panfeng
Huang, Lidong
Song, Yan
Long, Yue
Song, Min
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ContentType Journal Article
Copyright Copyright © 2018 Yan Song et al.
COPYRIGHT 2018 John Wiley & Sons, Inc.
Copyright © 2018 Yan Song et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
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SubjectTerms Algorithms
Artificial intelligence
Communication networks
Communications systems
Computer simulation
Digital media
Fault diagnosis
Finite element method
Honey
Multimedia
Neural networks
Optimization algorithms
Power consumption
Radio equipment
Reputation management
Search algorithms
Streaming media
Swarm intelligence
Video communication
Video data
Video transmission
Wireless communications
Wireless networks
Wireless telecommunications equipment
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Title An Improved Artificial Bee Colony Algorithm in LoRa Wireless Communication System for Efficient Multimedia Transmission
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