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 in | International Journal of Digital Multimedia Broadcasting Vol. 2018; no. 2018; pp. 1 - 9 |
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| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Cairo, Egypt
Hindawi Publishing Corporation
01.01.2018
Hindawi John Wiley & Sons, Inc Wiley |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1687-7578 1687-7586 1687-7586 |
| DOI | 10.1155/2018/9678694 |
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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. |
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| 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 |
| Author_xml | – sequence: 1 fullname: Song, Min – sequence: 2 fullname: Li, Lili – sequence: 3 fullname: Xu, Panfeng – sequence: 4 fullname: Huang, Lidong – sequence: 5 fullname: Song, Yan – sequence: 6 fullname: Long, Yue |
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| CitedBy_id | crossref_primary_10_1109_TIM_2023_3279875 crossref_primary_10_1007_s11042_022_12020_0 |
| Cites_doi | 10.1007/s11276-009-0216-8 10.1007/s00530-014-0388-7 10.1016/j.jeconom.2018.03.007 10.1109/TCOMM.2014.2322620 10.1007/978-981-13-2122-1_11 10.1016/j.jcp.2018.02.049 10.1155/2018/3610482 10.1016/j.ins.2009.12.025 10.1109/MNET.2018.1700364 10.1109/CC.2014.7085391 10.1109/TMC.2016.2538233 10.1016/j.asoc.2010.12.001 10.1109/MWC.2012.6189408 10.1088/1757-899X/269/1/012056 10.1016/j.adhoc.2011.05.002 10.1007/s10462-012-9328-0 10.1007/978-3-319-11857-4_23 10.1109/TMC.2014.2366106 10.1109/TMC.2014.2354031 |
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| 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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| DOI | 10.1155/2018/9678694 |
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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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