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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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2018-01-01
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| Series: | International Journal of Digital Multimedia Broadcasting |
| Online Access: | http://dx.doi.org/10.1155/2018/9678694 |
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| _version_ | 1850173576341094400 |
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| author | Yan Song Lidong Huang Panfeng Xu Lili Li Min Song Yue Long |
| author_facet | Yan Song Lidong Huang Panfeng Xu Lili Li Min Song Yue Long |
| author_sort | Yan Song |
| collection | DOAJ |
| description | 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. |
| format | Article |
| id | doaj-art-cb3987dcf9024d98a82f83a7939237f1 |
| institution | OA Journals |
| issn | 1687-7578 1687-7586 |
| language | English |
| publishDate | 2018-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | International Journal of Digital Multimedia Broadcasting |
| spelling | doaj-art-cb3987dcf9024d98a82f83a7939237f12025-08-20T02:19:48ZengWileyInternational Journal of Digital Multimedia Broadcasting1687-75781687-75862018-01-01201810.1155/2018/96786949678694An Improved Artificial Bee Colony Algorithm in LoRa Wireless Communication System for Efficient Multimedia TransmissionYan Song0Lidong Huang1Panfeng Xu2Lili Li3Min Song4Yue Long5College of Physics, Liaoning University, Shenyang, ChinaCollege of Physics, Liaoning University, Shenyang, ChinaCollege of Physics, Liaoning University, Shenyang, ChinaCollege of Physics, Liaoning University, Shenyang, ChinaCollege of Information, Shenyang Institute of Engineering, Shenyang, ChinaCollege of Physics, Liaoning University, Shenyang, ChinaVideo 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.http://dx.doi.org/10.1155/2018/9678694 |
| spellingShingle | Yan Song Lidong Huang Panfeng Xu Lili Li Min Song Yue Long An Improved Artificial Bee Colony Algorithm in LoRa Wireless Communication System for Efficient Multimedia Transmission International Journal of Digital Multimedia Broadcasting |
| title | An Improved Artificial Bee Colony Algorithm in LoRa Wireless Communication System for Efficient Multimedia Transmission |
| title_full | An Improved Artificial Bee Colony Algorithm in LoRa Wireless Communication System for Efficient Multimedia Transmission |
| title_fullStr | An Improved Artificial Bee Colony Algorithm in LoRa Wireless Communication System for Efficient Multimedia Transmission |
| title_full_unstemmed | An Improved Artificial Bee Colony Algorithm in LoRa Wireless Communication System for Efficient Multimedia Transmission |
| title_short | An Improved Artificial Bee Colony Algorithm in LoRa Wireless Communication System for Efficient Multimedia Transmission |
| title_sort | improved artificial bee colony algorithm in lora wireless communication system for efficient multimedia transmission |
| url | http://dx.doi.org/10.1155/2018/9678694 |
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