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基于粒子群算法的生豬養(yǎng)殖物聯(lián)網(wǎng)節(jié)點(diǎn)部署優(yōu)化研究
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“十二五”國(guó)家科技支撐計(jì)劃項(xiàng)目(2012BAD28B02)、“十二五”農(nóng)村領(lǐng)域國(guó)家科技支撐計(jì)劃項(xiàng)目(2014BAD04B05)和生豬產(chǎn)業(yè)技術(shù)體系北京市創(chuàng)新團(tuán)隊(duì)項(xiàng)目(BAIC02-2016)


Optimization of Pig Breeding WSN Deployment Based on PSO Algorithm
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    摘要:

    要構(gòu)建有效穩(wěn)定的生豬養(yǎng)殖物聯(lián)網(wǎng)系統(tǒng),無(wú)線傳感器網(wǎng)絡(luò)的覆蓋率和連通性是網(wǎng)絡(luò)節(jié)點(diǎn)部署中需要考慮的2個(gè)關(guān)鍵問(wèn)題。采用粒子群算法結(jié)合虛擬力算法提高網(wǎng)絡(luò)覆蓋率,通過(guò)增加節(jié)點(diǎn)的方式提高網(wǎng)絡(luò)連通性。以生豬養(yǎng)殖場(chǎng)物聯(lián)網(wǎng)系統(tǒng)中節(jié)點(diǎn)部署為應(yīng)用實(shí)例,以豬舍墻壁作為主要障礙物進(jìn)行部署優(yōu)化,仿真結(jié)果顯示虛擬力導(dǎo)向的粒子群算法可提高網(wǎng)絡(luò)覆蓋率15%,而提升連通性只需增加10個(gè)節(jié)點(diǎn),網(wǎng)絡(luò)性能得到了明顯改善。

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    To build a stable and effective internet of things system of pig breeding, coverage rate and connectivity of wireless sensor network are two key problems for node deployment. Obstacles have some effects on the wireless communication. The pig farm was used as an example for modeling and the piggery wall was considered as the obstacle. The sensor node’s communication radius was decreased with the logdistance path loss model when obstacle was blocking the wireless signal. To improve the coverage rate in situation of obstacles with particle swarm optimization (PSO) algorithm combined with virtual force was the aim. Besides, PSO algorithm can find the best positions in the network to add extra nodes for improving connectivity until all nodes get together. Matlab was used to do simulation experiments; the results showed that the virtual forcedirected PSO algorithm has good performance on global optimization and convergence rate. In situation of obstacles and communication radius decreasing, the coverage rate was improved about 15% with only adding 10 nodes, which make the whole network connective.

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朱虹,李爽,鄭麗敏,楊璐.基于粒子群算法的生豬養(yǎng)殖物聯(lián)網(wǎng)節(jié)點(diǎn)部署優(yōu)化研究[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2016,47(5):254-262. Zhu Hong, Li Shuang, Zheng Limin, Yang Lu. Optimization of Pig Breeding WSN Deployment Based on PSO Algorithm[J]. Transactions of the Chinese Society for Agricultural Machinery,2016,47(5):254-262.

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  • 收稿日期:2016-01-27
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  • 在線發(fā)布日期: 2016-05-10
  • 出版日期: 2016-05-10