Research on Efficiency Optimization of Logistics Vehicle Monitoring Model Based on Wireless Sensor Network

Q3 Decision Sciences Journal of ICT Standardization Pub Date : 2023-01-01 DOI:10.13052/jicts2245-800X.1112
Ronghu Zhou
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Abstract

For enhance running effectiveness efficiency of logistics carriage supervisory depended on wireless sensor network (WSN), a novel wireless sensor network optimized by improved bat algorithm is established. Firstly, working theory and system framework of WSN depended on logistics monitoring system are analyzed. Secondly, B-MAC protocol is used in proposed wireless sensor network, and corresponding models are established, and recovery ratio of wireless sensor network is defined, and node deployment optimization of wireless sensor network is constructed. Thirdly, the optimization algorithm of node deployment of WSN is designed based on amended bat algorithm, and analysis procedure of this algorithm is established. Finally, a simulation analysis is carried out, analysis results show that performance of proposed WSN logistics carriage supervisory based on improved bat algorithm is better, which has quicker convergence speed and higher convergence precision, and reliability of proposed WSN logistics carriage supervisory is improved, the energy consumption of sensor node data transmission is reduced, and the life of WSN is improved. Proposed WSN based on logistics carriage supervisory based on improved BA has higher coverage ratio and higher efficiency. Therefore proposed wireless sensor network based on logistics carriage supervisory based on improved bat algorithm can obtain better monitoring efficiency, which has prospect application view.
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基于无线传感器网络的物流车辆监控模型效率优化研究
为了提高基于无线传感器网络的物流运输监控的运行效率,采用改进的bat算法建立了一种新的无线传感器网络。首先,分析了基于物流监控系统的无线传感器网络的工作原理和系统框架。其次,将B-MAC协议应用于所提出的无线传感器网络中,建立了相应的模型,定义了无线传感器网络的恢复率,构建了无线传感器网的节点部署优化。再次,在修正的bat算法的基础上,设计了无线传感器网络节点部署的优化算法,并建立了该算法的分析程序。最后,进行了仿真分析,分析结果表明,基于改进的bat算法的WSN物流运输监控性能更好,收敛速度更快,收敛精度更高,提高了WSN物流车厢监控的可靠性,降低了传感器节点数据传输的能耗,并且提高了WSN的寿命。所提出的基于改进BA的物流运输监控WSN具有更高的覆盖率和更高的效率。因此,基于改进的bat算法提出的基于无线传感器网络的物流运输监控可以获得更好的监控效率,具有很好的应用前景。
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来源期刊
Journal of ICT Standardization
Journal of ICT Standardization Computer Science-Information Systems
CiteScore
2.20
自引率
0.00%
发文量
18
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