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计算机系统应用英文版:2019,28(12):93-98
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面向异构网络的区域雾霾预警系统
(河北工程大学 信息与电气工程学院, 邯郸 056038)
Regional Haze Warning System for Heterogeneous Networks
(School of Information and Electrical Engineering, Hebei University of Engineering, Handan 056038, China)
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Received:May 10, 2019    Revised:May 30, 2019
中文摘要: 为了有效地对雾霾进行预警与防范,设计了面向异构网络的区域雾霾预警系统.该系统由采集模组,协调器,网关,服务器,显示终端组成,通过部署LoRa、NB-IoT、ZigBee 3种异构网络全面采集传感器数据,设计网关实现数据的上传,服务器作为预警系统的大脑,提供对环境信息的分析与处理,触发相应的机制响应并采取相应措施,实现分级预警.介绍了系统的总体设计方案以及分级预警的工作机制,并利用遗传算法优化后的支持向量回归模型完善分级预警机制,最后通过案例分析论证了该系统能够稳定、有效地对雾霾进行预警.
中文关键词: 异构网络  通信协议  雾霾  分级预警
Abstract:In order to warn and prevent haze effectively, an regional haze warning system for heterogeneous networks is designed in this study. The system consists of collection module, coordinator, gateway, server, and display terminal. It collects sensor data by deploying three kinds of heterogeneous networks, i.e., LoRa, NB-IoT, and ZigBee. The gateway is designed to achieve data uploading. As the brain of the whole system, the server achieves the classification pre-warning by providing analysis and processing of the environmental information, triggers the corresponding mechanism response, and takes corresponding measures. Firstly, this paper introduces the overall design of the system and the working mechanism of the classification pre-warning. Then, the classification pre-warning mechanism is improved by the support vector regression model which is optimized by genetic algorithm. Finally, the system is proved to forecast haze stably and effectively by analysis of the case.
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基金项目:国家自然科学基金(61802107);河北省物联网数据采集与处理工程技术研究中心开放课题(2016-2)
引用文本:
李志华,高鹏,王巍,于杨,张见雨.面向异构网络的区域雾霾预警系统.计算机系统应用,2019,28(12):93-98
LI Zhi-Hua,GAO Peng,WANG Wei,YU Yang,ZHANG Jian-Yu.Regional Haze Warning System for Heterogeneous Networks.COMPUTER SYSTEMS APPLICATIONS,2019,28(12):93-98