粒子群算法的智能运维平台前端混合云数据实时采集  

Intelligent operation and maintenance platform based on particle swarm optimization(PSO)collects real-time hybrid cloud data

作　　者：孙建刚 陈亮 时佳伟 赵艺 孙瑨一 张靖雯 陈华荣 SUN Jiangang;CHEN Liang;SHI Jiawei;ZHAO Yi;SUN Jinyi;ZHANG Jingwen;CHEN Ronghua(State Grid Information&Telecommunication Branch,Beijing 100032,China)

机构地区：[1]国家电网有限公司信息通信分公司,北京100032

出　　处：《自动化与仪器仪表》2024年第9期355-359,共5页Automation & Instrumentation

基　　金：国网项目基础设施-2021年统一云管建设设计开发实施项目(SGAHXT00WLXX2100294)。

摘　　要：智能运维平台混合云数据实时采集过程中存在数据失真、数据传输延迟时间长的问题。为此,提出粒子群算法的智能运维平台前端混合云数据实时采集。利用粒子群算法,部署智能运维平台前端采集设备,通过最小二乘法,构建自适应采集时间间隔调整模型,自适应调整斜率值变化,实现混合云数据实时采集时间间隔的自适应选取;启动智能运维平台前端采集设备采集数据,通过智能运维平台的采集处理功能模块,实现了数据实时采集处理,以达到提高混合云数据质量的目的。实验结果表明:所研究采集方法的数据失真度最低为0.22%,数据传输延迟时间最短为2.15 s,丢失率最低为2.07%,表明所研究的采集方法采集效果更好。There are some problems such as data distortion and long data transmission delay in the process of real-time collection of hybrid cloud data on intelligent operation and maintenance platform.Therefore,particle swarm optimization(PSO)is proposed to collect real-time hybrid cloud data in the front end of intelligent operation and maintenance platform.The particle swarm optimization algorithm was used to deploy the front-end acquisition equipment of the intelligent operation and maintenance platform,and the adaptive acquisition interval adjustment model was built through the least square method to adjust the change of slope value,so as to realize the adaptive selection of real-time acquisition interval of hybrid cloud data.The front-end collection device of the intelligent operation and maintenance platform is started to collect data.The real-time data collection and processing is realized through the collection and processing function module of the intelligent operation and maintenance platform,so as to achieve the purpose of improving the quality of hybrid cloud data.The experimental results show that the data distortion degree of the proposed method is the lowest 0.22%,the data transmission delay time is the shortest 2.15 s,and the loss rate is the lowest 2.07%,which indicates that the proposed method has better acquisition effect.

关 键 词：智能运维平台 混合云数据 采集设备部署 采集时间间隔 粒子群算法 

分 类 号：TP141.33[自动化与计算机技术—控制理论与控制工程]