基于回归模型的中央监控平台设计与实现  

DESIGN AND IMPLEMENTATION OF CENTRAL MONITORING PLATFORM BASED ON REGRESSION MODEL

作　　者：张国经 吴桂兴[1] 黄婷[1] Zhang Guojing;Wu Guixing;Huang Ting(University of Science and Technology of China,Hefei 230000,Anhui,China)

机构地区：[1]中国科学技术大学,安徽合肥230000

出　　处：《计算机应用与软件》2024年第2期316-321,332,共7页Computer Applications and Software

基　　金：江苏省自然科学基金项目(BK20141209)。

摘　　要：中央监控平台是一个以数据为中心的服务器保护平台。该平台通过组合服务器上的哨兵来防止数据免受泄露和攻击,同时对系统的运行状态进行全面的监测。通过数据分析,并运用数理统计的方法,在可提供的计算力与系统资源利用率之间建立线性回归模型。该模型解释了在某一资源消耗状态下,系统可提供的计算力估算值,在可允许误差为0.1的情况下,其准确率可以达到97%以上,为当前系统运行状态做出精准的评估。The central sentry platform is a data-centric server protection platform.The platform protects data from leaks and attacks by combining sentries on the server,and at the same time comprehensively monitors the operating status of the system.Through data analysis and mathematical statistics,a linear regression model was established between the available computing power and system resource utilization.This model explained the estimated value of computing power that the system could provide in a certain resource consumption state.With a permissible error of 0.1,it could achieve an accuracy of than 97%,and made an accurate assessment of the current system operating state.

关 键 词：线性回归 系统生命力 系统资源利用率 负载指数 TPM 

分 类 号：TP3[自动化与计算机技术—计算机科学与技术]