基于改进遗传算法的网络故障数据实时检测系统研究Study on improved genetic algorithm based real-time detection system of network failure data
李正芳,庞海杰
摘要(Abstract):
针对传统故障数据实时检测方法存在检测效率低的问题,提出基于改进遗传算法的网络故障数据实时检测系统。通过对数据实时检测硬件中分层结构与组网结构的设计可有效控制系统,设计软件功能,并对数据进行采集与处理,构建检测窗口,可随时查看与监测站相连的所有实时衰减数据。基于改进遗传算法可对发生故障组件定位,对染色体编码,将个体染色体基因作为故障诊断基础,为尽可能保证用户正常使用网络而进行结构调整。构造适应度函数,检测网络故障数据。通过实验验证可知,该系统检测效率高,能够实现整个网络故障数据的实时检测。
关键词(KeyWords): 改进遗传算法;网络故障;实时检测;效率;分层结构;衰减数据;染色体
基金项目(Foundation):
作者(Author): 李正芳,庞海杰
DOI: 10.16652/j.issn.1004-373x.2018.13.031
参考文献(References):
- [1]许鹏,张继栋.基于改进遗传算法的光纤网络异常数据检测[J].科技通报,2016,32(7):163-166.XU Peng,ZHANG Jidong.Optical fiber network abnormal data detection based on improved genetic algorithm[J].Bulletin of science and technology,2016,32(7):163-166.
- [2]高雪笛,周丽娟,张树东,等.基于改进遗传算法的测试数据自动生成的研究[J].计算机科学,2017,44(3):209-214.GAO Xuedi,ZHOU Lijuan,ZHANG Shudong,et al.Research on test data automatic generation based on improved genetic algorithm[J].Computer science,2017,44(3):209-214.
- [3]叶青,朱永强,李红贤.基于改进遗传算法电力系统仿真软件间模型参数转换研究[J].电力系统保护与控制,2015,43(9):95-100.YE Qing,ZHU Yongqiang,LI Hongxian.Model parameter conversion between power system software based on IGA[J].Power system protection and control,2015,43(9):95-100.
- [4]柴良勇,殷礼胜,甘敏,等.基于改进遗传算法的交通流量小波网络预测[J].合肥工业大学学报(自然科学版),2016,39(7):900-905.CHAI Liangyong,YIN Lisheng,GAN Min,et al.Prediction of traffic flow with wavelet network based on improved genetic algorithm[J].Journal of Hefei University of Technology(natural science edition),2016,39(7):900-905.
- [5]郑斌.基于改进遗传算法的不完整大数据填充挖掘算法[J].微电子学与计算机,2016,33(2):96-99.ZHENG Bin.Incomplete data filling mining algorithm based on the improved genetic algorithm[J].Microelectronics&computer,2016,33(2):96-99.
- [6]INCE T,KIRANYAZ S,EREN L,et al.Real-time motor fault detection by 1-D convolutional neural networks[J].IEEE transactions on industrial electronics,2016,63(11):7067-7075.
- [7]刘浩然,赵翠香,李轩,等.一种基于改进遗传算法的神经网络优化算法研究[J].仪器仪表学报,2016,37(7):1573-1580.LIU Haoran,ZHAO Cuixiang,LI Xuan,et al.Study on a neural network optimization algorithm based on improved genetic algorithm[J].Chinese journal of scientific instrument,2016,37(7):1573-1580.
- [8]王民昆,徐晓,邓志森,等.基于路由模拟的网络推演分析系统的设计和实现[J].电子设计工程,2017,25(3):65-67.WANG Minkun,XU Xiao,DENG Zhisen,et al.The system design and implementation of network routing simulation analysis based on deduction[J].Electronic design engineering,2017,25(3):65-67.
- [9]PENG Hua.Fault diagnosis of coal mine equipment based on improved GA optimization BP neutral network[J].Bulletin of science and technology,2016,32(11):188-192.
- [10]LIU Yong,SHEN Xuanfan,LIAO Yong,et al.Fault detection filter design based on genetic algorithm in wireless sensor and actuator network[J].Journal of computer applications,2016,36(3):616-619.