山东农业大学学报(自然科学版)
山東農業大學學報(自然科學版)
산동농업대학학보(자연과학판)
JOURNAL OF SHANDONG AGRICULTURAL UNIVERSITY(NATURAL SCIENCE)
2014年
3期
356-359
,共4页
邓绯%韩文智%朱倩%钱立
鄧緋%韓文智%硃倩%錢立
산비%한문지%주천%전립
网络流量%CUSUM算法%检测
網絡流量%CUSUM算法%檢測
망락류량%CUSUM산법%검측
Network traffic%CUSUM algorithm%detection
网络已是人们学习生活不可缺少的一部分,如何能够准确、快速地检测出网络流量异常,并做出合理的响应,是网络正常运行的保证。本文提出改进的CUSUM流量异常检测算法,通过对CUSUM算法对网络流量进行检测,在警告判断条件和增加约束条件两方面进行改进。最后实验结果表明,CUSUM算法实现简单,在提高异常流量检测的误报率和漏报率方面有较大改进。
網絡已是人們學習生活不可缺少的一部分,如何能夠準確、快速地檢測齣網絡流量異常,併做齣閤理的響應,是網絡正常運行的保證。本文提齣改進的CUSUM流量異常檢測算法,通過對CUSUM算法對網絡流量進行檢測,在警告判斷條件和增加約束條件兩方麵進行改進。最後實驗結果錶明,CUSUM算法實現簡單,在提高異常流量檢測的誤報率和漏報率方麵有較大改進。
망락이시인문학습생활불가결소적일부분,여하능구준학、쾌속지검측출망락류량이상,병주출합리적향응,시망락정상운행적보증。본문제출개진적CUSUM류량이상검측산법,통과대CUSUM산법대망락류량진행검측,재경고판단조건화증가약속조건량방면진행개진。최후실험결과표명,CUSUM산법실현간단,재제고이상류량검측적오보솔화루보솔방면유교대개진。
The network is an integral part in people living and learning. It is an assurance of a normal network running how to be able to detect the abnormal network traffic accurately and fast, and to make a reasonable response. This paper put forward the algorithm for an abnormal network traffic detection based on the improved CUSUM, it was improved through two parts of the warning judgement and improvement constraints according to the detection algorithm. Finally, experimental results showed that CUSUM algorithm was a simple, had a great of improvement in the aspects of improving traffic abnormal detection false positive negative rate.