Sampling method for IDS in high bandwidth network

A novel sampling method,IDSampling,was developed to solve the performance unbalance problem that IDS could not scale well in G+bit/s link,which was adaptive with the consumption of the memory bottleneck.With the help of the heuristic messages,such as the entropy of the single-packet flow and the flo...

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Main Authors: NING Zhuo1, GONG Jian1, GU Wen-jie1
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2009-01-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/74649732/
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author NING Zhuo1
GONG Jian1
GU Wen-jie1
author_facet NING Zhuo1
GONG Jian1
GU Wen-jie1
author_sort NING Zhuo1
collection DOAJ
description A novel sampling method,IDSampling,was developed to solve the performance unbalance problem that IDS could not scale well in G+bit/s link,which was adaptive with the consumption of the memory bottleneck.With the help of the heuristic messages,such as the entropy of the single-packet flow and the flow length,IDSampling applied the simple sampling strategy based on the entropy of the single-packet flow when the large-scale anomaly occurred,or another complicated one instructed by the feedback of the rear detection results by default.In both cases IDSampling tried to guaran-tee the equal security with detection cost as low as it could.The results of experiment show that ①IDSampling keeps IDS effective by cutting off its load significantly when it is overloaded,at the same time it can guarantee the detection accuracy of the large-scale attack;②Comparing with the other two overwhelming sampling methods,the random packet sampling and the random flow sampling,the number of attack packets sampled by IDSampling is higher than that of the former two,the number outweighs the former two one order of magnitude especially in the large-scale anomaly case.
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publishDate 2009-01-01
publisher Editorial Department of Journal on Communications
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spelling doaj-art-329f003be6d3442a8198260e06e68b3c2025-08-20T02:34:04ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2009-01-0130273674649732Sampling method for IDS in high bandwidth networkNING Zhuo1GONG Jian1GU Wen-jie1A novel sampling method,IDSampling,was developed to solve the performance unbalance problem that IDS could not scale well in G+bit/s link,which was adaptive with the consumption of the memory bottleneck.With the help of the heuristic messages,such as the entropy of the single-packet flow and the flow length,IDSampling applied the simple sampling strategy based on the entropy of the single-packet flow when the large-scale anomaly occurred,or another complicated one instructed by the feedback of the rear detection results by default.In both cases IDSampling tried to guaran-tee the equal security with detection cost as low as it could.The results of experiment show that ①IDSampling keeps IDS effective by cutting off its load significantly when it is overloaded,at the same time it can guarantee the detection accuracy of the large-scale attack;②Comparing with the other two overwhelming sampling methods,the random packet sampling and the random flow sampling,the number of attack packets sampled by IDSampling is higher than that of the former two,the number outweighs the former two one order of magnitude especially in the large-scale anomaly case.http://www.joconline.com.cn/zh/article/74649732/intrusion detectionentropy of the sigel-packet flowsamplingsample entropy
spellingShingle NING Zhuo1
GONG Jian1
GU Wen-jie1
Sampling method for IDS in high bandwidth network
Tongxin xuebao
intrusion detection
entropy of the sigel-packet flow
sampling
sample entropy
title Sampling method for IDS in high bandwidth network
title_full Sampling method for IDS in high bandwidth network
title_fullStr Sampling method for IDS in high bandwidth network
title_full_unstemmed Sampling method for IDS in high bandwidth network
title_short Sampling method for IDS in high bandwidth network
title_sort sampling method for ids in high bandwidth network
topic intrusion detection
entropy of the sigel-packet flow
sampling
sample entropy
url http://www.joconline.com.cn/zh/article/74649732/
work_keys_str_mv AT ningzhuo1 samplingmethodforidsinhighbandwidthnetwork
AT gongjian1 samplingmethodforidsinhighbandwidthnetwork
AT guwenjie1 samplingmethodforidsinhighbandwidthnetwork