Network monitoring;
detection;
identification;
visualization;
PF_RING;
gigabit streams;
commodity hardware;
data products;
algorithms;
statistics;
heavy tails;
extreme value distribution;
network attacks;
FREQUENT;
D O I:
10.1109/JSAC.2016.2558958
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
The Internet, as a global system of interconnected networks, carries an extensive array of information resources and services. Key requirements include good quality-of-service and protection of the infrastructure from nefarious activity [e.g., distributed denial of service (DDoS) attacks]. Network monitoring is essential to network engineering, capacity planning, and prevention/mitigation of threats. We develop an open-source architecture, All-packet MONitor (AMON), for online monitoring and analysis of multi-gigabit network streams. It leverages the high-performance packet monitor PF_RING and is readily deployable on commodity hardware. AMON examines all packets, partitions traffic into sub-streams by using rapid hashing and computes certain real-time data products. The resulting data structures provide views of the intensity and connectivity structure of network traffic at the time-scale of routing. The proposed integrated framework includes modules for the identification of heavy-hitters as well as for visualization and statistical detection at the time-of-onset of high-impact events such as DDoS. This allows operators to quickly visualize and diagnose attacks, and limit offline and time-consuming post-mortem analysis. We demonstrate our system in the context of real-world attack incidents, and validate it against state-of-the-art alternatives. AMON has been deployed and is currently processing multi-gigabit live Internet traffic at Merit Network. It is extensible and allows the addition of further statistical and filtering modules for real-time forensics.
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
Zhang, Nianbin
Wang, Yunjia
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
Wang, Yunjia
Zhao, Feng
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
Zhao, Feng
Wang, Teng
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
Wang, Teng
Zhang, Kewei
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
Zhang, Kewei
Fan, Hongdong
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
Fan, Hongdong
Zhou, Dawei
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
Zhou, Dawei
Zhang, Leixin
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
Zhang, Leixin
Yan, Shiyong
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
Yan, Shiyong
Diao, Xinpeng
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
Diao, Xinpeng
Song, Rui
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China
China Univ Min & Technol CUMT, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R ChinaChina Univ Min & Technol CUMT, MNR, Key Lab Land Environm & Disaster Monitoring, Xuzhou 221116, Peoples R China