Abstract

Efficient network monitoring is an important basis work for network management. Generally, many management applications require accurate and timely statistics about network states at different aggregation levels at low cost, such as malicious traffic detection, traffic engineering, etc. Moreover, the network environment to be monitored is constantly changing and expanding, including not only the data center for cloud computing but also the Internet of Things (IoT) for smart urban sensing, which requires the intensive study of more fine-grained network monitoring. As is well known, the development of efficient network monitoring approaches greatly relies on a flexible monitoring framework. Software defined network (SDN) can provide dramatic advantages for network management by separating the control plane and data plane. Therefore, it is a good choice to design a flexible monitoring framework based on the advantages of SDN. However, most research works only take advantage of the centralized control feature in SDN, which leads to limited improvement in the flexibility of the monitoring framework. This paper proposes a flexible monitoring framework named FlexMonitor, which can realize greater flexibility based on not only the centralized control feature, but also the high programmability in the controller and the limited programmability in the openflow switches in SDN. There are two key parts in FlexMonitor, namely the monitoring strategy deployment part and the monitoring data collection part, which can enrich the deployment methods of monitoring strategies and increase the kinds of monitoring data sources, respectively. Based on the NetMagic platform, this monitoring framework was implemented and evaluated through realizing a distributed denial of service (DDoS) detection approach. The experimental results show that the proposed DDoS detection approach has a better detection performance compared with other related approaches as well as indirectly show that FlexMonitor can flexibly support a variety of efficient monitoring approaches.

Highlights

  • Efficient monitoring is an important foundation for network management [1,2]

  • (1) This paper proposes a flexible monitoring framework named FlexMonitor, which can flexibly support the design of efficient monitoring approaches according to the specific monitoring requirements

  • We implemented the proposed distributed denial of service (DDoS) detection approach and evaluated its detecting performance based on the NetMagic platform

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Summary

Introduction

Efficient monitoring is an important foundation for network management [1,2]. It may refer to the data center for cloud computing, the Internet of Things for smart urban sensing, etc These new changes in network environment increase the difficulty of the design of efficient monitoring approaches. In this case, it is a good idea to propose a flexible monitoring framework and design new efficient monitoring approaches based on it according to the specific monitoring requirements. (1) This paper proposes a flexible monitoring framework named FlexMonitor, which can flexibly support the design of efficient monitoring approaches according to the specific monitoring requirements.

Related Work
FlexMonitor
Overview
Strategy
Data Source
Monitoring Request
Scalability
Example
DDoS Detection
Detection Algorithm
Evaluation
Experimental Settings
Evaluation Metrics
Detection Accuracy
Different Threshold
Different Detection Period
Conclusions
Full Text
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