DESIGNING and DEVELOPING an INTELLIGENT INTRUSION DETECTION SYSTEM

作者：Sagiroglu Seref^*; Yolacan Esra Nergis; Yavanoglu Uraz

来源：Journal of the Faculty of Engineering and Architecture of Gazi University, 2011, 26(2): 325-340.

• Intrusion Detection System
• Artificial Neural Networks
• KDD'99
• Intelligent IDS

In this study, intrusion detection systems (IDSs) which are important tools for providing information and computer security were analyzed, the methods used in developing IDSs were reviewed, the studies on IDS's were revised, and an intelligent IDS was developed and introduced. In the development phase, artificial neural network (ANN), intelligent IDS and database used in developing and testing IDS applications were also reviewed. An intelligent IDS was designed and developed with the help of KDD'99 database. Evaluating the results obtained from this study and the developed IDS.
Enlightening the reviews, it can be concluded that selecting appropriate model and database are very crucial for better intelligent IDS design. The developed model takes 22sec to evaluate 65536 data set of network packets. Every dataset is processed in 0.00048sec. The developed IDS models were performed the tasks with high accuracies between %81.93 and %97.92. Finally, it is expected that this study might help to improve and bring new insight for information and computer security studies to be made in Turkey.

• 出版日期2011-6
• 单位东北大学