Botnet Detection by Network Behavior Analysis
Journal Title: GRD Journal for Engineering - Year 2017, Vol 2, Issue 11
Abstract
one of the most possible vulnerabilities to data available over network can be a botnet attack which can cause significant amount of data loss. A botnet attack is a type of malicious attack that utilizes a series of connected computers to attack or take down a network, network device, website or an IT environment. The attack can slow down the network/server, making it busy enough that other legitimate users are unable to access it or temporarily freeze the server. Distributed denial of service (DDOS) is common example of a botnet attack that utilizes a number of botnet devices to send a large number of simultaneous requests/packets to the targeted system. Thus in this paper we collected data sets (i.e. packets travelling in a network) from various sources and merged it to obtain a larger set comprising of benign and malicious traffic. The packets are then analysed to obtain TCP/UDP based flows. Features are then computed for all the flows identified and listed in a feature vector table. We further tried to parallelize the feature computation work using Hadoop map reduce framework. The feature vector table can be further used to train the classifier for segregating the malicious traffic from the benign traffic.
Authors and Affiliations
Mr. Yogesh Sharma, Nipun Agrawal
Keywords
Related Articles
- EP ID EP256484
- DOI -
- Views 113
- Downloads 0
Studies on Properties of Composite Material (Al-Sic MMC) for Valve Development of Light Vehicle Petrol Engine - A Technical Research
Material science and Engineering has experienced a tremendous growth in the field of micron and Nano composites developed with enhanced chemical, mechanical and physical properties. Aluminium based Metal matrix composite...
Replacement of Melt Densified Light Weight Plastic Aggregate With Natural Aggregate
Disposal of plastic waste in an environment is considered an important issue due to its very low biodegradability and presence in large quantities. Hence, recycled plastic is a major solution. Present investigation melt-...
Emergency Pulse Rate Monitoring and Detecting the Location of Handicapped People using an Embedded System
The wearable devices have long been used for various factors like for personal security purpose, for detecting multiple health parameters such as sleep apnea, blood pressure etc. Smartphones have become one of the necess...
Modular Zigzag Converter Based Power Quality Improved SMPS for Arc Welding
This paper deals with reduction of Total Harmonic Distortion (THD) in the AC Mains by implementing the power factor corrected (PFC) ZigZag Converter for multiple output Switch Mode Power Supply (SMPS) circuit. The system...
IoT Based Precision Agriculture using Agribot
More than 60 percent of the population in the India, agriculture as the primary sector occupation. In recent years, due increase in labor shortage interest has grown for the development of the autonomous vehicles like ro...