Entropy Based Deep Attention Mechanism (EDAM) To Mitigate Denial of Service (Dos) Attack Orchestrated Through Idempotent Operation
Journal Title: International Journal of Innovative Research in Computer Science and Technology - Year 2021, Vol 9, Issue 2
Abstract
Measuring entropy in a system represents the degree of uncertainty that characterizes the smooth, free and fair conduct of the network operations. The change in quantum of entropy value raises an alarm of the unscrupulous behavior in the vicinity of the network. The continuous inspection of network characteristics and internet flow profiling maintains a constant vigil of the state, behavior and actions performed by the participating hosts in the network. The traffic flow from the multiple senders to either same/different receiver evinces a significant entropy escalation trend as the network composition at any timestamp is a rightful mixture of quality transmission attributes like source IP address, destination IP address, Sequence no. This suffers a setback when the senders camouflaging as legitimate ones tries to fool the network administrators of the impending threat viz. DoS (Denial of Service) attack that the adversary may wish to coordinate via an idempotent HTTP Get Request operation. A request method is considered idempotent if the intended effect on the destination server with multiple identical requests is the same as the effect for a single such request. It produces the same result when executed over and over again. This ambiguous request operation directed from multiple/single sender to the intended receiver generates a broadcast storm that dampens the network services to the core. The ability of the idempotent nature is to generate as many genuine requests as possible and swamp the receiver with HTTP Get request packets. The receiver believes that the same host connection metric per flow count is generated by multiple senders but the reality is reverse. The proposed solution to this problem is to aggregate and maintain a time stamp based and granular based flow attributes reserved for future entropy synchronization at several intermediate routers which will serve as evaluation checkpoints for the receiver. This Entropy based Deep Attention Mechanism (EDAM) coupled with DES (Deferred Entropy Synchronization) acts as a determinant for receiver to perform multi-level cross verification at different time instants and perform deferred synchronization with the reserved values. The performance of this deep attention based entropy synchronization approach witness a deep spike in prediction accuracy and this is plotted with no. of idempotent attackers in the x axis and the improved accuracy in Y axis.
Authors and Affiliations
S. Vijayalakshmi, Dr. V. Prasanna Venkatesan
Keywords
Related Articles
- EP ID EP747540
- DOI 10.21276/ijircst.2021.9.2.10
- Views 1
- Downloads 0
Analyzing The Performance of Environmental Friendly Concrete That Contains Acid-Treated (H2SO4, H3PO4) Recycled Aggregate
Its poor quality was one of the key problems preventing recycled course aggregate (RCA) from being used in concrete mixes. The quality of recycled aggregate may be impacted by cement mortar on the surface of the material...
An Analysis of Soil Stability Techniques
Soil Steadiness is procedure of augmenting bearing capacity of soil by improving shear asset characteristics of soil. When soil available for building is unsuitable for carrying structural loads, it is needed. Soils...
Stabilization of Black Cotton Soil Using Terrazyme and Rice Hush Ash
Construction on the black cotton soil, a form of troublesome expanding soil, has various difficulties. It has a swollen and impermeable nature with poor sub grade geotechnical properties. This study takes a stab at impro...
Analysis of Cyber Security Threats Using Machine Learning Techniques
Nowadays malware detection is a problem that researchers have tried to solve for so many years by using enormous type of methods. The behaviors of two given malware variants remain similar, although their signatures coul...
Mutual Coupling Reduction Using 8x8 MIMO Antenna for MM Wave Applications
A 8x8 multiple input multiple output antenna is developed for the applications of MM wave. this proposed model has 8 ports on the single structure of antenna system. The proposed design gives a triple bands k-band (14.6...