Methods for preventing ddos attack based on adaptive self learning of session and transport layers and devices thereof

Abstract

A method, non-transitory computer readable medium, and device includes monitoring a session layer and transport layer network traffic data received from a plurality of client computing devices and plurality of servers. A plurality of network traffic anomaly threshold values and a plurality of server health anomaly threshold values for the monitored session layer and the transport layer network traffic data are estimated. Whether a plurality of current network traffic anomaly values and a plurality of current server health anomaly values for the monitored network traffic data exceeds each of the corresponding estimated plurality of network traffic anomaly threshold values and the estimated plurality of server health anomaly threshold values, and whether the current plurality of network traffic anomaly values and the current plurality of server health anomaly values are not a false anomaly is determined. A mitigation action is initiated based on the determination.