Evaluation of a fast and robust worm detection algorithm
View Patent ↗A method and computer product are presented for identifying Internet worm propagation based upon changes in packet arrival rates at a network connection. First, unsolicited (i.e., packets that were not requested by the receiver) traffic is separated from solicited traffic at the network connection. The unsolicited traffic arrival patterns are monitored and analyzed for any changes. Once changes in the unsolicited traffic arrival patterns are detected, the changes are mathematically analyzed to detect growth trends. The presence of growth trends that follow certain key characteristics indicate whether the changes are due to worm propagation.
1. A method of detecting worm propagation, comprising:
using a processor for
identifying unsolicited traffic within traffic in a network;
isolating the unsolicited traffic;
determining an arrival rate of unsolicited traffic based on at least
a cumulative summing value that indicates unsolicited traffic arrival and
an exponentially weighted moving average estimate of the arrival rate;
determining whether the cumulative summing value exceeds a selected threshold;
determining a local maximum of the cumulative summing value;
determining whether the cumulative summing value decreases with respect to the local maximum; and
identifying worm propagation based on the cumulative summing value increasing or remaining essentially the same with respect to the local maximum for a plurality of sequential cumulative summing values.
2. The method of claim 1 , comprising resetting the cumulative summing value to a preselected value based on a downtrend in the cumulative summing value with respect to the local maximum.
3. The method of claim 1 , comprising
determining whether at least the cumulative summing value indicates a large unsolicited traffic propagation rate; and
initiating an alarm condition corresponding to worm propagation.
4. The method of claim 1 , comprising identifying worm propagation based on an exponential growth rate in the unsolicited traffic arrival rate.
5. The method of claim 1 , wherein the network includes a router and the unsolicited traffic is received at the router.
6. The method of claim 1 , comprising identifying worm propagation based on a decrease in an inter-arrival time between unsolicited traffic packets.
7. The method of claim 6 , wherein identifying worm propagation is based on the inter-arrival time having a decreasing mean over time.