The cost of a single zero-day network worm outbreak on the global Internet has been estimated at US$2.6 billion. In addition, zero-day network worm outbreaks have been observed that spread at a significant pace across the Internet, with an observed infection proportion of more than 90% of vulnerable hosts within 10 minutes. The threat posed by such fast-spreading malware to defence systems and national security is therefore significant, particularly given the fact that network operator/administrator intervention is not likely to take effect within the typical epidemiological timescale of such infections.An accepted technology that is used to research the security threat presented by zero-day worms is that of simulation systems; however, only a subset of these focus on the Internet and issues persist regarding how representative these are of the Internet. The design of a novel simulator developed to address these issues, the Internet Worm Simulator (IWS), is presented along with experimental results for a selection of previous worm outbreaks compared against observed, empirical data and hypothetical outbreak scenarios. Based on a finite state machine for each network host, the IWS incorporates the dynamic, heterogeneous characteristics of the Internet and, on a single workstation, is able to simulate an IPv4-sized network.Based on the analysis presented, the authors conclude that the IWS has the capability to simulate zero-day worm epidemiology on the dynamic, heterogeneous Internet for a variety of scenarios. These include simulating previous worm outbreaks that demonstrate random-scanning and hit list behaviour, as well as hypothetical scenarios that include a large susceptible populous and stealth-like behaviour.
Abstract:The threat posed by fast-spreading malware is significant, particularly given the fact that network operator/administrator intervention is not likely to take effect within the typical epidemiological timescale of such infections. The cost of zero-day network worm outbreaks has been estimated to be up to US$2.6 billion for a single worm outbreak. Zero-day network worm outbreaks have been observed that spread at a significant pace across the global Internet, with an observed rate of reaching more than 90 percent of vulnerable hosts within 10 minutes. An accepted technology that is used in addressing the security threat presented by zero-day worms is the use of simulation systems, and a common factor determining their efficacy is their performance. An empirical comparison of a sequential and parallel implementation of a novel simulator, the Internet Worm Simulator (IWS), is presented detailing the impact of a selection of parameters on its performance. Experimentation demonstrates that IWS has the capability to simulate up to 91.8 million packets transmitted per second (PTS) for an IPv4 address space simulation on a single workstation computer, comparing favourably to previously reported metrics. It is concluded that in addition to comparing PTS performance, simulation requirements should be taken into consideration when assessing the performance of such simulators.
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