Using realistic factors to simulate catastrophic congestion events in a network
نویسندگان
چکیده
With the rapid growth of the Internet, there has been increased interest in the use of computer models to study the dynamics of communication networks in the research literature. An important example of this has been the study of dramatic, but relatively infrequent, events that result in abrupt, and often catastrophic, failures in the network due to congestion. These events are sometimes known as phase transitions. With few exceptions, the models of such computer communications networks used in previous studies have been abstract graphs that include simplified models of such important network factors as router speeds and congestion control procedures. Here, we modify this typical approach, adding realistic network factors which can be varied, including router classes, variable router speeds, flows, the transmission control protocol (TCP), sources and receivers, and packet dropping to a graph model of a single Internet Service Provider (ISP) network that can have more than a quarter million members. For each valid configuration of realistic factors, congestion is then gradually increased. While there are realistic network models reported in the literature, to our knowledge none of these have been used to study catastrophic failures in computer networks. We show that the addition of realistic network factors to our model of an ISP network can mitigate catastrophic events. With the addition of variable router speeds or TCP, a phase transition to a congested state, where all routers are congested in a single ISP network is not observed. Yet, as congestion spreads, ultimately the operation of the ISP network appears to decline, along with the ability of its nodes to communicate. The results of this study should be cautionary for other domains, such as electrical power grids, and the spread of viruses or diseases, where abstract graph models are often used to study phase transitions.
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عنوان ژورنال:
- Computer Communications
دوره 112 شماره
صفحات -
تاریخ انتشار 2017