Random early detection gateways for congestion avoidance
IEEE/ACM Transactions on Networking (TON)
Simulation-based comparisons of Tahoe, Reno and SACK TCP
ACM SIGCOMM Computer Communication Review
Modeling TCP throughput: a simple model and its empirical validation
Proceedings of the ACM SIGCOMM '98 conference on Applications, technologies, architectures, and protocols for computer communication
Fluid-based analysis of a network of AQM routers supporting TCP flows with an application to RED
Proceedings of the conference on Applications, Technologies, Architectures, and Protocols for Computer Communication
A stochastic model of TCP/IP with stationary random losses
Proceedings of the conference on Applications, Technologies, Architectures, and Protocols for Computer Communication
Fixed point approximations for TCP behavior in an AQM network
Proceedings of the 2001 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Analysis and design of an adaptive virtual queue (AVQ) algorithm for active queue management
Proceedings of the 2001 conference on Applications, technologies, architectures, and protocols for computer communications
ACM SIGCOMM Computer Communication Review
IEEE Network: The Magazine of Global Internetworking
On the efficiency of fluid simulation of networks
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Network modelling and simulation
Advanced concepts in large-scale network simulation
WSC '05 Proceedings of the 37th conference on Winter simulation
Packet-level integration of fluid TCP models in real-time network simulation
Proceedings of the 38th conference on Winter simulation
Parallel Simulation of Hybrid Network Traffic Models
Proceedings of the 21st International Workshop on Principles of Advanced and Distributed Simulation
System dynamics simulation of computer networks: Price-controlled QoS framework
Mathematics and Computers in Simulation
A game-theoretic model for capacity-constrained fair bandwidth allocation
International Journal of Network Management
A real-time network simulation infrastructure based on OpenVPN
Journal of Systems and Software
Parallel Hybrid Network Traffic Models
Simulation
Modeling and simulation of SIP tandem server with finite buffer
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Model-driven network emulation with virtual time machine
Proceedings of the Winter Simulation Conference
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In this article we present a scalable model of a network of Active Queue Management (AQM) routers serving a large population of Transport Control Protocol (TCP) flows. We present efficient solution techniques that allow one to obtain the transient behavior of the average queue lengths and packet loss/mark probabilities of AQM routers, and average end-to-end throughput and latencies of TCP users. We model different versions of TCP as well as different implementations of RED Random Early Detection (RED), the most popular AQM scheme currently in use. Comparisons between the models and ns simulation show our models to be quite accurate while at the same time requiring substantially less time to solve than packet level simulations, especially when workloads and bandwidths are high.