ACM Transactions on Programming Languages and Systems (TOPLAS)
Parallel discrete-event simulation of FCFS stochastic queueing networks
PPEALS '88 Proceedings of the ACM/SIGPLAN conference on Parallel programming: experience with applications, languages and systems
Parallel discrete event simulation
Communications of the ACM - Special issue on simulation
Parallel simulation of Markovian queueing networks using adaptive uniformization
SIGMETRICS '93 Proceedings of the 1993 ACM SIGMETRICS conference on Measurement and modeling of computer systems
Optimistic parallel simulation of continuous time Markov chains using uniformization
Journal of Parallel and Distributed Computing - Special issue on parallel and discrete event simulation
Computational algorithms for closed queueing networks with exponential servers
Communications of the ACM
Conservative Parallel Simulation of Continuous Time Markov Chains Using Uniformization
IEEE Transactions on Parallel and Distributed Systems
A comparative study of parallel algorithms for simulating continuous time Markov chains
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Parallel and distributed discrete event simulation: algorithms and applications
WSC '93 Proceedings of the 25th conference on Winter simulation
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We have previously shown that the mathematical technique of uniformization can serve as the basis of synchronization for the parallel simulation of continuous-time Markov chains. This paper reviews the basic method and compares four different methods based on uniformization, evaluating their strengths and weaknesses as a function of problem characteristics. The methods vary in their use of optimism, logical aggregation, communication management, and adaptivity. Touchstone Delta multiprocessor, using up to 256 processors.