NPAC Technical Report

Random Number Generators for Parallel Computers

Paul D. Coddington

Version 1.0 September 1996
Version 1.1 April 1997

Published in The NHSE Review, 1996 Volume, Second Issue.

© Copyright NHSE Review.


Abstract

Random number generators are used in many applications, from slot machines to simulations of nuclear reactors. For many computational science applications, such as Monte Carlo simulation, it is crucial that the generators have good randomness properties. This is particularly true for large-scale simulations done on high-performance parallel computers. Good random number generators are hard to find, and many widely-used techniques have been shown to be inadequate. Finding high-quality, efficient algorithms for random number generation on parallel computers is even more difficult. Here we present a review of the most commonly-used random number generators for parallel computers, and evaluate each generator based on theoretical knowledge and empirical tests. In conclusion, we provide recommendations for using random number generators on parallel computers.


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