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  1. Proceedings of the 21st ACM SIGGRAPH/EUROGRAPHICS symposium on Graphics hardware (GH '06)
  2. Pseudorandom number generation on the GPU
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The visual vulnerability spectrum: characterizing architectural vulnerability for graphics hardware
Realistic soft shadows by penumbra-wedges blending
B-KD trees for hardware accelerated ray tracing of dynamic scenes
High quality normal map compression
A digital rights enabled graphics processing system
GPU-accelerated deep shadow maps for direct volume rendering
Efficient video decoding on GPUs by point based rendering
Efficient depth buffer compression
Minimum triangle separation for correct z-buffer occlusion
Non-interleaved deferred shading of interleaved sample patterns
Pseudorandom number generation on the GPU
Compressed lossless texture representation and caching
Distributed texture memory in a multi-GPU environment
Quadtree relief mapping

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Pseudorandom number generation on the GPU

Content Provider ACM Digital Library
Author Papakipos, M. Sussman, M. Crutchfield, W.
Abstract Statistical algorithms such as Monte Carlo integration are good candidates to run on graphics processing units. The heart of these algorithms is random number generation, which generally has been done on the CPU. In this paper we present GPU implementations of three random number generators. We show how to overcome limitations of GPU hardware that affect the feasibility and efficiency of employing a GPU-based RNG. We also present a data flow model for managing and updating substream state for each of the parallel substreams of random numbers. We show that GPU random number generators will greatly benefit from having more outputs from each thread. We discuss other hardware modifications that will be beneficial to the implementation of GPU-RNG, and we present performance measurements of our implementations.
Starting Page 87
Ending Page 94
Page Count 8
ISBN 3905673371
ISSN 17273471
DOI 10.1145/1283900.1283914
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2006-09-03
Publisher Place New York
Access Restriction Subscribed
Content Type Text
Resource Type Article
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