Efficient Computation of the Kleene Star in Max-Plus Algebra using a CUDA GPU

نویسندگان

  • HIROYUKI GOTO
  • KAZUHIRO TOYODA
چکیده

This research aims to accelerate the computation of the Kleene star in max-plus algebra using CUDA technology on graphics processing units (GPUs). The target module is the Kleene star of a weighted adjacency matrix for directed acyclic graph (DAGs) which plays an essential role in calculating the earliest and/or latest schedule for a class of discrete event systems. In recent NVIDIA GPU cards, an environment for high performance computing is provided to general developers, for which we aim to exploit the benefit of using GPUs. Using an NVIDIA Tesla C2075 for our experiments, we obtained approximately a 30-fold speedup compared with an Intel Xeon E5645. Key-Words: Directed acyclic graph, adjacency matrix, Kleene star, max-plus algebra, GPU, CUDA

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تاریخ انتشار 2013