Survey papers on GPU power mgmt, GPU reliability and compression in GPU

Discussion in 'GPGPU Technology & Programming' started by sparsh, May 23, 2015.

  1. sparsh

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    A Survey of Methods for Analyzing and Improving GPU Energy Efficiency (ACM Computing Surveys 2015) https://www.academia.edu/6644474/A_...Analyzing_and_Improving_GPU_Energy_Efficiency
    This paper first reviews research works which compare energy efficiency of GPUs with other computing systems, e.g. FPGAs and CPUs. Then, it reviews techniques proposed for power management of GPUs and classifies the techniques based on several dimensions.

    A Survey of Techniques for Modeling and Improving Reliability of Computing Systems (IEEE TPDS 2015) https://www.academia.edu/12046032/A...nd_Improving_Reliability_of_Computing_Systems
    This paper especially focusses on techniques proposed for modeling and improving resilience against soft (transient) errors caused due to cosmic radiation etc. It discusses techniques proposed for CPU and GPU (and their components such as cache, main memory, register file, functional unit), non-volatile memories (e.g. phase change memory) etc.

    A Survey Of Architectural Approaches for Data Compression in Cache and Main Memory Systems (IEEE TPDS 2015)
    https://www.academia.edu/12429529/A..._Compression_in_Cache_and_Main_Memory_Systems
    It discusses compression in CPUs and GPUs, conventional (SRAM and DRAM) and non-volatile memory (NVM) systems, and 2D and 3D memory systems. It also discusses interaction of compression with prefetching, error-correction and thermal and power management.
     
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