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Filtering by: Creator Blakemore, Paul R. Remove constraint Creator: Blakemore, Paul R. Creator Li, Yunfan Remove constraint Creator: Li, Yunfan Degree Field Computer Science Remove constraint Degree Field: Computer Science

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  • Predicting and Improving Throughput, Responsiveness and Battery Life of Computer Systems by Machine Learning

    Creator:
    Li, Yunfan
    Abstract:
    The Machine Learning (ML) algorithms are increasingly explored in varies of fields including designing and optimizing computer systems. Recent research, such as optimizing memory/cache prefetching by ML training or predicting traffic pattern in throughput processors, also exhibits a promising future of introducing ML into computer system design and optimization. Throughput...
    Resource Type:
    Dissertation
    Full Text:
    EIRs. 22 R RR Router Cache Bank R NI R R R Figure 3.7: Different examples of a 4-EIR group

  • Identifying and Removing On-chip Network Bottleneck in Throughput Processors

    Creator:
    Li, Yunfan
    Abstract:
    The high level of parallelism in throughput processors such as GPGPUs has resulted in significantly changed on-chip data traffic behaviors. This demands new research to identify and address the limiting factors of networks-on-chip (NoCs) in the context of throughput processors. In this work, we first quantitatively analyze the performance of...
    Resource Type:
    Masters Thesis
    Full Text:
    fin de r ra di xS or tT hr us t re du ct io n sc al ar Pr od sc an sr ad st re am cl us