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Risk-Theory Based Performance Analysis for Scale-Out Parallel Computing Systems

Research Project

Project/Area Number 25540007
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Mathematical informatics
Research InstitutionNara Institute of Science and Technology

Principal Investigator

KASAHARA Shoji  奈良先端科学技術大学院大学, 情報科学研究科, 教授 (20263139)

Co-Investigator(Renkei-kenkyūsha) MASUYAMA Hiroyuki  京都大学, 大学院情報学研究科, 准教授 (60378833)
TACHIBANA Takuji  福井大学, 大学院工学研究科, 准教授 (20415847)
Project Period (FY) 2013-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2014: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2013: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords情報基礎 / クラウド・コンピューティング / 極値理論 / タスク・スケジューリング / 性能解析
Outline of Final Research Achievements

This study considered the risk-theory-based analysis of task scheduling for large-scale parallel distributed computing. It was found that in task replication, the optimal number of replications which achieves the shortest task-processing time mainly depends on the coefficient of variation of the worker-processing time, and that three replications are sufficient to guarantee a low variance of the task-processing time. In terms of backup-task scheduling, we analyzed system performance by extreme value theory. It was found that a small deadline time is effective for reducing energy consumption when the subtask-processing time follows a heavy-tailed distribution. In case of light-tailed subtask-processing time, on the other hand, energy consumption can be reduced by a large deadline time.

Report

(3 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • Research Products

    (12 results)

All 2015 2014 2013 Other

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (7 results) Book (1 results) Remarks (2 results)

  • [Journal Article] Performance Analysis of Backup-Task Scheduling with Deadline Time in Cloud Computing2015

    • Author(s)
      Hashimoto, K., Masuyama, H., Kasahara, S., and Takahashi, Y.
    • Journal Title

      Journal of Industrial and Management Optimization

      Volume: 11 Issue: 3 Pages: 867-886

    • DOI

      10.3934/jimo.2015.11.867

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Performance Analysis of Large-Scale Parallel-Distributed Processing with Backup Tasks for Cloud Computing2014

    • Author(s)
      Tsuguhito Hirai, Hiroyuki Masuyama, Shoji Kasahara, Yutaka Takahashi
    • Journal Title

      Journal of Industrial and Management Optimization

      Volume: vol. 10, no. 1 Issue: 1 Pages: 113-129

    • DOI

      10.3934/jimo.2014.10.113

    • NAID

      120005385483

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] サービス受付時の背後過程に依存したサービス時間をもつ複数サーバ待ち行列2015

    • Author(s)
      佐嘉田智之, 笠原正治
    • Organizer
      2014年度確率モデルシンポジウム
    • Place of Presentation
      東北大学・片平キャンパス・サクラホール
    • Year and Date
      2015-01-22 – 2015-01-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] Performance Analysis of Energy-Saving Server Scheduling Mechanism for Large-Scale Data Centers2014

    • Author(s)
      Kato, M., Masuyama, H., Kasahara, S., and Takahashi, Y.
    • Organizer
      The 9th International Conference on Queueing Theory and Network Applications (QTNA2014)
    • Place of Presentation
      Western Washington University, Bellingham, WA, USA
    • Year and Date
      2014-08-18 – 2014-08-21
    • Related Report
      2014 Annual Research Report
  • [Presentation] Effect of Deadline Time on Job Completion Time for Backup-Task Scheduling in Cloud Computing2013

    • Author(s)
      Hashimoto, K., Masuyama, H., Kasahara, S., and Takahashi, Y.
    • Organizer
      The 8th International Conference on Queueing Theory and Network Applications (QTNA2013)
    • Place of Presentation
      Taichung, Taiwan
    • Related Report
      2013 Research-status Report
  • [Presentation] データセンタにおける消費電力低減を目的としたサーバ管理スケジューリング方式の性能解析2013

    • Author(s)
      加藤将隆, 増山博之, 笠原正治, 高橋豊
    • Organizer
      日本オペレーションズ・リサーチ学会2013年度秋季研究発表会
    • Place of Presentation
      徳島大学
    • Related Report
      2013 Research-status Report
  • [Presentation] MapReduceフレームワーク用サーバ管理機構BEEMRの省電力効果解析

    • Author(s)
      加藤将隆,増山博之,笠原正治,高橋豊
    • Organizer
      インターネット技術第 163 委員会 (ITRC) 新世代ネットワーク構築のための基盤技術研究分科会 (NWGN) ワークショップ (ITRC-NWGN 2013)
    • Place of Presentation
      紀三井寺 ガーデンホテルはやし, 和歌山市
    • Related Report
      2013 Research-status Report
  • [Presentation] 大規模分散並列処理システムにおけるハートビート式故障検知の性能解析

    • Author(s)
      平井嗣人,増山博之,笠原正治,高橋豊
    • Organizer
      インターネット技術第 163 委員会 (ITRC) 新世代ネットワーク構築のための基盤技術研究分科会 (NWGN) ワークショップ (ITRC-NWGN 2013)
    • Place of Presentation
      紀三井寺 ガーデンホテルはやし, 和歌山市
    • Related Report
      2013 Research-status Report
  • [Presentation] 大規模分散並列処理システムにおけるデッドライン・タイム型バックアップ・タスクの性能改善効果

    • Author(s)
      橋本恭佑,増山博之,笠原正治,高橋豊
    • Organizer
      インターネット技術第 163 委員会 (ITRC) 新世代ネットワーク構築のための基盤技術研究分科会 (NWGN) ワークショップ (ITRC-NWGN 2013)
    • Place of Presentation
      紀三井寺 ガーデンホテルはやし, 和歌山市
    • Related Report
      2013 Research-status Report
  • [Book] 情報通信ネットワーク2013

    • Author(s)
      滝根哲哉(編著),松田崇弘,戸出英樹,太田能,笠原正治 分担執筆
    • Total Pages
      208
    • Publisher
      オーム社
    • Related Report
      2013 Research-status Report
  • [Remarks] 大規模システム管理研究室 ― Hadoop の投機的実行数は何故4なのか?―

    • URL

      http://is-edge.naist.jp/Edge/2014/03/

    • Related Report
      2014 Annual Research Report
  • [Remarks] 大規模システム管理研究室 ― Hadoop の投機的実行数は何故4なのか?―

    • URL

      http://is-edge.naist.jp/Edge/2014/03/

    • Related Report
      2013 Research-status Report

URL: 

Published: 2014-07-25   Modified: 2019-07-29  

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