Automatic Reconfiguration of Web-based System for Fault-tolerant and Energy-efficient Management

• Project/Area Number: 24360154
• Research Category: Grant-in-Aid for Scientific Research (B)
• Allocation Type: Partial Multi-year Fund
• Section: 一般
• Research Field: System engineering
• Research Institution: Osaka University
• Principal Investigator: KOMODA Norihisa 大阪大学, 情報科学研究科, 教授 (90234898)
• Co-Investigator(Kenkyū-buntansha): SAMEJIMA Masaki 大阪大学, 大学院情報科学研究科, 助教 (80564690)
• Project Period (FY): 2012-04-01 – 2015-03-31
• Project Status: Completed (Fiscal Year 2014)
• Budget Amount: ¥5,980,000 (Direct Cost: ¥4,600,000、Indirect Cost: ¥1,380,000); Fiscal Year 2014: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000); Fiscal Year 2013: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000); Fiscal Year 2012: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
• Keywords: システムモデリング / 最適化 / クラウドコンピューティング / Webシステム / システム最適化 / パラメータ推定 / 省電力 / 耐障害 / 情報システム / ディペンダブルコンピューティング

Outline of Final Research Achievements

It is effective for fault-tolerant and energy-efficient management of web-based systems to consolidate virtual machines to small number of servers and diagnose failures on virtual machines early. In order to realize the management of web-based systems, we have developed the following methods:
(1) A model-based anomaly detection method based on server resource usage
(2) A scheduling method of virtual machine placement based on server resource usage to minimize power consumption.

Research Products

• [Journal Article] An Anomaly Detection Method on Web-based System by Trend Analysis with Autoregressive Model (2014)
  • Author(s): Masaki Samejima, Hiroshi Ohno, Masanori Akiyoshi, Norihisa Komoda, and Matsuki Yoshino
  • Journal Title: IEEJ Transactions on Electronics, Information and Systems Volume: 134 Issue: 6 Pages: 814-820
  • DOI: 10.1541/ieejeiss.134.814
  • NAID: 130004870058
  • ISSN: 0385-4221, 1348-8155
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] An Anomaly Detection Method for Individual Services on a Web-Based System by Selection of Dummy Variables in Multiple Regression (2014)
  • Author(s): Yuki Tsuda, Masaki Samejima, Masanori Akiyoshi, Norihisa Komoda, Matsuki Yoshino
  • Journal Title: Electronics and Communications in Japan Volume: Vol. 97, Issue 3 Issue: 2 Pages: 9-16
  • DOI: 10.1002/ecj.11660
  • NAID: 210000182290
• [Journal Article] An Anomaly Detection Method on Web-based System by Trend Analysis with Autoregressive Model (2014)
  • Author(s): Masaki Samejima, Hiroshi Ohno, Masanori Akiyoshi, Norihisa Komoda, Matsuki Yoshino
  • Journal Title: 電気学会C部門論文誌 Volume: Vol. 134, No. 6
  • NAID: 130004870058
  • Peer Reviewed
• [Journal Article] An Anomaly Detection Method for Individual Service on Web-based System by Selection of Dummy Variables in Multiple Regression (2013)
  • Author(s): 津田祐輝, 鮫島正樹, 秋吉政徳, 薦田憲久, 吉野松樹
  • Journal Title: IEEJ Transactions on Electronics, Information and Systems Volume: 133 Issue: 7 Pages: 1410-1416
  • DOI: 10.1541/ieejeiss.133.1410
  • NAID: 10031182698
  • ISSN: 0385-4221, 1348-8155
  • Peer Reviewed
• [Presentation] A Restraint Usage Estimation Method of Server Resource for Peak Shaving in Data Center by Piecewise Linear Regression (2014)
  • Author(s): Ha Tuan Minh, Masaki Samejima, Norihisa Komoda
  • Organizer: Third Asian Conference on Information Systems
  • Place of Presentation: Nha Trang, Viet Nam
  • Year and Date: 2014-12-01 – 2014-12-03
• [Presentation] A Prediction-based Scheduling Method for Dynamic Placement of Virtual Machines in Data Center (2014)
  • Author(s): Ryoji Kobayashi, Katsunori Sato, Masaki Samejima, Norihisa Komoda
  • Organizer: 13th International Conference on Applications of Computer Engineering
  • Place of Presentation: Lisbon, Portugal
  • Year and Date: 2014-10-31 – 2014-11-01
• [Presentation] 分枝限定法によるリソース予測使用量に基づく仮想マシン動的配置高速計画方式 (2014)
  • Author(s): 小林良至, 佐藤勝紀, 鮫島正樹, 薦田憲久
  • Organizer: 平成26年電気学会電子情報システム部門大会
  • Place of Presentation: 松江
  • Year and Date: 2014-09-03 – 2014-09-05
• [Presentation] A Restraint Usage Estimation Method of Server Resource for Peak Shaving in Data Center (2014)
  • Author(s): Ha Tuan, Minh, 鮫島正樹, 薦田憲久
  • Organizer: 電気学会 第59回情報システム研究会
  • Place of Presentation: 仙台
  • Year and Date: 2014-08-05 – 2014-08-06
• [Presentation] Flexible Peak Shaving in Data Center by Suppression of Application Resource Usage (2014)
  • Author(s): Masaki Samejima, Ha Tuan Minh, Norihisa Komoda
  • Organizer: International Conference on Enterprise Infromation System
  • Place of Presentation: Sana Lisbon Hotel(Portugal)
• [Presentation] Dynamic optimization of virtual machine placement by resource usage prediction (2013)
  • Author(s): Katsunori Sato, Masaki Samejima, Norihisa Komoda
  • Organizer: IEEE International Conference on Industrial Informatics
  • Place of Presentation: Ruhr-Universitat Bochum(Germany)
• [Presentation] リソース使用量の予測にもとづく仮想マシン配置の動的最適化 (2013)
  • Author(s): 佐藤勝紀, 鮫島正樹, 薦田憲久
  • Organizer: 電気学会 情報システム研究会
  • Place of Presentation: 広島工業大学(広島)
• [Presentation] An Anomaly Detection Method on Web-based System by Certification of Structural Change on Autoregressive Model (2012)
  • Author(s): 大野宇宙
  • Organizer: The First Asian Conference on Information Systems
  • Place of Presentation: カンボジア,シェムリアップ
  • Year and Date: 2012-12-06
• [Presentation] An Anomaly Detection Method for Individual Service on Web-based System by Selection of Dummy Variables in Multiple Regression (2012)
  • Author(s): 津田祐輝
  • Organizer: The 2012 IEEE International Conference on Systems, Man, and Cybernetics
  • Place of Presentation: 韓国, ソウル
  • Year and Date: 2012-10-16
• [Presentation] 耐障害・省電力運用のためのWebシステム構成管理 (2012)
  • Author(s): 鮫島正樹
  • Organizer: 電気学会情報システム研究会
  • Place of Presentation: 函館
  • Year and Date: 2012-07-20
• [Presentation] 自己回帰モデルの構造変化検定を用いたWebシステムの異常検知方式 (2012)
  • Author(s): 大野宇宙
  • Organizer: 電気学会情報システム研究会
  • Place of Presentation: 加賀
  • Year and Date: 2012-05-17
• [Presentation] 重回帰分析のダミー変数選択によるWebシステムの業務別異常検知方式 (2012)
  • Author(s): 津田祐輝
  • Organizer: 電気学会情報システム研究会
  • Place of Presentation: 加賀
  • Year and Date: 2012-05-17