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Extremely large-scale optimization problem-solving using robust and scalable evolutionary computation

Research Project

Project/Area Number 22500196
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Sensitivity informatics/Soft computing
Research InstitutionHokkaido University

Principal Investigator

MUNETOMO Masaharu  北海道大学, 情報基盤センター, 教授 (00281783)

Project Period (FY) 2010-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2013: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords進化計算 / 大規模並列化 / メニーコア / GPGPU
Research Abstract

We have developed a series of evolutionary algorithms such as BOA-MD, an extension of BOA introducing mixture distributions, BHCS by combining BOA with local search, ARGA and BRGA for MINLP (Mixed-Interger Non-Linear Programming). We also developed large-scale parallel evolutionary algorithms in a many core architecture and cloud computing environment.
As applications to real-world problems, we applied evolutionary algorithms to optimal resource allocation problem in cloud computing environment as a MINLP problem, de novo ligand docking problems to find promising structures of medicines automatically, and so on, to show the effectiveness of our approach.

Report

(5 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (58 results)

All 2013 2012 2011 2010 Other

All Journal Article (30 results) (of which Peer Reviewed: 26 results) Presentation (27 results) Book (1 results)

  • [Journal Article] An adaptive parameter binary-real coded genetic algorithm for constraint optimization problems : Performance analysis and estimation of optimal control parameters2013

    • Author(s)
      Omar Arif Abdul-Rahman, Masaharu Munetomo, Kiyoshi Akama
    • Journal Title

      Information Sciences

      Volume: Vol. 233, No. 1 Pages: 54-86

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Scalable Infrastructure of Interactive Evolutionary Computation to Evolve Services Online with Data2013

    • Author(s)
      Masaharu Munetomo, Shintaro Bando
    • Journal Title

      Proceedings of the 2013 IEEE International Conference on Big Data

      Pages: 28-28

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Implementation of Multiple Classifier System on MapReduce Framework for Intrusion Detection2013

    • Author(s)
      Masataka Mizukoshi, Shitaro Bando, Martin Schlueter, Masaharu Munetomo
    • Journal Title

      Proceedings of the 2013 International Conference on Parallel and Distributed Processing Techniques and Applications

      Pages: 1-4

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 分散クラウド環境におけるSLAを考慮したWEBシステムの多目的資源割当最適化2013

    • Author(s)
      川勝崇史,棟朝雅晴
    • Journal Title

      情報処理学会研究報告

      Volume: VOl.2013-MPS-96, No.9 Pages: 1-6

    • NAID

      110009634057

    • Related Report
      2013 Final Research Report
  • [Journal Article] An adaptive parameter binary-real coded genetic algorithm for constraint optimization problems: Performance analysis and estimation of optimal control parameters2013

    • Author(s)
      Omar Arif Abdul-Rahman, Masaharu Munetomo, Kiyoshi Akama
    • Journal Title

      Information Sciences

      Volume: 233 Pages: 54-86

    • DOI

      10.1016/j.ins.2013.01.005

    • Related Report
      2013 Annual Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Parallelization Strategies for Evolutionary Algorithms for MINLP2013

    • Author(s)
      Martin Schlueter, Masaharu Munetomo
    • Journal Title

      Proceedings of the 2013 IEEE Congress on Evolutionary Computation

      Volume: 2013 Pages: 635-641

    • DOI

      10.1109/cec.2013.6557628

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 混合ベイジアンネットワークを導入した分布推定アルゴリズム2012

    • Author(s)
      堀伸哉,棟朝雅晴,赤間清
    • Journal Title

      進化計算学会論文誌

      Volume: Vol.3, No.2 Pages: 63-72

    • NAID

      130004566771

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] An adaptive Parameters Binary-Real Coded Genetic Algorithm for Real Parameter Optimization: Performance Analysis and Estimation of Optimal Control Parameters2012

    • Author(s)
      Omar Abdul-Rahman, Masaharu Munetomo, Kiyoshi Akama
    • Journal Title

      IJCSI International Journal of Computer Science Issues

      Volume: Vol.9, Issue 2, No.1 Pages: 37-53

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A GPU accelerated Fragment-Based de Novo Ligand Design by a Bayesian Optimization Algorithm2012

    • Author(s)
      Mohamed Wahib, Asim Munawar, Masaharu Munetomo, Kiyoshi Akama
    • Journal Title

      IPSJ Transactions on Bio Informatics (TBIO)

      Volume: Vol.5 Pages: 7-17

    • NAID

      110009579875

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Toward A Genetic Algorithm Based Flexible Approach for the Management of Virtualized Application Environments in Cloud Platforms2012

    • Author(s)
      Omar Abdul-Rahman, Masaharu Munetomo, Kiyoshi Akama
    • Journal Title

      Proceedings of the 21th International Conference on Computer Communications and Networks (ICCCN2012)

      Pages: 1-9

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] インタークラウド環境におけるWeb三層モデルとCDNを組み合わせた多目的資源割当最適化に関する検討2012

    • Author(s)
      川勝崇史,棟朝雅晴
    • Journal Title

      情報処理学会研究報告

      Volume: Vol.2012-MPS-90, No.13 Pages: 1-2

    • Related Report
      2013 Final Research Report
  • [Journal Article] A GPU Accelerated Fragment-based De Novo Ligand Design by a Bayesian Optimization Algorithm2012

    • Author(s)
      Mohamed Wahib, Asim Munawar, Masaharu Munetomo, Kiyoshi Akama
    • Journal Title

      IPSJ Transactions on Bioinformatics

      Volume: 5 Issue: 0 Pages: 7-17

    • DOI

      10.2197/ipsjtbio.5.7

    • NAID

      110009579875

    • ISSN
      1882-6679
    • Related Report
      2012 Annual Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of Distribution Algorithm with Mixture of Bayesian Networks2012

    • Author(s)
      堀伸哉, 棟朝雅晴, 赤間清
    • Journal Title

      Transaction of the Japanese Society for Evolutionary Computation

      Volume: 3 Issue: 2 Pages: 63-72

    • DOI

      10.11394/tjpnsec.3.63

    • NAID

      130004566771

    • ISSN
      2185-7385
    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Adaptive Resolution Hybrid Binary-Real Coded Genetic Algorithm2011

    • Author(s)
      Omar Abdul-Rahman, Masaharu Munetomo and Kiyoshi Akama
    • Journal Title

      Journal of Artificial Life and Robotics

      Volume: vol.16, no.1 Pages: 121-124

    • NAID

      120003190013

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] An Adaptive Resolution Hybrid Binary-Real Coded Genetic Algorithm2011

    • Author(s)
      Omar Abdul-Rahman, Masaharu Munetomo and Kiyoshi Akama
    • Journal Title

      Proceedings of the Sixteenth International Symposium on Artificial Life and Robotics 2011

      Pages: 359-362

    • NAID

      120003190013

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Solving extremely difficult MINLP problems using Adaptive Resolution micro-GA with Tabu Search2011

    • Author(s)
      Asim Munawar, Mohamed Wahib, Masaharu Munetomo, Kiyoshi Akama
    • Journal Title

      Learning and Intelligent Optimization (LION5) Lecture Notes in Computer Science 6683

      Pages: 203-217

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A GPU accelerated Fragment-Based De Novo Ligand Design by a Bayesian Optimization Algorithm2011

    • Author(s)
      Mohamed Wahib, Asim Munawar, Masaharu Munetomo and Akama Kiyoshi
    • Journal Title

      情報処理学会研究報告

      Volume: Vol.2011-MPS-85,No.6 Pages: 1-6

    • NAID

      110009579875

    • Related Report
      2013 Final Research Report
  • [Journal Article] 動的環境問題におけるBOAへの混合ベイジアンネットワーク導入の効果について2011

    • Author(s)
      堀伸哉,棟朝雅晴,赤間清
    • Journal Title

      情報処理学会研究報告

      Volume: Vol.2011-MPS-85, No.16 Pages: 1-6

    • NAID

      110008606646

    • Related Report
      2013 Final Research Report
  • [Journal Article] An Improved Binary-Real Coded Genetic Algorithm for Real Parameter Optimization2011

    • Author(s)
      Omar Abdul-Rahman, Masaharu Munetomo and Kiyoshi Akama
    • Journal Title

      Proceedings of the Third World Congress on Nature and Biologically Inspired Computing (NaBIC2011)

      Pages: 156-163

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multi-Level Autonomic Architecture for the Management of Virtualized Application Environments in Cloud Platforms2011

    • Author(s)
      Omar Abdul-Rahman, Masaharu Munetomo and Kiyoshi Akama
    • Journal Title

      Proceedings of the IEEE 4th International Conference on Cloud Computing (IEEE CLOUD 2011)

      Pages: 754-755

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Framework for Cloud Embedded Web Services Utilized by Cloud Applications2011

    • Author(s)
      Mohamed Wahib, Asim Munawar, Masaharu Munetomo and Akama Kiyoshi
    • Journal Title

      Proceedings of the IEEE 2011 World Congress on Services Computing

      Pages: 265-271

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Realizing Robust and Scalable Evolutionary Algorithms toward Exascale Era2011

    • Author(s)
      Masaharu Munetomo
    • Journal Title

      Proceedings of 2011 IEEE Congress on Evolutionary Computation

      Pages: 312-317

    • Related Report
      2013 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On the Optimization of Parallel Genetic Algorithms over Nvidia's GPU2011

    • Author(s)
      Mohamed Wahib, Asim Munawar, Masaharu Munetomo and Akama Kiyoshi
    • Journal Title

      Proceedings of 2011 IEEE Congress on Evolutionary Computation

      Pages: 803-811

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Advanced Genetic Algorithm to solve MINLP problems over GPU2011

    • Author(s)
      Asim Munawar, Mohamed Wahib, Masaharu Munetomo and Kiyoshi Akama
    • Journal Title

      Proceedings of 2011 IEEE Congress on Evolutionary Computation

      Pages: 318-325

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] On the Optimization of Parallel Genetic Algorithms over Nvidia's GPU2011

    • Author(s)
      Mohamed Mahib, Asim Munawar, Masaharu Munetomo, Akama Kiyoshi
    • Journal Title

      Proceedings of 2011 IEEE Congress on Evolutionary Computation

      Pages: 803-811

    • DOI

      10.1109/cec.2011.5949701

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Advanced Genetic Algorithm to solve MINLP problems over GPU2011

    • Author(s)
      Asim Munawar, Mohamed Wahib, Masaharu Munetomo, Kiyoshi Akama
    • Journal Title

      Proceedings of 2011 IEEE Congress on Evolutionary Computation

      Pages: 318-325

    • DOI

      10.1109/cec.2011.5949635

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Adaptive Resolution Hybrid Binary-Real Coded Genetic Algorithm2011

    • Author(s)
      Omar Abdul-Rahman, Masaharu Munetomo, Kiyoshi Akama
    • Journal Title

      Proceedings of the Sixteenth International Symposium on Artificial Life and Robotics 2011

      Pages: 359-362

    • NAID

      120003190013

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Live Migration-based Resource Managers for Virtualized Environments : A Survey2010

    • Author(s)
      Omar Abdul-Rahman, Masaharu Munetomo, Kiyoshi Akama
    • Journal Title

      Proceedings of The First International Conference on Cloud Computing, GRIDs, and Virtualization (CLOUD COMPUTING 2010)

      Pages: 32-40

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Bayesian Optimization Algorithm For De Novo Ligand Design Based Docking Running Over GPU2010

    • Author(s)
      Mohamed Wahib, Asim Munawar, Masaharu Munetomo, Akama Kiyoshi
    • Journal Title

      Proceedings of the 2010 IEEE Congress on Evolutionary Computation

      Pages: 17-24

    • Related Report
      2013 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Proposal for Zoning Crossover of Hybrid Genetic Algorithms for Large-scale Traveling Salesman Problems2010

    • Author(s)
      Kuroda Masafumi, Yamamori Kunihito, Munetomo Masaharu, Yasunaga Moritoshi, Yoshihara Ikuo
    • Journal Title

      Proceedings of the 2010 IEEE Congress on Evolutionary Computation

      Pages: 646-651

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Hadoop環境上で動作する研究分野判定ツールの試作2013

    • Author(s)
      平島慶典,三浦克宜,棟朝雅晴
    • Organizer
      第75回情報処理学会全国大会
    • Place of Presentation
      東北大学
    • Year and Date
      2013-03-06
    • Related Report
      2013 Final Research Report
  • [Presentation] リンケージツリー遺伝的アルゴリズムにおける計算量削減の検討2012

    • Author(s)
      鈴木一史,棟朝雅晴
    • Organizer
      進化計算シンポジウム2012
    • Place of Presentation
      ホテルマロウド軽井沢
    • Year and Date
      2012-12-15
    • Related Report
      2013 Final Research Report
  • [Presentation] 混合ベイジアンネットワークを導入した分布推定アルゴリズム2012

    • Author(s)
      堀伸哉,棟朝雅晴,赤間清
    • Organizer
      第2回進化計算学会研究会
    • Place of Presentation
      大阪大学
    • Year and Date
      2012-03-10
    • Related Report
      2013 Final Research Report
  • [Presentation] 混合ベイジアンネットワークを導入した分布推定アルゴリズム2012

    • Author(s)
      堀伸哉, 棟朝雅晴, 赤間清
    • Organizer
      第2回進化計算学会研究会
    • Place of Presentation
      大阪大学(豊中市)
    • Year and Date
      2012-03-10
    • Related Report
      2011 Annual Research Report
  • [Presentation] Toward A Genetic Algorithm Based Flexible Approach for the Management of Virtualized Application Environments in Cloud Platforms2012

    • Author(s)
      Omar Abdul-Rahman
    • Organizer
      The 21th International Conference on Computer Communications and Networks (ICCCN2012)
    • Place of Presentation
      University der Bundeswehr Munchen (Germany)
    • Related Report
      2012 Annual Research Report
  • [Presentation] リンケージツリー遺伝的アルゴリズムにおける計算量削減の検討2012

    • Author(s)
      鈴木一史
    • Organizer
      進化計算シンポジウム2012
    • Place of Presentation
      ホテルマロウド軽井沢(軽井沢町)
    • Related Report
      2012 Annual Research Report
  • [Presentation] スキーマ上での局所探索によるベイジアン最適化アルゴリズムの評価2011

    • Author(s)
      鈴木一史,棟朝雅晴,赤間清
    • Organizer
      進化計算シンポジウム2011
    • Place of Presentation
      モンタナリゾート岩沼
    • Year and Date
      2011-12-18
    • Related Report
      2013 Final Research Report
  • [Presentation] スキーマ上での局所探索によるベイジアン最適化アルゴリズムの評価2011

    • Author(s)
      鈴木一史, 棟朝雅晴, 赤間清
    • Organizer
      進化計算シンポジウム2011
    • Place of Presentation
      モンタナリゾート岩沼(宮城県)
    • Year and Date
      2011-12-18
    • Related Report
      2011 Annual Research Report
  • [Presentation] BOAへの混合ベイジアンネットワーク導入の効果について2011

    • Author(s)
      堀伸哉,棟朝雅晴,赤間清
    • Organizer
      進化計算シンポジウム2011
    • Place of Presentation
      モンタナリゾート岩沼
    • Year and Date
      2011-12-17
    • Related Report
      2013 Final Research Report
  • [Presentation] BOAへの混合ベイジアンネットワーク導入の効果について2011

    • Author(s)
      堀伸哉, 棟朝雅晴, 赤間清
    • Organizer
      進化計算シンポジウム2011
    • Place of Presentation
      モンタナリゾート岩沼(宮城県)
    • Year and Date
      2011-12-17
    • Related Report
      2011 Annual Research Report
  • [Presentation] An Adaptive Parameters Binary Real-Coded Genetic Algorithm with Dynamic Constraint Handling Technique for Constrained Problems Optimization2011

    • Author(s)
      Omar Abdul-Rahman, Masaharu Munetomo, Kiyoshi Akama
    • Organizer
      進化計算学会・人工知能学会第7回進化計算フロンティア研究会
    • Place of Presentation
      東京大学
    • Year and Date
      2011-09-10
    • Related Report
      2013 Final Research Report
  • [Presentation] An Adaptive Parameters Binary Real Coded Genetic Algorithm with Dyoamic Constraint Handling Technique for Constrained Problems Optimization2011

    • Author(s)
      Omar Arif Abdul-Rahman, Masaharu Munetomo
    • Organizer
      第7回進化計算フロンティア研究会
    • Place of Presentation
      東京大学(文京区)
    • Year and Date
      2011-09-10
    • Related Report
      2011 Annual Research Report
  • [Presentation] スキーマを考慮した局所探索を導入したベイジアン最適化アルゴリズムの検討2011

    • Author(s)
      鈴木一史,棟朝雅晴,赤間清
    • Organizer
      進化計算学会・人工知能学会第7回進化計算フロンティア研究会
    • Place of Presentation
      東京大学
    • Year and Date
      2011-09-09
    • Related Report
      2013 Final Research Report
  • [Presentation] スキーマを考慮した局所探索を導入したベイジアン最適化アルゴリズムの検討2011

    • Author(s)
      鈴木一史, 棟朝雅晴, 赤間清
    • Organizer
      第7回進化計算フロンティア研究会
    • Place of Presentation
      東京大学(文京区)
    • Year and Date
      2011-09-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] BOAにおける混合ベイジアンネットワークの導入の効果について2011

    • Author(s)
      堀伸哉,棟朝雅晴,赤間清
    • Organizer
      人工知能学会第6回進化計算フロンティア研究会
    • Place of Presentation
      名古屋大学
    • Year and Date
      2011-03-15
    • Related Report
      2013 Final Research Report
  • [Presentation] スキーマを考慮した局所探索を導入した分布推定アルゴリズムの提案2011

    • Author(s)
      鈴木一史,棟朝雅晴,赤間清
    • Organizer
      人工知能学会第6回進化計算フロンティア研究会
    • Place of Presentation
      名古屋大学
    • Year and Date
      2011-03-14
    • Related Report
      2013 Final Research Report
  • [Presentation] Adaptive Resolution Genetic Algorithm to solve MINLPs over nVidia Fermi GPU using CUDA2010

    • Author(s)
      Asim Munawar, Mohamed Wahib, Masaharu Munetomo, Kiyoshi Akama
    • Organizer
      ACM/IEEE SC10
    • Place of Presentation
      New Orleans, USA
    • Year and Date
      2010-11-18
    • Related Report
      2010 Annual Research Report
  • [Presentation] Adaptive Resolution Genetic Algorithm to solve MINLPs over nVidia Fermi GPU using CUDA, ACM/IEEE SC10 Poster2010

    • Author(s)
      Asim Munawar, Mohamed Wahib, Masaharu Munetomo, Kiyoshi Akama
    • Organizer
      New Orleans Ernst N
    • Place of Presentation
      Morial Convention Center
    • Year and Date
      2010-11-16
    • Related Report
      2013 Final Research Report
  • [Presentation] A novel Evolutionary Algorithm for Flexible Protein Docking Using Fragment-based de Novo Ligand Design Over GPU2010

    • Author(s)
      Mohamed Wahib, Asim Munawar, Masaharu Munetomo, Kiyoshi Akama
    • Organizer
      人工知能学会第5回進化計算フロンティア研究会
    • Place of Presentation
      北海道大学
    • Year and Date
      2010-10-07
    • Related Report
      2013 Final Research Report
  • [Presentation] 混合ベイジアンネットを使用したBOAの新手法についての検討2010

    • Author(s)
      堀伸哉,棟朝雅晴,赤間清
    • Organizer
      人工知能学会第5回進化計算フロンティア研究会
    • Place of Presentation
      北海道大学
    • Year and Date
      2010-10-07
    • Related Report
      2013 Final Research Report
  • [Presentation] Extended compact GAのMap Reduceによる大規模並列化に関する検討2010

    • Author(s)
      仲田善弘,棟朝雅晴,赤間清
    • Organizer
      情報処理北海道シンポジウム2010
    • Place of Presentation
      北海道大学
    • Year and Date
      2010-10-02
    • Related Report
      2013 Final Research Report
  • [Presentation] A Mathematical Model for Optimal Resource Allocation in Cloud Systems2010

    • Author(s)
      Bang Minyoung, Omar Abdul-Rahman, Munetomo Masaharu, Akama Kiyoshi
    • Organizer
      情報処理北海道シンポジウム2010
    • Place of Presentation
      北海道大学
    • Year and Date
      2010-10-02
    • Related Report
      2013 Final Research Report
  • [Presentation] ロバストかつスケーラブルな確率的最適化アルゴリズムの実現に向けて2010

    • Author(s)
      棟朝雅晴
    • Organizer
      電気学会第2回確率的最適化アルゴリズムの設計技術調査専門委員会
    • Place of Presentation
      北海道大学
    • Year and Date
      2010-07-27
    • Related Report
      2013 Final Research Report
  • [Presentation] Introducing Adaptive Resolution Technique to solve Mixed Integer Non-Linear Optimization Problems using Genetic Algorithms2010

    • Author(s)
      Asim Munawar, Mohamed Wahib, Masaharu Munetomo, Kiyoshi Akama
    • Organizer
      人工知能学会第4回進化計算フロンティア研究会
    • Place of Presentation
      東京工業大学
    • Year and Date
      2010-06-04
    • Related Report
      2013 Final Research Report
  • [Presentation] Implementation of Multiple Classifier System on MapReduce Framework for Intrusion Detection

    • Author(s)
      Masataka Mizukoshi, Shitaro Bando, Martin Schlueter, Masaharu Munetomo
    • Organizer
      2013 International Conference on Parallel and Distributed Processing Techniques and Applications
    • Place of Presentation
      Tropicana Hotel (USA)
    • Related Report
      2013 Annual Research Report
  • [Presentation] A Scalable Infrastructure of Interactive Evolutionary Computation to Evolve Services Online with Data

    • Author(s)
      Masaharu Munetomo, Shintaro Bando
    • Organizer
      2013 IEEE International Conference on Big Data
    • Place of Presentation
      Hyatt Regency Santa Clara (USA)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 分散クラウド環境におけるSLAを考慮したWEBシステムの多目的資源割当最適化

    • Author(s)
      川勝崇史, 棟朝雅晴
    • Organizer
      情報処理学会第96回数理モデル化と問題解決研究会
    • Place of Presentation
      東京工業大学 (東京都)
    • Related Report
      2013 Annual Research Report
  • [Book] A Framework for Problem-Specific QoS Based Scheduling in Grids, Advances in Grid Computing (Zoran Constantinescu, editor)2011

    • Author(s)
      Mohamed Wahib, Asim Munawar, Masaharu Munetomo, Kiyoshi Akama (分担執筆)
    • Publisher
      INTECH
    • Related Report
      2011 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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