Evaluation of Infrastructure Facilities Using Machine Learning

• Project/Area Number: 23710185
• Research Category: Grant-in-Aid for Young Scientists (B)
• Allocation Type: Multi-year Fund
• Research Field: Social systems engineering/Safety system
• Research Institution: Kansai University
• Principal Investigator: YUN Yeboon 関西大学, 環境都市工学部, 准教授 (10325326)
• Project Period (FY): 2011 – 2012
• Project Status: Completed (Fiscal Year 2012)
• Budget Amount: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000); Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000); Fiscal Year 2011: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
• Keywords: 社会システム / 維持管理 / 維持管理計画 / 社会的インフラシステム / 機械学習

Research Abstract

In this research，we suggest a method using support vector machines (SVM) to evaluate objectively and effectively sewerage systems．Utilizing the characteristics of SVM，we elicit relevant attributes (factors) to collapse of roads from basic data and inspection for the sewerage systems in which road subsidence has occurred due to damaged sewer pipes．Calculating latent risk degree of each sewerage system，we decide a priority for maintaining preventively，properly and efficiently．Finally，the effectiveness of the proposed method will be investigated through some real inspection data．

Research Products

• [Journal Article] Utilizing expected improvement and generalized data envelopment analysis in multi-objective genetic algorithms (2013)
  • Author(s): Y.B.Yun,H.Nakayama
  • Journal Title: Journal of Global Optimization Volume: (accepted)
  • Peer Reviewed
• [Journal Article] Utilizing expected improvement and generalized data envelopment analysis in multi-objective genetic algorithms (2013)
  • Author(s): Y.B.Yun，H.Nakayama
  • Journal Title: Journal of Global Optimization Volume: 印刷中 Issue: 2 Pages: 367-384
  • DOI: 10.1007/s10898-013-0038-1
  • Peer Reviewed
• [Journal Article] On the use of data envelopment analysis in evaluation of sewerage systems (2012)
  • Author(s): Y.B.Yun,H.Nakayama,M.Yoon
  • Journal Title: Proceedings of The 5th International Conference on Optimization and Control with Applications(OCA2012) Pages: 199-204
  • Peer Reviewed
• [Journal Article] Evaluation of sewerage systems using data envelopment analysis,Proceedings of The 6th International Conference on Soft Computing and Intelligent Systems (2012)
  • Author(s): Y.B.Yun, T.Iida, K.Furukawa, H.Nakayama
  • Journal Title: The 13th International Symposium on Advanced Intelligent Systems Volume: No. 355 Pages: 733-737
  • Peer Reviewed
• [Journal Article] Parameter tuning of large scale support vector machines using ensemble learning with applications to imbalanced data sets,Proceedings of IEEE Systems,Man (2012)
  • Author(s): H.Nakayama,Y.B.Yun,Y.Uno
  • Journal Title: Cybernetics Conference 2012 Volume: No.1224 Pages: 2815-2820
  • Peer Reviewed
• [Journal Article] Comparison of customer classification performance using machine learning (2012)
  • Author(s): J.G.Eom,H.S.Seo,Y.B.Yun,M.Yoon
  • Journal Title: Journal of the Korean Data Analysis Society Volume: Vol.14,No.5(B) Pages: 2441-2450
  • Peer Reviewed
• [Journal Article] Evaluation of sewerage systems by using data envelopment analysis (2012)
  • Author(s): Y.B.Yun
  • Journal Title: Proceedings of The 7th International Symposium in Science and Technology Pages: 192-195
• [Journal Article] 期待改善量と一般化包絡分析法を用いたパレート最適解の生成法 (2012)
  • Author(s): 尹禮分,中山弘隆
  • Journal Title: システム制御情報学会論文誌 Volume: Vol.25,No.8 Pages: 189-195
  • NAID: 10031140166
  • Peer Reviewed
• [Journal Article] Prediction of bankruptcy data by machine learning techniques (2012)
  • Author(s): D.J.Park,Y.B.Yun,M.Yoon
  • Journal Title: Korean Data and Information Science Society Volume: Vol.23,No.3 Pages: 569-577
  • Peer Reviewed
• [Journal Article] 計算知能の逐次近似多目的最適化への応用 (2012)
  • Author(s): 中山弘隆,尹禮分
  • Journal Title: オペレーションズ・リサーチ誌 Volume: Vol.57,No.5 Pages: 270-275
  • NAID: 110009437445
  • Peer Reviewed
• [Journal Article] Game theoretical approaches concerning R&D (2012)
  • Author(s): Y.B.Yun,Y.Hisata,T.Nakai
  • Journal Title: Journal of Information and Optimization Sciences Volume: Vol. 33,No. 1 Pages: 115-133
  • Peer Reviewed
• [Journal Article] Optimal inventory control for deteriorative goods considering delays of deliveries (2012)
  • Author(s): Y.B.Yun,S.Osako,T.Nakai
  • Journal Title: Journal of Information and Optimization Sciences Volume: Vol. 33,No. 1 Pages: 103-114
  • Peer Reviewed
• [Journal Article] Prediction of bankruptcy data by machine learning techniques (2012)
  • Author(s): D.J.Park，Y.B.Yun，M.Yoon
  • Journal Title: Korean Data and Information Science Society Volume: 23（３） Pages: 569-577
  • Peer Reviewed
• [Journal Article] 期待改善量と一般化包絡分析法を用いたパレート最適解の生成法 (2012)
  • Author(s): 尹禮分，中山弘隆
  • Journal Title: システム制御情報学会論文誌 Volume: 25(8) Pages: 189-195
  • NAID: 10031140166
  • Peer Reviewed
• [Journal Article] Comparison of customer classification performance using machine learning (2012)
  • Author(s): J.G.Eom，H.S.Seo，Y.B.Yun，M.Yoon
  • Journal Title: Journal of the Korean Data Analysis Society Volume: 14(5-B) Pages: 2441-2450
  • Peer Reviewed
• [Journal Article] Evaluation of sewerage systems by using data envelopment analysis (2012)
  • Author(s): Y.B.Yun
  • Journal Title: The 7th International Symposium in Science and Technology Volume: ― Pages: 192-195
  • Peer Reviewed
• [Journal Article] Parameter tuning of large scale support vector machines using ensemble learning with applications to imbalanced data sets (2012)
  • Author(s): H.Nakayama，Y.B.Yun，Y.Uno
  • Journal Title: IEEE Systems，Man，Cybernetics Conference Volume: PaperNo.1224 Pages: 2815-2820
  • Peer Reviewed
• [Journal Article] Evaluation of sewerage systems using data envelopment analysis (2012)
  • Author(s): Y.B.Yun, T.Iida, K.Furukawa, H.Nakayama
  • Journal Title: The 6th International Conference on Soft Computing and Intelligent Systems/The 13th International Symposium on Advanced Intelligent Systems Volume: PaperNo. 355 Pages: 733-737
  • Peer Reviewed
• [Journal Article] On the use of data envelopment analysis in evaluation of sewerage systems (2012)
  • Author(s): Y.B.Yun，H.Nakayama，M.Yoon
  • Journal Title: The 5th International Conference on Optimization and Control with Applications Volume: ― Pages: 199-204
  • Peer Reviewed
• [Journal Article] Evolutionary multi- objective optimization using expected improvement and generalized DEA (2011)
  • Author(s): Y.B.Yun,H.Nakayama,M.Yoon
  • Journal Title: Proceedings of IEEE Systems,Man,Cybernetics Conference 2011 Pages: 663-668
  • Peer Reviewed
• [Journal Article] メタモデルと多目的最適化手法 (2011)
  • Author(s): 尹禮分
  • Journal Title: システム制御情報学会学会誌 Volume: Vol.55,No.9 Pages: 367-373
  • Peer Reviewed
• [Journal Article] Evolutionary multi- objective optimization using expected improvement and generalized DEA (2011)
  • Author(s): Y.B.Yun，H.Nakayama，M.Yoon
  • Journal Title: IEEE Systems，Man，Cybernetics Conference Volume: 1 Pages: 663-668
  • Peer Reviewed
• [Presentation] 多目的最適化問題における満足化トレードオフ法を用いたロバスト設計 (2011)
  • Author(s): 田中聡,中山弘隆,尹禮分
  • Organizer: 第54回自動制御連合講演会
  • Place of Presentation: 豊橋技術科学大学
  • Year and Date: 2011-11-19
• [Presentation] 能動学習型最適化を用いたビル空調制御 (2011)
  • Author(s): 西口純也,近田智洋,中山弘隆,尹禮分,荒川雅生
  • Organizer: 第55回システム制御情報学会研究発表講演会
  • Place of Presentation: 大阪大学
  • Year and Date: 2011-05-18
• [Presentation] Utilizing expected improvement and generalized data envelopment analysis in multi-objective genetic algorithms (2011)
  • Author(s): Y.B.Yun,H.Nakayama
  • Organizer: The 21st International Conference on Multiple Criteria Decision Making
  • Place of Presentation: The University of Jyv&auml(Finland)
• [Presentation] Utilizing expected improvement and generalized data envelopment analysis in multi-objective genetic algorithms (2011)
  • Author(s): Y.B.Yun，H.Nakayama，M.Yoon
  • Organizer: The 21st International Conference on Multiple Criteria Decision Making
  • Place of Presentation: The University of Jyv&auml（Finland）
• [Book] Multicriteria Decision Aid and Artificial Intelligence: Links, Theory, and Applications (2013)
  • Author(s): Y.B.Yun，H.Nakayama
  • Publisher: John Wiley & Sons