[논문]Optimal Design of District Metered Areas in a Water Distribution Network Using Coupled Self-Organizing Map and Community Structure Algorithm

Bui, Xuan Khoa; Marlim, Malvin S.; Kang, Doosun

doi:10.3390/w13060836

[해외논문] Optimal Design of District Metered Areas in a Water Distribution Network Using Coupled Self-Organizing Map and Community Structure Algorithm 원문보기

Water, v.13 no.6, 2021년, pp.836 -

Bui, Xuan Khoa (Department of Civil Engineering, Kyung Hee University, 1732 Deogyeong-daero, Giheung-gu, Yongin-si, Gyeonggi-do 17104, Korea) , Marlim, Malvin S. (Department of Civil Engineering, Kyung Hee University, 1732 Deogyeong-daero, Giheung-gu, Yongin-si, Gyeonggi-do 17104, Korea) , Kang, Doosun (Department of Civil Engineering, Kyung Hee University, 1732 Deogyeong-daero, Giheung-gu, Yongin-si, Gyeonggi-do 17104, Korea)

(계산과학플랫폼 EDISON 연구성과)

Abstract ▼ AI-Helper

Operation and management of a water distribution network (WDN) by district metered areas (DMAs) bring many benefits for water utilities, particularly regarding water loss control and pressure management. However, the optimal design of DMAs in a WDN is a challenging task. This paper proposes an approach for the optimal design of DMAs in the multiple-criteria decision analysis (MCDA) framework based on the outcome of a coupled model comprising a self-organizing map (SOM) and a community structure algorithm (CSA). First, the clustering principle of the SOM algorithm is applied to construct initial homologous clusters in terms of pressure and elevation. CSA is then coupled to refine the SOM-based initial clusters for the automated creation of multiscale and dynamic DMA layouts. Finally, the criteria for quantifying the performance of each DMA layout solution are assessed in the MCDA framework. Verifying the model on a hypothetical network and an actual WDN proved that it could efficiently create homologous and dynamic DMA layouts capable of adapting to water demand variability.

참고문헌 (61)

Farley, M. (2001). Leakage Management and Control: A Best Practice Training Manual, No. WHO/SDE/WSH/01.1, World Health Organization.
Morrison, J., Tooms, S., and Rogers, D. (2007). DMA Management Guidance Notes, IWA Publishing.
Santonastaso An Automated Tool for Smart Water Network Partitioning Water Resour. Manag. 2013 10.1007/s11269-013-0421-1 27 4493

상세보기
Laucelli Optimal Design of District Metering Areas for the Reduction of Leakages J. Water Resour. Plan. Manag. 2017 10.1061/(ASCE)WR.1943-5452.0000768 143 04017017

상세보기
Rajeswaran A graph partitioning algorithm for leak detection in water distribution networks Comput. Chem. Eng. 2018 10.1016/j.compchemeng.2017.08.007 108 11

상세보기
Creaco Multiobjective Optimization of Control Valve Installation and DMA Creation for Reducing Leakage in Water Distribution Networks J. Water Resour. Plan. Manag. 2019 10.1061/(ASCE)WR.1943-5452.0001114 145 04019046

상세보기
Brentan Hybrid SOM+ k-Means clustering to improve planning, operation and management in water distribution systems Environ. Model. Softw. 2018 10.1016/j.envsoft.2018.02.013 106 77

상세보기
Ferrari Economic Performance of DMAs in Water Distribution Systems Procedia Eng. 2015 10.1016/j.proeng.2015.08.874 119 189

상세보기
Musmarra Dual-use value of network partitioning for water system management and protection from malicious contamination J. Hydroinform. 2014 17 361
Musmarra Software for partitioning and protecting a water supply network Civ. Eng. Environ. Syst. 2015 33 55
10.3390/w11061315 Ciaponi, C., Creaco, E., Di Nardo, A., Di Natale, M., Giudicianni, C., Musmarra, D., and Santonastaso, G.F. (2019). Reducing Impacts of Contamination in Water Distribution Networks: A Combined Strategy Based on Network Partitioning and Installation of Water Quality Sensors. Water, 11.

상세보기
Gomes District Metered Areas Design Under Different Decision Makers’ Options: Cost Analysis Water Resour. Manag. 2013 10.1007/s11269-013-0424-y 27 4527

상세보기
10.3390/w9070463 Di Nardo, A., Di Natale, M., Giudicianni, C., Santonastaso, G.F., Tzatchkov, V., and Varela, J.M.R. (2017). Economic and Energy Criteria for District Meter Areas Design of Water Distribution Networks. Water, 9.

상세보기
Herrera A Graph-Theoretic Framework for Assessing the Resilience of Sectorised Water Distribution Networks Water Resour. Manag. 2016 10.1007/s11269-016-1245-6 30 1685

상세보기
Armand Impact of network sectorisation on water quality management J. Hydroinform. 2017 10.2166/hydro.2017.072 20 424

상세보기
Boccaletti Complex networks: Structure and dynamics Phys. Rep. 2006 10.1016/j.physrep.2005.10.009 424 175

상세보기
Saldarriaga Battle of the Water Networks District Metered Areas J. Water Resour. Plan. Manag. 2019 10.1061/(ASCE)WR.1943-5452.0001035 145 04019002

상세보기
10.3390/w12041002 Bui, X.K., Marlim, M.S., and Kang, D. (2020). Water Network Partitioning into District Metered Areas: A State-Of-The-Art Review. Water, 12.

상세보기
Perelman Topological clustering for water distribution systems analysis Environ. Model. Softw. 2011 10.1016/j.envsoft.2011.01.006 26 969

상세보기
Lifshitz Clustering for Analysis of Water Distribution Systems J. Water Resour. Plan. Manag. 2018 10.1061/(ASCE)WR.1943-5452.0000917 144 04018016

상세보기
Scarpa Elementary DMA Design of Looped Water Distribution Networks with Multiple Sources J. Water Resour. Plan. Manag. 2016 10.1061/(ASCE)WR.1943-5452.0000639 142 04016011

상세보기
Gomes Decision support system to divide a large network into suitable District Metered Areas Water Sci. Technol. 2012 10.2166/wst.2012.061 65 1667

상세보기
Girvan Community structure in social and biological networks Proc. Natl. Acad. Sci. USA 2002 10.1073/pnas.122653799 99 7821

상세보기
Clauset Finding community structure in very large networks Phys. Rev. E 2004 10.1103/PhysRevE.70.066111 70 066111

상세보기
Diao Automated Creation of District Metered Area Boundaries in Water Distribution Systems J. Water Resour. Plan. Manag. 2013 10.1061/(ASCE)WR.1943-5452.0000247 139 184

상세보기
Campbell Water Supply Network Sectorization Based on Social Networks Community Detection Algorithms Procedia Eng. 2014 10.1016/j.proeng.2014.11.251 89 1208

상세보기
Perelman Automated sub-zoning of water distribution systems Environ. Model. Softw. 2015 10.1016/j.envsoft.2014.11.025 65 1

상세보기
Ciaponi Modularity-Based Procedure for Partitioning Water Distribution Systems into Independent Districts Water Resour. Manag. 2016 10.1007/s11269-016-1266-1 30 2021

상세보기
Giustolisi New Modularity-Based Approach to Segmentation of Water Distribution Networks J. Hydraul. Eng. 2014 10.1061/(ASCE)HY.1943-7900.0000916 140 04014049

상세보기
Giustolisi A novel infrastructure modularity index for the segmentation of water distribution networks Water Resour. Res. 2014 10.1002/2014WR016067 50 7648

상세보기
Creaco Using Heuristic Techniques to Account for Engineering Aspects in Modularity-Based Water Distribution Network Partitioning Algorithm J. Water Resour. Plan. Manag. 2019 10.1061/(ASCE)WR.1943-5452.0001129 145 04019062

상세보기
Simone A proposal of optimal sampling design using a modularity strategy Water Resour. Res. 2016 10.1002/2016WR018944 52 6171

상세보기
Alvisi A New Procedure for Optimal Design of District Metered Areas Based on the Multilevel Balancing and Refinement Algorithm Water Resour. Manag. 2015 10.1007/s11269-015-1066-z 29 4397

상세보기
Giudicianni Weighted spectral clustering for water distribution network partitioning Appl. Netw. Sci. 2017 2 1
10.3390/w10010045 Di Nardo, A., Giudicianni, C., Greco, R., Herrera, M., and Santonastaso, G.F. (2018). Applications of Graph Spectral Techniques to Water Distribution Network Management. Water, 10.

상세보기
Liu Spectral Clustering and Multicriteria Decision for Design of District Metered Areas J. Water Resour. Plan. Manag. 2018 10.1061/(ASCE)WR.1943-5452.0000916 144 04018013

상세보기
Izquierdo, J., Herrera, M., Montalvo, I., and Pérez-García, R. (2009, January 26-29). Agent-based division of water distribution systems into district metered areas. Proceedings of the 4th International Conference on Software and Data Technologies, Sofia, Bulgaria.
Herrera Multi-agent adaptive boosting on semi-supervised water supply clusters Adv. Eng. Softw. 2012 10.1016/j.advengsoft.2012.02.005 50 131

상세보기
Hajebi, S., Barrett, S., Clarke, A., and Clarke, S. (2013, January 23-25). Multi-agent simulation to support water distribution network partitioning. Proceedings of the 27th European Simulation and Modelling Conference, Lancaster, UK.
Giudicianni Automatic Multiscale Approach for Water Networks Partitioning into Dynamic District Metered Areas Water Resour. Manag. 2020 10.1007/s11269-019-02471-w 34 835

상세보기
Wright Adaptive water distribution networks with dynamically reconfigurable topology J. Hydroinform. 2014 10.2166/hydro.2014.086 16 1280

상세보기
Liu Multiphase DMA Design Methodology Based on Graph Theory and Many-Objective Optimization J. Water Resour. Plan. Manag. 2020 10.1061/(ASCE)WR.1943-5452.0001267 146 04020068

상세보기
Pesantez Geospatial and Hydraulic Simulation to Design District Metered Areas for Large Water Distribution Networks J. Water Resour. Plan. Manag. 2020 10.1061/(ASCE)WR.1943-5452.0001243 146 06020010

상세보기
Santonastaso Dual topology for partitioning of water distribution networks considering actual valve locations Urban Water J. 2019 10.1080/1573062X.2019.1669201 16 469

상세보기
Zhang A practical multi-objective optimization sectorization method for water distribution network Sci. Total. Environ. 2019 10.1016/j.scitotenv.2018.11.273 656 1401

상세보기
Zhang Automatic Partitioning of Water Distribution Networks Using Multiscale Community Detection and Multiobjective Optimization J. Water Resour. Plan. Manag. 2017 10.1061/(ASCE)WR.1943-5452.0000819 143 04017057

상세보기
Kohonen Self-organized formation of topologically correct feature maps Biol. Cybern. 1982 10.1007/BF00337288 43 59

상세보기
Rana Drinking Water Distribution System Network Clustering Using Self-Organizing Map for Real-Time Demand Estimation J. Water Resour. Plan. Manag. 2020 10.1061/(ASCE)WR.1943-5452.0001289 146 04020090

상세보기
Hwang, C.-L., and Yoon, K. (2014). Methods for Multiple Attribute Decision Making. Optimizing Hospital-Wide Patient Scheduling, Springer.
10.3390/w10040444 Giudicianni, C., Di Nardo, A., Di Natale, M., Greco, R., Santonastaso, G.F., and Scala, A. (2018). Topological Taxonomy of Water Distribution Networks. Water, 10.

상세보기
Zhou Predicting missing links via local information Eur. Phys. J. B 2009 10.1140/epjb/e2009-00335-8 71 623

상세보기
Salton, G., and McGill, M.J. (1983). Introduction to Modern Information Retrieval, McGraw Hill Book Company.
10.23919/MIPRO.2017.7973581 Miljkovic, D. (2017, January 22-26). Brief review of self-organizing maps. Proceedings of the 2017 40th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO), Opatija, Croatia.
10.3390/w8050179 Campbell, E., Izquierdo, J., Montalvo, I., and Pérez-García, R. (2016). A Novel Water Supply Network Sectorization Methodology Based on a Complete Economic Analysis, Including Uncertainties. Water, 8.

상세보기
Newman Fast algorithm for detecting community structure in networks Phys. Rev. E 2004 10.1103/PhysRevE.69.066133 69 066133

상세보기
Todini Looped water distribution networks design using a resilience index based heuristic approach Urban Water 2000 10.1016/S1462-0758(00)00049-2 2 115

상세보기
Ouma Urban Flood Vulnerability and Risk Mapping Using Integrated Multi-Parametric AHP and GIS: Methodological Overview and Case Study Assessment Water 2014 10.3390/w6061515 6 1515

상세보기
10.3390/su9010029 Chung, E.-S., Abdulai, P.J., Park, H., Kim, Y., Ahn, S.R., and Kim, S.J. (2016). Multi-Criteria Assessment of Spatial Robust Water Resource Vulnerability Using the TOPSIS Method Coupled with Objective and Subjective Weights in the Han River Basin. Sustain. J. Rec., 9.

상세보기
Combining Skeletonization, Setpoint Curves, and Heuristic Algorithms to Define District Metering Areas in the Battle of Water Networks District Metering Areas J. Water Resour. Plan. Manag. 2018 10.1061/(ASCE)WR.1943-5452.0000938 144 04018023

상세보기
Salomons Battle of Water Networks DMAs: Multistage Design Approach J. Water Resour. Plan. Manag. 2017 10.1061/(ASCE)WR.1943-5452.0000830 143 04017059

상세보기
10.1061/40800(180)85 Lippai, I. (2005). Water System Design by Optimization: Colorado Springs Utilities Case Studies. Pipelines 2005, American Society of Civil Engineers (ASCE).

LOADING...

활용도 분석정보

상세보기

다운로드

내보내기

활용도 Top5 논문

해당 논문의 주제분야에서 활용도가 높은 상위 5개 콘텐츠를 보여줍니다.
더보기 버튼을 클릭하시면 더 많은 관련자료를 살펴볼 수 있습니다.

표제어: PCR

동의어: Packet Collision Rate

용어 설명 출처 목록 (6)

용어 설명: PCR은 세균 특이성이 있는 primer를 이용하여 적은 수의 세균이 있을지라도 쉽게 검출할 수 있는 유용한 방법이며, 이를 이용하여 구강 내 치면세균막이나 타액에서 직접 세균을 검출할 수 있게 되었다[8].

내보내기 구분	파일저장 인쇄 메일전송
구성항목	기본정보 상세정보 관리번호, 논문명, 저널/프로시딩명, 저자 , 발행년, 권, 호, 시작페이지, 끝페이지, 발행기관 관리번호, 논문명, 대등논문명, 저자 , 저널/프로시딩명, 발행기관, 발행년, 발행언어, 권, 호, 시작페이지, 끝페이지, ISBN, ISSN, 주제분야, 키워드, 초록(한글), 초록(영문), 저자(소속기관)
저장형식	Text(ASCII format) Excel format RefWorks Direct Export RIS format (for Reference Manager, ProCite, EndNote), Scholar's Aids, Mendeley
메일정보	받는사람 (필수) @ 보내는사람 (선택) @ 제목 내용 KISTI 검색결과 이메일 서비스
안내	총 건의 자료가 검색되었습니다. 다운받으실 자료의 인덱스를 입력하세요. (1-10,000) 검색결과의 순서대로 최대 10,000건 까지 다운로드가 가능합니다. 데이타가 많을 경우 속도가 느려질 수 있습니다.(최대 2~3분 소요) 다운로드 파일은 UTF-8 형태로 저장됩니다. 파일의 내용이 제대로 보이지 않을실 때는 웹브라우저 상단의 보기 -> 인코딩 -> 자동선택 여부를 확인하십시오. ~ Text(ASCII format) Excel format

연합인증