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Volumn 240, Issue 1, 2015, Pages 220-234

Evaluating risk of water mains failure using a Bayesian belief network model

Author keywords

Bayesian Belief Network (BBN); Consequence; Deterioration; Risk analysis; Water distribution network

Indexed keywords

BAYESIAN NETWORKS; COMPUTER AIDED DESIGN; DETERIORATION; RISK ANALYSIS; RISK ASSESSMENT; WATER QUALITY;

EID: 84906949513     PISSN: 03772217     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ejor.2014.06.033     Document Type: Article
Times cited : (196)

References (89)
  • 1
    • 84906947618 scopus 로고    scopus 로고
    • Developing a framework for selecting condition assessment technologies for water and wastewater pipes
    • Blacksburg, USA
    • Agarwal, M. (2010). Developing a framework for selecting condition assessment technologies for water and wastewater pipes. MSc dissertation, Virginia Polytechnic Institute and State University, Blacksburg, USA.
    • (2010) MSc Dissertation, Virginia Polytechnic Institute and State University
    • Agarwal, M.1
  • 3
    • 33646167815 scopus 로고    scopus 로고
    • Condition rating model for underground infrastructure sustainable water mains
    • H. Al-Barqawi, and T. Zayed Condition rating model for underground infrastructure sustainable water mains Journal of Performance of Constructed Facilities 20 2 2006 126 135
    • (2006) Journal of Performance of Constructed Facilities , vol.20 , Issue.2 , pp. 126-135
    • Al-Barqawi, H.1    Zayed, T.2
  • 4
    • 56549108548 scopus 로고    scopus 로고
    • Sustainable infrastructure management: Performance of water main
    • H. Al-Barqawi, and T. Zayed Sustainable infrastructure management: Performance of water main Journal of Infrastructure Systems 14 4 2008 305 318
    • (2008) Journal of Infrastructure Systems , vol.14 , Issue.4 , pp. 305-318
    • Al-Barqawi, H.1    Zayed, T.2
  • 5
    • 70349392045 scopus 로고    scopus 로고
    • Development of PCCP wire breaks prediction model using artificial neural networks
    • July 22-27, Atlanta, Georgia, USA
    • Amaitik, N. M.; Amaitik, S. M. (2008). Development of PCCP wire breaks prediction model using artificial neural networks. In International pipelines conference, July 22-27, Atlanta, Georgia, USA.
    • (2008) International Pipelines Conference
    • Amaitik N., .M.1    Amaitik S., .M.2
  • 7
    • 84906947516 scopus 로고    scopus 로고
    • Should i keep or replace it? A risk based approach to making asset rehabilitation and replacement (R&R) decisions
    • Alexandria
    • Anwar, P.; Koester, P.; Harlow, K. (2005). Should I keep or replace it? A risk based approach to making asset rehabilitation and replacement (R&R) decisions. In Proceedings of the water environment federation, Alexandria (pp. 1034-1046).
    • (2005) Proceedings of the Water Environment Federation , pp. 1034-1046
    • Anwar, P.1    Koester, P.2    Harlow, K.3
  • 10
    • 41649086747 scopus 로고    scopus 로고
    • Development of pipe deterioration models for water distribution systems using EPR
    • L. Berardi, O. Giustolisi, Z. Kapelan, and D.A. Savic Development of pipe deterioration models for water distribution systems using EPR Journal of Hydroinformatics 10 2 2008 113 126
    • (2008) Journal of Hydroinformatics , vol.10 , Issue.2 , pp. 113-126
    • Berardi, L.1    Giustolisi, O.2    Kapelan, Z.3    Savic, D.A.4
  • 11
    • 84875138843 scopus 로고    scopus 로고
    • Condition assessment for bridges: A hierarchical evidential reasoning (HER) framework
    • A. Bolar, R. Sadiq, and S. Tesfamariam Condition assessment for bridges: A hierarchical evidential reasoning (HER) framework Structure and Infrastructure Engineering 9 7 2013 648 666
    • (2013) Structure and Infrastructure Engineering , vol.9 , Issue.7 , pp. 648-666
    • Bolar, A.1    Sadiq, R.2    Tesfamariam, S.3
  • 12
    • 84880136486 scopus 로고    scopus 로고
    • Application of Bayesian networks in quantitative risk assessment of subsea blowout preventer operations
    • B. Cai, Y. Liu, Z. Liu, X. Tian, Y. Zhang, and R. Ji Application of Bayesian networks in quantitative risk assessment of subsea blowout preventer operations Risk Analysis 33 7 2013 1293 1311
    • (2013) Risk Analysis , vol.33 , Issue.7 , pp. 1293-1311
    • Cai, B.1    Liu, Y.2    Liu, Z.3    Tian, X.4    Zhang, Y.5    Ji, R.6
  • 13
    • 84906950837 scopus 로고    scopus 로고
    • < > (Accessed 27.10.12)
    • Canadian Infrastructure Report Card (2012). < http://www. canadainfrastructure.ca > (Accessed 27.10.12).
    • (2012) Canadian Infrastructure Report Card
  • 17
    • 1642517260 scopus 로고    scopus 로고
    • Risk analysis framework for evaluating structural degradation of water mains in urban settings using neurofuzzy systems and statistical modeling techniques
    • ASCE, Reston, VA, USA, June 23-26
    • Christodoulou, S.; Aslani, P.; Vanrenterghem, A. (2003). Risk analysis framework for evaluating structural degradation of water mains in urban settings using neurofuzzy systems and statistical modeling techniques. In Proceedings of world water and environmental resources congress, ASCE, Reston, VA, USA, June 23-26 (pp. 1-9).
    • (2003) Proceedings of World Water and Environmental Resources Congress , pp. 1-9
    • Christodoulou, S.1    Aslani, P.2    Vanrenterghem, A.3
  • 19
    • 34249832377 scopus 로고
    • A Bayesian method for the induction of probabilistic networks from data
    • G.F. Cooper, and E. Herskovits A Bayesian method for the induction of probabilistic networks from data Machine Learning 9 1992 309 347
    • (1992) Machine Learning , vol.9 , pp. 309-347
    • Cooper, G.F.1    Herskovits, E.2
  • 21
    • 80052032045 scopus 로고    scopus 로고
    • Risk analysis in a linguistic environment: A fuzzy evidential reasoning-based approach
    • Y. Deng, R. Sadiq, W. Jiang, and S. Tesfamariam Risk analysis in a linguistic environment: A fuzzy evidential reasoning-based approach Expert Systems with Applications 38 12 2011 15438 15446
    • (2011) Expert Systems with Applications , vol.38 , Issue.12 , pp. 15438-15446
    • Deng, Y.1    Sadiq, R.2    Jiang, W.3    Tesfamariam, S.4
  • 22
    • 84906947517 scopus 로고    scopus 로고
    • Polyethylene encasement - Effective, economical protection for ductile iron pipe in corrosive environments. < >.
    • DIPRA (Ductile Iron Pipe Research Association) (2000). Polyethylene encasement - Effective, economical protection for ductile iron pipe in corrosive environments. < http://www.dipra.org/wp-content/uploads/Corrosion-Control- PolyEncasement.pdf >.
    • (2000) DIPRA (Ductile Iron Pipe Research Association)
  • 24
    • 10644230902 scopus 로고    scopus 로고
    • Soft computing applications in infrastructure management
    • G.W. Flintsch, and C. Chen Soft computing applications in infrastructure management Journal of Infrastructure Systems 10 4 2004 157 166
    • (2004) Journal of Infrastructure Systems , vol.10 , Issue.4 , pp. 157-166
    • Flintsch, G.W.1    Chen, C.2
  • 26
    • 84906949040 scopus 로고    scopus 로고
    • Analysis of pipe breaks in urban water distribution network
    • M. Gorji-Bandpy, and M. Shateri Analysis of pipe breaks in urban water distribution network GMSARN International Journal 2 3 2008 117 124
    • (2008) GMSARN International Journal , vol.2 , Issue.3 , pp. 117-124
    • Gorji-Bandpy, M.1    Shateri, M.2
  • 27
    • 77957709199 scopus 로고    scopus 로고
    • A knowledge based approach to loss severity assessment in financial institutions using Bayesian networks and loss determinants
    • D. Hager, and L.B. Andersen A knowledge based approach to loss severity assessment in financial institutions using Bayesian networks and loss determinants European Journal of Operational Research 207 3 2010 1635 1644
    • (2010) European Journal of Operational Research , vol.207 , Issue.3 , pp. 1635-1644
    • Hager, D.1    Andersen, L.B.2
  • 28
    • 35349031030 scopus 로고    scopus 로고
    • Risk attributes theory: Decision making under risk
    • Y. He, and R.H. Huang Risk attributes theory: Decision making under risk European Journal of Operational Research 186 1 2008 243 260
    • (2008) European Journal of Operational Research , vol.186 , Issue.1 , pp. 243-260
    • He, Y.1    Huang, R.H.2
  • 29
    • 34547817213 scopus 로고    scopus 로고
    • Factors contributing to the failure of asbestos cement water mains
    • Y. Hu, and D. Hubble Factors contributing to the failure of asbestos cement water mains Canadian Journal of Civil Engineering 34 5 2007 608 621
    • (2007) Canadian Journal of Civil Engineering , vol.34 , Issue.5 , pp. 608-621
    • Hu, Y.1    Hubble, D.2
  • 31
    • 69949104105 scopus 로고    scopus 로고
    • Infrastructure Report Canada Free Press. < > (Accessed 23.01.12)
    • Infrastructure Report (2007). The water main break clock. Canada Free Press. < http://www.canadafreepress.com/infrastructure.htm > (Accessed 23.01.12).
    • (2007) The Water Main Break Clock
  • 34
    • 77649188485 scopus 로고    scopus 로고
    • Application of artificial neural networks (ANN) to model the failure of urban water mains
    • R. Jafar, I. Shahrour, and I. Juran Application of artificial neural networks (ANN) to model the failure of urban water mains Mathematical and Computer Modelling 51 9-10 2010 1170 1180
    • (2010) Mathematical and Computer Modelling , vol.51 , Issue.910 , pp. 1170-1180
    • Jafar, R.1    Shahrour, I.2    Juran, I.3
  • 38
    • 77950601355 scopus 로고    scopus 로고
    • Methodology for Bayesian belief network development to facilitate compliance with water quality regulations
    • S.A. Joseph, B.J. Adams, and B. McCabe Methodology for Bayesian belief network development to facilitate compliance with water quality regulations Journal of Infrastructure Systems 16 1 2010 58 65
    • (2010) Journal of Infrastructure Systems , vol.16 , Issue.1 , pp. 58-65
    • Joseph, S.A.1    Adams, B.J.2    McCabe, B.3
  • 39
    • 0022077716 scopus 로고
    • An analysis of pipe breakage in urban water distribution networks
    • A.J. Kettler, and I.C. Goulter An analysis of pipe breakage in urban water distribution networks Canadian Journal of Civil Engineering 12 2 1985 286 293
    • (1985) Canadian Journal of Civil Engineering , vol.12 , Issue.2 , pp. 286-293
    • Kettler, A.J.1    Goulter, I.C.2
  • 44
    • 0036921341 scopus 로고    scopus 로고
    • Forecasting variations and trends in water-main breaks
    • Y. Kleiner, and B. Rajani Forecasting variations and trends in water-main breaks Journal of Infrastructure Systems 8 4 2002 122 131
    • (2002) Journal of Infrastructure Systems , vol.8 , Issue.4 , pp. 122-131
    • Kleiner, Y.1    Rajani, B.2
  • 46
    • 0029322870 scopus 로고
    • Sensitivity analysis for probability assessments in Bayesian networks
    • K.B. Laskey Sensitivity analysis for probability assessments in Bayesian networks IEEE Transactions on Systems Man and Cybernetics 25 6 1995 901 909
    • (1995) IEEE Transactions on Systems Man and Cybernetics , vol.25 , Issue.6 , pp. 901-909
    • Laskey, K.B.1
  • 47
    • 33751319003 scopus 로고    scopus 로고
    • A methodology for developing Bayesian networks: An application to information technology (IT) implementation
    • E.J.M. Lauría, and P.J. Duchessi A methodology for developing Bayesian networks: An application to information technology (IT) implementation European Journal of Operational Research 179 1 2007 234 252
    • (2007) European Journal of Operational Research , vol.179 , Issue.1 , pp. 234-252
    • Lauría, E.J.M.1    Duchessi, P.J.2
  • 49
    • 84868106458 scopus 로고    scopus 로고
    • Prediction of lateral spread displacement: Data-driven approaches
    • Z. Liu, and S. Tesfamariam Prediction of lateral spread displacement: Data-driven approaches Bulletin of Earthquake Engineering 10 5 2012 1431 1454
    • (2012) Bulletin of Earthquake Engineering , vol.10 , Issue.5 , pp. 1431-1454
    • Liu, Z.1    Tesfamariam, S.2
  • 50
    • 84856030146 scopus 로고    scopus 로고
    • Risk-based prioritization and its application to inspection of valves in the water sector
    • D.R. Marlow, D.J. Beale, and J.S. Mashford Risk-based prioritization and its application to inspection of valves in the water sector Reliability Engineering & System Safety 100 2012 67 74
    • (2012) Reliability Engineering & System Safety , vol.100 , pp. 67-74
    • Marlow, D.R.1    Beale, D.J.2    Mashford, J.S.3
  • 51
    • 33947657072 scopus 로고    scopus 로고
    • Decision under risk as a multicriteria problem
    • M.A. Matos Decision under risk as a multicriteria problem European Journal of Operational Research 181 3 2007 1516 1529
    • (2007) European Journal of Operational Research , vol.181 , Issue.3 , pp. 1516-1529
    • Matos, M.A.1
  • 53
    • 0035254130 scopus 로고    scopus 로고
    • A Bayesian network approach to making inferences in causal maps
    • S. Nadkarni, and P.P. Shenoy A Bayesian network approach to making inferences in causal maps European Journal of Operational Research 128 3 2001 479 498
    • (2001) European Journal of Operational Research , vol.128 , Issue.3 , pp. 479-498
    • Nadkarni, S.1    Shenoy, P.P.2
  • 56
    • 34547644195 scopus 로고    scopus 로고
    • Netica TM application. < > (Accessed 20.08.12)
    • Norsys Software Corp. (2006). Netica TM application. < http://www.norsys.com > (Accessed 20.08.12).
    • (2006) Norsys Software Corp
  • 57
    • 84872556238 scopus 로고    scopus 로고
    • Pipe performance and experiences during seismic events in New Zealand over the last 25 years
    • Florida, USA, August 19-22
    • O'Callaghan, F. (2012). Pipe performance and experiences during seismic events in New Zealand over the last 25 years. In Pipelines conference, Florida, USA, August 19-22 (pp. 1136-1146).
    • (2012) Pipelines Conference , pp. 1136-1146
    • O'Callaghan, F.1
  • 58
    • 0020205298 scopus 로고
    • Organizing and analyzing leak and break data for making main replacement decisions
    • D.K. O'Day Organizing and analyzing leak and break data for making main replacement decisions Journal of AWWA 74 11 1982 588 594
    • (1982) Journal of AWWA , vol.74 , Issue.11 , pp. 588-594
    • O'Day, D.K.1
  • 61
    • 79952842686 scopus 로고    scopus 로고
    • Seismic damage estimation for buried pipelines: Challenges after three decades of progress
    • O. Pineda-Porras, and M. Najafi Seismic damage estimation for buried pipelines: Challenges after three decades of progress Journal of Pipeline Systems Engineering and Practice 1 1 2010 19 24
    • (2010) Journal of Pipeline Systems Engineering and Practice , vol.1 , Issue.1 , pp. 19-24
    • Pineda-Porras, O.1    Najafi, M.2
  • 62
    • 82355181492 scopus 로고    scopus 로고
    • Seismic fragility formulations for segmented buried pipeline systems including the impact of differential ground subsidence
    • O. Pineda-Porras, and M. Ordaz Seismic fragility formulations for segmented buried pipeline systems including the impact of differential ground subsidence Journal of Pipeline Systems Engineering and Practice 1 4 2010 141 146
    • (2010) Journal of Pipeline Systems Engineering and Practice , vol.1 , Issue.4 , pp. 141-146
    • Pineda-Porras, O.1    Ordaz, M.2
  • 64
    • 15544371998 scopus 로고    scopus 로고
    • Uncoupled axial, flexural, and circumferential pipe-soil interaction analyses of partially supported jointed water mains
    • B.B. Rajani, and S. Tesfamariam Uncoupled axial, flexural, and circumferential pipe-soil interaction analyses of partially supported jointed water mains Canadian Geotechnical Journal 41 6 2004 997 1010
    • (2004) Canadian Geotechnical Journal , vol.41 , Issue.6 , pp. 997-1010
    • Rajani, B.B.1    Tesfamariam, S.2
  • 65
    • 34250162502 scopus 로고    scopus 로고
    • Estimating time to failure of ageing cast iron water mains under uncertainties
    • B.B. Rajani, and S. Tesfamariam Estimating time to failure of ageing cast iron water mains under uncertainties ICE Water Management Journal 160 2 2007 83 88
    • (2007) ICE Water Management Journal , vol.160 , Issue.2 , pp. 83-88
    • Rajani, B.B.1    Tesfamariam, S.2
  • 66
    • 0038020064 scopus 로고    scopus 로고
    • Predicting trihalomethane formation in chlorinated waters using multivariate regression and neural networks
    • M. Rodriguez, J. Milot, and J. Serodes Predicting trihalomethane formation in chlorinated waters using multivariate regression and neural networks Journal of Water Supply Research and Technology-AQUA 52 3 2003 199 215
    • (2003) Journal of Water Supply Research and Technology-AQUA , vol.52 , Issue.3 , pp. 199-215
    • Rodriguez, M.1    Milot, J.2    Serodes, J.3
  • 68
    • 82355170712 scopus 로고    scopus 로고
    • Prioritizing water main renewals: Case study of the Denver water system
    • P.D. Rogers Prioritizing water main renewals: Case study of the Denver water system Journal of Pipeline Systems Engineering and Practice 2 3 2011 73 81
    • (2011) Journal of Pipeline Systems Engineering and Practice , vol.2 , Issue.3 , pp. 73-81
    • Rogers, P.D.1
  • 69
    • 40549118569 scopus 로고    scopus 로고
    • Failure assessment model to prioritize pipe replacement in water utility asset management
    • Cincinnati, Ohio, USA, August 27-30
    • Rogers, P. D. & Grigg, N. S. (2006). Failure assessment model to prioritize pipe replacement in water utility asset management. In Proceedings of 8th annual water distribution systems analysis symposium, Cincinnati, Ohio, USA, August 27-30.
    • (2006) Proceedings of 8th Annual Water Distribution Systems Analysis Symposium
    • Rogers, P.D.1    Grigg, N.S.2
  • 71
    • 77954889615 scopus 로고    scopus 로고
    • Proof-of-concept model to predict water quality changes in distribution pipe networks (Q-WARP)
    • Ottawa, Canada
    • Sadiq, R.; Kleiner, Y.; Rajani, B. (2009). Proof-of-concept model to predict water quality changes in distribution pipe networks (Q-WARP). National Research Council of Canada, Ottawa, Canada.
    • (2009) National Research Council of Canada
    • Sadiq, R.1    Kleiner, Y.2    Rajani, B.3
  • 72
    • 77954923353 scopus 로고    scopus 로고
    • Modelling potential for water quality failures in distribution networks - Framework (I)
    • R. Sadiq, Y. Kleiner, and B. Rajani Modelling potential for water quality failures in distribution networks - Framework (I) Journal of Water Supply: Research & Technology - AQUA 59 4 2010 255 276
    • (2010) Journal of Water Supply: Research & Technology - AQUA , vol.59 , Issue.4 , pp. 255-276
    • Sadiq, R.1    Kleiner, Y.2    Rajani, B.3
  • 73
    • 4444326681 scopus 로고    scopus 로고
    • Fuzzy synthetic evaluation of disinfectant by-product-a risk-based indexing system
    • R. Sadiq, and M.J. Rodriguez Fuzzy synthetic evaluation of disinfectant by-product-a risk-based indexing system Journal of Environmental Management. 73 1 2004 1 13
    • (2004) Journal of Environmental Management. , vol.73 , Issue.1 , pp. 1-13
    • Sadiq, R.1    Rodriguez, M.J.2
  • 74
    • 34248167031 scopus 로고    scopus 로고
    • Probability density functions based weights for ordered weighted averaging (OWA) operators: An example of water quality indices
    • R. Sadiq, and S. Tesfamariam Probability density functions based weights for ordered weighted averaging (OWA) operators: An example of water quality indices European Journal of Operational Research 182 3 2007 1350 1368
    • (2007) European Journal of Operational Research , vol.182 , Issue.3 , pp. 1350-1368
    • Sadiq, R.1    Tesfamariam, S.2
  • 76
    • 84878812717 scopus 로고    scopus 로고
    • Bayesian analysis for causes of failure at a water utility
    • A. Singh Bayesian analysis for causes of failure at a water utility Built Environment Project and Asset Management 1 2 2011 195 210
    • (2011) Built Environment Project and Asset Management , vol.1 , Issue.2 , pp. 195-210
    • Singh, A.1
  • 77
    • 84873899688 scopus 로고    scopus 로고
    • Maintenance strategy for trunk mains: Development and implementation of a high spatial resolution risk-based approach
    • C. Sorge, T. Christen, and H.J. Malzer Maintenance strategy for trunk mains: Development and implementation of a high spatial resolution risk-based approach Water Science & Technology: Water Supply 13 1 2013 104 113
    • (2013) Water Science & Technology: Water Supply , vol.13 , Issue.1 , pp. 104-113
    • Sorge, C.1    Christen, T.2    Malzer, H.J.3
  • 78
    • 84986980101 scopus 로고
    • Sequential updating of conditional probabilities on directed graphical structures
    • D.J. Spiegelhalter, and S.L. Lauritzen Sequential updating of conditional probabilities on directed graphical structures Networks 20 1990 579 605
    • (1990) Networks , vol.20 , pp. 579-605
    • Spiegelhalter, D.J.1    Lauritzen, S.L.2
  • 79
    • 0003666626 scopus 로고    scopus 로고
    • 2001 Census
    • Statistics Canada (2001). 2001 Census. < http://www12.statcan.ca/ english/census01/Products/Reference/dict/geo021.htm >.
    • (2001) Statistics Canada
  • 80
    • 33846660949 scopus 로고    scopus 로고
    • Using Bayesian networks for bankruptcy prediction: Some methodological issues
    • L. Sun, and P.P. Shenoy Using Bayesian networks for bankruptcy prediction: Some methodological issues European Journal of Operational Research 180 2 2007 738 753
    • (2007) European Journal of Operational Research , vol.180 , Issue.2 , pp. 738-753
    • Sun, L.1    Shenoy, P.P.2
  • 81
    • 34250654558 scopus 로고    scopus 로고
    • Developing complete conditional probability tables from fractional data for Bayesian belief networks
    • Z. Tang, and B. McCabe Developing complete conditional probability tables from fractional data for Bayesian belief networks Journal of Computing in Civil Engineering 21 4 2007 265 276
    • (2007) Journal of Computing in Civil Engineering , vol.21 , Issue.4 , pp. 265-276
    • Tang, Z.1    McCabe, B.2
  • 83
    • 34347257478 scopus 로고    scopus 로고
    • Adaptive network-fuzzy inferencing to estimate concrete strength using mix design
    • S. Tesfamariam, and H. Najjaran Adaptive network-fuzzy inferencing to estimate concrete strength using mix design ASCE Journal of Materials in Civil Engineering 19 7 2007 550 560
    • (2007) ASCE Journal of Materials in Civil Engineering , vol.19 , Issue.7 , pp. 550-560
    • Tesfamariam, S.1    Najjaran, H.2
  • 84
    • 33846364025 scopus 로고    scopus 로고
    • Consideration of uncertainties to estimate structural capacity of ageing cast iron water mains - A possibilistic approach
    • S. Tesfamariam, B. Rajani, and R. Sadiq Consideration of uncertainties to estimate structural capacity of ageing cast iron water mains - A possibilistic approach Canadian Journal of Civil Engineering 33 8 2006 1050 1064
    • (2006) Canadian Journal of Civil Engineering , vol.33 , Issue.8 , pp. 1050-1064
    • Tesfamariam, S.1    Rajani, B.2    Sadiq, R.3
  • 85
    • 73649142080 scopus 로고    scopus 로고
    • Decision-making under uncertainty - An example for seismic risk management
    • S. Tesfamariam, R. Sadiq, and H. Najjaran Decision-making under uncertainty - An example for seismic risk management Risk Analysis 30 1 2010 78 94
    • (2010) Risk Analysis , vol.30 , Issue.1 , pp. 78-94
    • Tesfamariam, S.1    Sadiq, R.2    Najjaran, H.3
  • 89
    • 58149196641 scopus 로고    scopus 로고
    • Use of fuzzy evidential reasoning in maritime security assessment
    • Z.L. Yang, J. Wang, S. Bonsall, and Q.G. Fang Use of fuzzy evidential reasoning in maritime security assessment Risk Analysis 29 1 2009 95 120
    • (2009) Risk Analysis , vol.29 , Issue.1 , pp. 95-120
    • Yang, Z.L.1    Wang, J.2    Bonsall, S.3    Fang, Q.G.4


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