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Volumn 135, Issue 6, 2009, Pages 426-439

Multiobjective optimization of rehabilitation and leakage detection scheduling in water distribution systems

Author keywords

Costs; Leakage; Multiple objective analysis; Rehabilitation; Water distribution systems

Indexed keywords

BUDGET CONSTRAINT; DECISION SUPPORT TOOLS; LEAKAGE; LEAKAGE DETECTION; MULTI-OBJECTIVE GENETIC ALGORITHM; MULTIPLE OBJECTIVE ANALYSIS; NONDOMINATED SOLUTIONS; NSGA-II; OPTIMAL MEDIUM; OPTIMAL SOLUTIONS; OPTIMIZERS; PARETO FRONT; PIPE BREAK; PIPE REHABILITATION; REHABILITATION; REPAIR COSTS; TIME WINDOWS; WATER UTILITY;

EID: 70350423302     PISSN: 07339496     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)0733-9496(2009)135:6(426)     Document Type: Article
Times cited : (73)

References (51)
  • 1
    • 33746375651 scopus 로고    scopus 로고
    • "Near optimal rehabilitation scheduling of water distribution systems based on multi-objective genetic algorithms"
    • ZZZZZZ1028-6628 10.1080/10286600600789300
    • Alvisi, S., and Franchini, M. (2006). "Near optimal rehabilitation scheduling of water distribution systems based on multi-objective genetic algorithms." Civ. Eng. Environ. Syst. ZZZZZZ1028-6628, 23(3), 143-160. 10.1080/10286600600789300
    • (2006) Civ. Eng. Environ. Syst. , vol.23 , Issue.3 , pp. 143-160
    • Alvisi, S.1    Franchini, M.2
  • 2
    • 70350355394 scopus 로고    scopus 로고
    • "Comparative analysis of two probabilistic pipe breakage models applied to a real water distribution system"
    • ZZZZZZ1028-6628, in press
    • Alvisi, S., and Franchini, M. (2009). "Comparative analysis of two probabilistic pipe breakage models applied to a real water distribution system." Civ. Eng. Environ. Syst. ZZZZZZ1028-6628, in press.
    • (2009) Civ. Eng. Environ. Syst.
    • Alvisi, S.1    Franchini, M.2
  • 3
    • 40549108186 scopus 로고    scopus 로고
    • "Leakage detection planning and water distribution system pressure control in a water distribution system"
    • M. Franchini and P. Bertola eds., F. Angeli s.r.l., Italy
    • Alvisi, S., Grata, S., and Franchini, M. (2006). "Leakage detection planning and water distribution system pressure control in a water distribution system." Proc., H20 Conf., M. Franchini and P. Bertola eds., F. Angeli s.r.l., Italy, 23-38.
    • (2006) Proc., H20 Conf. , pp. 23-38
    • Alvisi, S.1    Grata, S.2    Franchini, M.3
  • 4
    • 33746339608 scopus 로고    scopus 로고
    • "Flow analysis considering pressure"
    • Japan Water Work Association, Japan
    • Aoki, Y. (1998). "Flow analysis considering pressure." Proc., 49th National Meeting on Waterworks, Japan Water Work Association, Japan, 262-263.
    • (1998) Proc. 49th National Meeting on Waterworks , pp. 262-263
    • Aoki, Y.1
  • 5
    • 0029411369 scopus 로고
    • "Concept of significance index for maintenance and design of pipe networks"
    • JHEND80733-9429 10.1061/(ASCE)0733-9429(1995)121:11(833)
    • Arulraj, G. P., and Rao, H. S. (1995). "Concept of significance index for maintenance and design of pipe networks." J. Hydraul. Eng. JHEND80733-9429, 121(11), 833-837. 10.1061/ (ASCE)0733-9429(1995)121:11(833)
    • (1995) J. Hydraul. Eng. , vol.121 , Issue.11 , pp. 833-837
    • Arulraj, G.P.1    Rao, H.S.2
  • 6
    • 33144459790 scopus 로고    scopus 로고
    • "Alternative decision making in water distribution network with NSGA-II"
    • JWRMD50733-9496 10.1061/(ASCE)0733-9496(2006)132:2(122)
    • Atiquzzaman, M., Liong, S. Y., and Yu, X. (2006). "Alternative decision making in water distribution network with NSGA-II." J. Water Resour. Plann. Manage. JWRMD50733-9496, 132(2), 122-126. 10.1061/ (ASCE)0733-9496(2006)132:2(122)
    • (2006) J. Water Resour. Plann. Manage. , vol.132 , Issue.2 , pp. 122-126
    • Atiquzzaman, M.1    Liong, S.Y.2    Yu, X.3
  • 7
    • 70350419820 scopus 로고    scopus 로고
    • "Reti di distribuzione dell'acqua potabile e tasso di fallanza delle condotte"
    • Bertola, P., and Pavia, S. (2002). "Reti di distribuzione dell'acqua potabile e tasso di fallanza delle condotte." L'Acqua, 1-2, 124-130.
    • (2002) L'Acqua , vol.1-2 , pp. 124-130
    • Bertola, P.1    Pavia, S.2
  • 8
    • 12344327883 scopus 로고    scopus 로고
    • "Multiobjective optimization to the rehabilitation of a water distributions network"
    • C. Maksimovic, D. Butler, and F. A. Memon, eds., Swets & Zeitlinger, Lisse
    • Cheung, P. B., Reis, L. F. R., and Carrijo, I. B. (2003). "Multiobjective optimization to the rehabilitation of a water distributions network." Advances in water supply management, C. Maksimovic, D. Butler, and F. A. Memon, eds., Swets & Zeitlinger, Lisse, 315-325.
    • (2003) Advances in Water Supply Management , pp. 315-325
    • Cheung, P.B.1    Reis, L.F.R.2    Carrijo, I.B.3
  • 9
    • 70350384337 scopus 로고    scopus 로고
    • Relazione annuale al Parlamento sullo stato dei servizi idrici-Anno 2002
    • Comitato per la Vigilanza sull'Uso delle Risorse Idriche. Roma (in Italian)
    • Comitato per la Vigilanza sull'Uso delle Risorse Idriche. (2003). Relazione annuale al Parlamento sullo stato dei servizi idrici-Anno 2002, Roma (in Italian).
    • (2003)
  • 10
    • 0035395910 scopus 로고    scopus 로고
    • "Optimal scheduling of water pipe replacement using genetic algorithms"
    • JWRMD50733-9496 10.1061/(ASCE)0733-9496(2001)127:4(214)
    • Dandy, G. C., and Engelhardt, M. (2001). "Optimal scheduling of water pipe replacement using genetic algorithms." J. Water Resour. Plann. Manage. JWRMD50733-9496, 127(4), 214-223. 10.1061/ (ASCE)0733-9496(2001)127:4(214)
    • (2001) J. Water Resour. Plann. Manage. , vol.127 , Issue.4 , pp. 214-223
    • Dandy, G.C.1    Engelhardt, M.2
  • 11
    • 33144476626 scopus 로고    scopus 로고
    • "Multi-objective trade-offs between cost and reliability in the replacement of water mains"
    • JWRMD50733-9496 10.1061/(ASCE)0733-9496(2006)132:2(79)
    • Dandy, G. C., and Engelhardt, M. (2006). "Multi-objective trade-offs between cost and reliability in the replacement of water mains." J. Water Resour. Plann. Manage. JWRMD50733-9496, 132(2), 79-88. 10.1061/(ASCE)0733-9496(2006)132:2(79)
    • (2006) J. Water Resour. Plann. Manage. , vol.132 , Issue.2 , pp. 79-88
    • Dandy, G.C.1    Engelhardt, M.2
  • 12
    • 84947926042 scopus 로고    scopus 로고
    • "A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II"
    • Springer, France
    • Deb, K., Agrawal, S., Pratap, A., and Meyarivan, T. (2000). "A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II." Proc., Parallel Problem Solving from Nature VI Conf., Springer, France, 849-858.
    • (2000) Proc., Parallel Problem Solving from Nature VI Conf. , pp. 849-858
    • Deb, K.1    Agrawal, S.2    Pratap, A.3    Meyarivan, T.4
  • 13
    • 70350385828 scopus 로고    scopus 로고
    • Deutsche Vereinigung des Gas-und Wasserfaches. procedures and assessments, Deutsche Vereinigung des Gas-und Wasserfaches e.V., Bonn, Germany (in German)
    • Deutsche Vereinigung des Gas-und Wasserfaches. (2003). W 392-Network inspection and water losses-Activities, procedures and assessments, Deutsche Vereinigung des Gas-und Wasserfaches e.V., Bonn, Germany (in German).
    • (2003) W 392-Network Inspection and Water Losses-activities
  • 14
    • 31344462369 scopus 로고    scopus 로고
    • "Recent advances in calculating economic Intervention frequency for active leakage control, and implications for calculation of economic leakage levels"
    • K. P. Tsagarakis, ed., Univ. of Greece, Rethymno, Greece
    • Fantozzi, M., and Lambert, A. O. (2005). "Recent advances in calculating economic Intervention frequency for active leakage control, and implications for calculation of economic leakage levels." Proc., IWA Int. Conf. on Water Economics, Statistics, and Finance, K. P. Tsagarakis, ed., Univ. of Greece, Rethymno, Greece.
    • (2005) Proc. IWA Int. Conf. on Water Economics, Statistics, and Finance
    • Fantozzi, M.1    Lambert, A.O.2
  • 15
    • 7044231761 scopus 로고    scopus 로고
    • Losses in water distribution networks-A practitioner's guide to assessment, monitoring and control
    • Int. Water Association (IWA), London
    • Farley, M., and Trow, S. (2003). Losses in water distribution networks-A practitioner's guide to assessment, monitoring and control, Int. Water Association (IWA), London.
    • (2003)
    • Farley, M.1    Trow, S.2
  • 16
    • 19044394093 scopus 로고    scopus 로고
    • "Trade-off between total cost and reliability for anytown water distribution network"
    • JWRMD50733-9496 10.1061/(ASCE)0733-9496(2005)131:3(161)
    • Farmani, R., Walters, G. A., and Savic, D. A. (2005). "Trade-off between total cost and reliability for anytown water distribution network." J. Water Resour. Plann. Manage. JWRMD50733-9496, 131(3), 161-171. 10.1061/(ASCE)0733-9496(2005)131:3(161)
    • (2005) J. Water Resour. Plann. Manage. , vol.131 , Issue.3 , pp. 161-171
    • Farmani, R.1    Walters, G.A.2    Savic, D.A.3
  • 18
    • 0033829366 scopus 로고    scopus 로고
    • "Reliability as tool for hydraulic network planning"
    • JHEND80733-9429 10.1061/(ASCE)0733-9429(2000)126:5(354)
    • Gargano, R., and Pianese, D. (2000). "Reliability as tool for hydraulic network planning." J. Hydraul. Eng. JHEND80733-9429, 126(5), 354-364. 10.1061/(ASCE)0733-9429(2000)126:5(354)
    • (2000) J. Hydraul. Eng. , vol.126 , Issue.5 , pp. 354-364
    • Gargano, R.1    Pianese, D.2
  • 19
    • 0022117480 scopus 로고
    • "A technical note on the inclusion of pressure dependent demand and leakage terms in water supply network models"
    • CEESFT1028-6608 10.1080/02630258508970401
    • Germanopoulos, G. (1985). "A technical note on the inclusion of pressure dependent demand and leakage terms in water supply network models." Civ. Eng. Syst. CEESFT1028-6608, 2, 171-179. 10.1080/ 02630258508970401
    • (1985) Civ. Eng. Syst. , vol.2 , pp. 171-179
    • Germanopoulos, G.1
  • 20
    • 85087223878 scopus 로고    scopus 로고
    • "A hydraulic simulation model for pipe networks with leakage outflows and pressure-driven demands"
    • ASCE, Tampa, Florida
    • Giustolisi, O., Kapelan, Z., and Savic, D. (2007). "A hydraulic simulation model for pipe networks with leakage outflows and pressure-driven demands." Proc. World Environmental and Water Resources Congress, ASCE, Tampa, Florida.
    • (2007) Proc. World Environmental and Water Resources Congress
    • Giustolisi, O.1    Kapelan, Z.2    Savic, D.3
  • 21
    • 42449093808 scopus 로고    scopus 로고
    • "Pressure-driven demand and leakage simulation for water distribution networks"
    • JHEND80733-9429 10.1061/(ASCE)0733-9429(2008)134:5(626)
    • Giustolisi, O., Savic, D., and Kapelan, Z. (2008). "Pressure-driven demand and leakage simulation for water distribution networks." J. Hydraul. Eng. JHEND80733-9429, 134(5), 626-635. 10.1061/ (ASCE)0733-9429(2008)134:5(626)
    • (2008) J. Hydraul. Eng. , vol.134 , Issue.5 , pp. 626-635
    • Giustolisi, O.1    Savic, D.2    Kapelan, Z.3
  • 22
    • 0031136111 scopus 로고    scopus 로고
    • "Water network rehabilitation with structured messy Genetic algorithm"
    • JWRMD50733-9496 10.1061/(ASCE)0733-9496(1997)123:3(137)
    • Halhal, D., Walters, G. A., Ouazar, D., and Savic, D. A. (1997). "Water network rehabilitation with structured messy Genetic algorithm." J. Water Resour. Plann. Manage. JWRMD50733-9496, 123(3), 137-146. 10.1061/(ASCE)0733-9496(1997)123:3(137)
    • (1997) J. Water Resour. Plann. Manage. , vol.123 , Issue.3 , pp. 137-146
    • Halhal, D.1    Walters, G.A.2    Ouazar, D.3    Savic, D.A.4
  • 26
    • 0031815321 scopus 로고    scopus 로고
    • "Long-term planning methodology for water distribution system rehabilitation"
    • WRERAQ0043-1397 10.1029/98WR00377
    • Kleiner, Y., Adams, B. J., and Rogers, J. S. (1998a). "Long-term planning methodology for water distribution system rehabilitation." Water Resour. Res. WRERAQ0043-1397, 34(8), 2039-2051. 10.1029/98WR00377
    • (1998) Water Resour. Res. , vol.34 , Issue.8 , pp. 2039-2051
    • Kleiner, Y.1    Adams, B.J.2    Rogers, J.S.3
  • 27
    • 0031845475 scopus 로고    scopus 로고
    • "Selection and scheduling for rehabilitation alternatives for water distribution systems"
    • WRERAQ0043-1397 10.1029/98WR01281
    • Kleiner, Y., Adams, B. J., and Rogers, J. S. (1998b). "Selection and scheduling for rehabilitation alternatives for water distribution systems." Water Resour. Res. WRERAQ0043-1397, 34(8), 2053-2061. 10.1029/98WR01281
    • (1998) Water Resour. Res. , vol.34 , Issue.8 , pp. 2053-2061
    • Kleiner, Y.1    Adams, B.J.2    Rogers, J.S.3
  • 28
    • 0035155332 scopus 로고    scopus 로고
    • "Water distribution network renewal planning"
    • JCCEE50887-3801 10.1061/(ASCE)0887-3801(2001)15:1(15)
    • Kleiner, Y., Adams, B. J., and Rogers, J. S. (2001). "Water distribution network renewal planning." J. Comput. Civ. Eng. JCCEE50887-3801, 15(1), 15-26. 10.1061/(ASCE)0887-3801(2001)15:1(15)
    • (2001) J. Comput. Civ. Eng. , vol.15 , Issue.1 , pp. 15-26
    • Kleiner, Y.1    Adams, B.J.2    Rogers, J.S.3
  • 30
    • 0036385301 scopus 로고    scopus 로고
    • "International report: Water losses management and techniques"
    • WASUDN0735-1917
    • Lambert, A. (2002). "International report: Water losses management and techniques." Water Supply WASUDN0735-1917, 2(4), 1-20.
    • (2002) Water Supply , vol.2 , Issue.4 , pp. 1-20
    • Lambert, A.1
  • 31
    • 0026808111 scopus 로고
    • "Optimal maintenance scheduling for water distribution systems"
    • CEESFT1028-6608 10.1080/02630259208970650
    • Lansey, K. E., Duan, N., Mays, L. W., and Tung, T. K. (1992). "Optimal maintenance scheduling for water distribution systems." Civ. Eng. Syst. CEESFT1028-6608, 9, 211-226. 10.1080/ 02630259208970650
    • (1992) Civ. Eng. Syst. , vol.9 , pp. 211-226
    • Lansey, K.E.1    Duan, N.2    Mays, L.W.3    Tung, T.K.4
  • 32
    • 0003388934 scopus 로고    scopus 로고
    • "Using maintenance record to forecast future failures in water networks"
    • URWAFE1462-0758 10.1016/S1462-0758(00)00057-1
    • Le Gat, Y., and Eisenbeis, P. (2000). "Using maintenance record to forecast future failures in water networks." Urban Water URWAFE1462-0758, 2, 173-181. 10.1016/S1462-0758(00)00057-1
    • (2000) Urban Water , vol.2 , pp. 173-181
    • Le Gat, Y.1    Eisenbeis, P.2
  • 33
    • 70350384335 scopus 로고    scopus 로고
    • "The New German Water Loss Regulations in context with other international applications of the IWA water balance and real loss performance indicators"
    • Int. Water Association (IWA), London
    • Liemberg, R. (2005) "The New German Water Loss Regulations in context with other international applications of the IWA water balance and real loss performance indicators." IWA Efficient 2005 Conf. Proc., Int. Water Association (IWA), London.
    • (2005) IWA Efficient 2005 Conf. Proc.
    • Liemberg, R.1
  • 34
    • 22944492690 scopus 로고    scopus 로고
    • "Optimal maintenance policy and fund allocation in water distribution networks"
    • JWRMD50733-9496 10.1061/(ASCE)0733-9496(2005)131:4(299)
    • Luong, H. T., and Nagarur, N. N. (2005). "Optimal maintenance policy and fund allocation in water distribution networks." J. Water Resour. Plann. Manage. JWRMD50733-9496, 131(4), 299-306. 10.1061/ (ASCE)0733-9496(2005)131:4(299)
    • (2005) J. Water Resour. Plann. Manage. , vol.131 , Issue.4 , pp. 299-306
    • Luong, H.T.1    Nagarur, N.N.2
  • 36
    • 70350403513 scopus 로고    scopus 로고
    • user's guide, South African Water Research Commission, Pretoria, South Africa
    • McKenzie, R., and Lambert, A. (2002). Econoleak. user's guide, South African Water Research Commission, Pretoria, South Africa.
    • (2002) Econoleak
    • McKenzie, R.1    Lambert, A.2
  • 37
    • 1242307794 scopus 로고    scopus 로고
    • "Managing leakage by district metered areas: A practical approach"
    • Int. Water association (IWA)
    • Morrison, J. (2004). "Managing leakage by district metered areas: A practical approach." Water 21̧ Vol. 2, Int. Water association (IWA), 44-46.
    • (2004) Water 21̧ , vol.2 , pp. 44-46
    • Morrison, J.1
  • 38
    • 0003733205 scopus 로고
    • Université de Lausanne, Lausanne, Switzerland
    • Pareto, V. (1896). Cours d'Economie politique, Université de Lausanne, Lausanne, Switzerland.
    • (1896) Cours D'Economie Politique
    • Pareto, V.1
  • 39
    • 1642538302 scopus 로고    scopus 로고
    • "Multiobjective genetic algorithms for design of water distribution networks"
    • JWRMD50733-9496 10.1061/(ASCE)0733-9496(2004)130:1(73)
    • Prasad, T. D., and Park, N. S. (2004). "Multiobjective genetic algorithms for design of water distribution networks." J. Water Resour. Plann. Manage.JWRMD50733-9496, 130(1), 73-82.10.1061/ (ASCE)0733-9496(2004)130:1(73)
    • (2004) J. Water Resour. Plann. Manage , vol.130 , Issue.1 , pp. 73-82
    • Prasad, T.D.1    Park, N.S.2
  • 40
    • 0025964827 scopus 로고
    • "Reliability-based distribution system maintenance"
    • JWRMD50733-9496 10.1061/(ASCE)0733-9496(1991)117:3(321)
    • Quimpo, R. G., and Shamsi, U. M. (1991). "Reliability-based distribution system maintenance." J. Water Resour. Plann. Manage.JWRMD50733-9496, 117(3), 321-339.10.1061/ (ASCE)0733-9496(1991)117:3(321)
    • (1991) J. Water Resour. Plann. Manage. , vol.117 , Issue.3 , pp. 321-339
    • Quimpo, R.G.1    Shamsi, U.M.2
  • 41
    • 0018318075 scopus 로고
    • "An analytic approach to scheduling pipe replacement"
    • JAWWA50003-150X
    • Shamir, U., and Howard, C. D. D. (1979). "An analytic approach to scheduling pipe replacement." J. Am. Water Works Assoc.JAWWA50003-150X, 71(5), 248-258.
    • (1979) J. Am. Water Works Assoc , vol.71 , Issue.5 , pp. 248-258
    • Shamir, U.1    Howard, C.D.D.2
  • 42
    • 0024108254 scopus 로고
    • "Predicting internal roughness in water mains"
    • JAWWA50003-150X
    • Sharp, W. W., and Walski, T. M. (1988). "Predicting internal roughness in water mains." J. Am. Water Works Assoc.JAWWA50003-150X, 80(11), 34-40.
    • (1988) J. Am. Water Works Assoc. , vol.80 , Issue.11 , pp. 34-40
    • Sharp, W.W.1    Walski, T.M.2
  • 43
    • 70350381413 scopus 로고    scopus 로고
    • Best management practice 3: System water audits and leak detection
    • Californian Urban Water Conservation Council, Sacramento, Calif
    • Thornton, J. (2005). Best management practice 3: System water audits and leak detection, Californian Urban Water Conservation Council, Sacramento, Calif.
    • (2005)
    • Thornton, J.1
  • 44
    • 0040362344 scopus 로고    scopus 로고
    • "Looped water distribution networks design using a resilience index based heuristic approach"
    • URWAFE1462-0758 10.1016/S1462-0758(00)00049-2
    • Todini, E. (2000). "Looped water distribution networks design using a resilience index based heuristic approach." Urban Water URWAFE1462-0758, 2, 115-122. 10.1016/S1462-0758(00)00049-2
    • (2000) Urban Water , vol.2 , pp. 115-122
    • Todini, E.1
  • 46
    • 0033102634 scopus 로고    scopus 로고
    • "Leak analysis in pipeline systems by means of optimal valve regulation"
    • JHEND80733-9429 10.1061/(ASCE)0733-9429(1999)125:3(277)
    • Tucciarelli, T., Criminisi, A., and Termini, D. (1999). "Leak analysis in pipeline systems by means of optimal valve regulation." J. Hydraul. Eng. JHEND80733-9429, 125(3), 277-285. 10.1061/ (ASCE)0733-9429(1999)125:3(277)
    • (1999) J. Hydraul. Eng. , vol.125 , Issue.3 , pp. 277-285
    • Tucciarelli, T.1    Criminisi, A.2    Termini, D.3
  • 47
    • 70350419123 scopus 로고
    • U.K. Water Industry. UK Water Industry, Engineering and Operations Committee, Marlow, U.K
    • U.K. Water Industry. (1994a). Report E: Interpreting Measured Night Flows, UK Water Industry, Engineering and Operations Committee, Marlow, U.K.
    • (1994) Report E: Interpreting Measured Night Flows
  • 49
    • 0024011404 scopus 로고
    • "Water distribution reliability: Analytical methods"
    • JWRDDC0145-0743 10.1061/(ASCE)0733-9496(1988)114:3(253)
    • Wagner, J. M., Shamir, U., and Marks, D. H. (1988a). "Water distribution reliability: Analytical methods." J. Water Resour. Plng. and Mgmt. Div.JWRDDC0145-0743, 114(3), 253-275.10.1061/ (ASCE)0733-9496(1988)114:3(253)
    • (1988) J. Water Resour. Plng. and Mgmt. Div. , vol.114 , Issue.3 , pp. 253-275
    • Wagner, J.M.1    Shamir, U.2    Marks, D.H.3
  • 50
    • 0024011630 scopus 로고
    • "Water distribution reliability: Simulation methods"
    • JWRDDC0145-0743 10.1061/(ASCE)0733-9496(1988)114:3(276)
    • Wagner, J. M., Shamir, U., and Marks, D. H. (1988b). "Water distribution reliability: Simulation methods." J. Water Resour. Plng. and Mgmt. Div. JWRDDC0145-0743, 114(3), 276-293. 10.1061/ (ASCE)0733-9496(1988)114:3(276)
    • (1988) J. Water Resour. Plng. and Mgmt. Div. , vol.114 , Issue.3 , pp. 276-293
    • Wagner, J.M.1    Shamir, U.2    Marks, D.H.3
  • 51
    • 0020098396 scopus 로고
    • "Economic analysis of water main breaks"
    • JAWWA50003-150X
    • Walski, M., and Pelliccia, A. (1982). "Economic analysis of water main breaks." J. Am. Water Works Assoc.JAWWA50003-150X, 74(3), 140-147.
    • (1982) J. Am. Water Works Assoc , vol.74 , Issue.3 , pp. 140-147
    • Walski, M.1    Pelliccia, A.2


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