Integrating location models with bayesian analysis to inform decision making

Journal of Water Resources Planning and Management

Volumn 136, Issue 2, 2010, Pages 209-216

  Xu, Jianhua ^a   Small, Mitchell ^b   Fischbeck, Paul ^b   VanBriesen, Jeanne ^b  

^a PEKING UNIVERSITY   (China)

^b CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

Bayesian analysis; Decision making; Networks; Probe instruments; Water distribution systems

Indexed keywords

BAYESIAN ANALYSIS; CONTAMINATION SOURCES; FACILITY LOCATION MODELS; FALSE NEGATIVES; FALSE POSITIVE; FALSE POSITIVE RATES; HARSH ENVIRONMENT; LOCATION MODELS; NETWORKS; OPTIMAL SENSOR; SENSOR NETWORK SYSTEMS; SENSOR SIGNALS; TWO STAGE MODEL; WATER DISTRIBUTION NETWORKS;

BAYESIAN NETWORKS; CONTAMINATION; DECISION MAKING; DISTRIBUTED PARAMETER NETWORKS; INFERENCE ENGINES; LOCATION; POLLUTION DETECTION; PROBABILITY; PROBES; SIGNAL DETECTION; STAGES; WATER DISTRIBUTION SYSTEMS; WATER SUPPLY;

SENSORS;

BAYESIAN ANALYSIS; DECISION MAKING; PROBE; SENSOR; WATER POLLUTION;

EID: 77949322271     PISSN: 07339496     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)WR.1943-5452.0000026     Document Type: Article

References (35)

1. Berry JW, Fleischer L, Hart WE, Phillips CA, Watson J. Sensor placement in municipal water networks. J. Water Resour. Plann. Manage. 2005, 131(3):237-243. JWRMD5, 0733-9496, 10.1061/(ASCE)0733-9496(2005)131:3(237).
2. Berry JW, Hart WE, Phillips CA, Uber JG, Watson J. Sensor placement in municipal water networks with temporal integer programming models. J. Water Resour. Plann. Manage. 2006, 132(4):218-224. JWRMD5, 0733-9496, 10.1061/(ASCE)0733-9496(2006)132:4(218).
3. Borsuk ME, Reichert P, Peter A, Schager E, Burkhardt-Holm P. Assessing the decline of brown trout (Salmo trutta) in Swiss rivers using a Bayesian probability network. Ecol. Modell. 2006, 192:224-244. ECMODT, 0304-3800, 10.1016/j.ecolmodel.2005.07.006.
4. Boyd GR, Intrusion within a simulated water distribution system due to hydraulic transients. I: Description of test rig and chemical tracer method. J. Environ. Eng. 2004, 130(7):774-777. JOEEDU, 0733-9372, 10.1061/(ASCE)0733-9372(2004)130:7(774).
5. Carr RD, Robust optimization of contaminant sensor placement for community water systems. Math. Program. 2006, 107:337-356. MHPGA4, 0025-5610, 10.1007/s10107-005-0689-x.
6. Charniak E. Bayesian networks without tears. AI Mag. 1991, 12(4):50-63. ZZZZZZ, 0738-4602.
7. Church RL, ReVelle C. The maximal covering location problem. Papers of the Regional Science Association 1974, 32:101-118. 10.1007/BF01942293, 0486-2902.
8. Dawsey WJ, Minsker DS, VanBlaricum VL. Bayesian belief networks to integrate monitoring evidence of water distribution system contamination. J. Water Resour. Plann. Manage. 2006, 132(4):234-241. JWRMD5, 0733-9496, 10.1061/(ASCE)0733-9496(2006)132:4(234).
9. Diamond D. Principles of chemical and biological sensors 1998, Wiley, New York.
10. Grayman WM, Ostfeld A, Salomons E. Locating monitors in water distribution systems: Red team-blue team exercise. J. Water Resour. Plann. Manage. 2006, 132(4):300-304. JWRMD5, 0733-9496, 10.1061/(ASCE)0733-9496(2006)132:4(300).
11. Hach 9184 chlorine TFC analyzer, instrument manual, 03/04 2004, Hach. 2nd Ed., Hach Company, Loveland, Colo.
12. Hall J,. On-line water quality parameters as indicators of distribution system contamination. 2007, Environmental Protection Agency, http://www.epa.gov/nhsrc/pubs/paperWQParameters062907.pdf (Oct. 31, 2007).
13. Hashemian HM. Sensor performance and reliability 2005. Instrumentation, Systems, and Automation Society, Triangle Park, N.C.
14. Ho CK, Robinson A, Miller DR, Davis MJ. Overview of sensors and needs for environmental monitoring. Sensors 2005, 5:4-37. SNSRES, 0746-9462, 10.3390/s5010004.
15. AMPL version 8.0 2003a, ILOG-CPLEX Division. ILOG, Mountain View, Calif.
16. CPLEX 10.0 for AMPL 2003b, ILOG-CPLEX Division. ILOG, Mountain View, Calif.
17. Kessler A, Ostfeld A, Sinai G. Detecting accidental contaminations in municipal water networks. J. Water Resour. Plann. Manage. 1998, 124(4):192-198. JWRMD5, 0733-9496, 10.1061/(ASCE)0733-9496(1998)124:4(192).
18. Krause A, Optimizing sensor placements in water distribution systems using submodular function maximization. Proc., Conf. on Water Distribution Systems Analysis, the 8th Annual Int. Water Distribution Systems Analysis Symp. 2006, ASCE, Reston, Va.
19. Kroll D. Safeguarding water distribution systems: Against terrorist. Water and Wastewater International 2005, 20(1):23-25.
20. Kumar A, Kansal ML, Arora G, Ostfeld A, Kessler A. Detecting accidental contaminations in municipal water networks. J. Water Resour. Plann. Manage. 1999, 125(5):308-310. JWRMD5, 0733-9496, 10.1061/(ASCE)0733-9496(1999)125:5(308).
21. Lee BH, Deininger RA. Optimal locations of monitoring stations in water distribution system. J. Environ. Eng. 1992, 118(1):4-16. JOEEDU, 0733-9372, 10.1061/(ASCE)0733-9372(1992)118:1(4).
22. Marcot BG, Holthausen RS, Raphael MG, Rowland MM, Wisdom MJ. Using Bayesian belief networks to evaluate fish and wildlife population viability under land management alternatives from an environmental impact statement. Forest Ecol. Manage. 2001, 153(1-3):29-42. ZZZZZZ, 0378-1127, 10.1016/S0378-1127(01)00452-2.
23. Nikovski D. Constructing Bayesian networks for medical diagnosis from incomplete and partially correct statistics. IEEE Trans. Knowl. Data Eng. 2000, 12(4):509-516. ITKEEH, 1041-4347, 10.1109/69.868904.
24. Netica application for belief networks and influence diagrams: User's guide; versions 1.03 for Macintosh and 1.05 for Windows 1998, Norsys. Norsys Software Corporation, Vancouver, Canada.
25. Onisko A, Druzdzel MJ, Wasyluk H. A Bayesian network model for diagnosis of liver disorders. Proc., 11th Conf. on Biocybernetics and Biomedical Engineering 1999, 842-846.
26. Ostfeld A, Salomons E. Optimal layout of early warning detection stations for water distribution systems security. J. Water Resour. Plann. Manage. 2004, 130(5):377-385. JWRMD5, 0733-9496, 10.1061/(ASCE)0733-9496(2004)130:5(377).
27. Ostfeld A, Salomons E. Sensor network design proposal for the battle of the water sensor networks. Proc., Conf. on Water Distribution Systems Analysis, the 8th Annual Int. Water Distribution Systems Analysis Symp. 2006, ASCE, Reston, Va.
28. Propato M. Contamination warning in water networks: General mixed-integer linear models for sensor location design. J. Water Resour. Plann. Manage. 2006, 132(4):225-233. JWRMD5, 0733-9496, 10.1061/(ASCE)0733-9496(2006)132:4(225).
29. Rossman LA. The EPANET programmer's toolkit for analysis of water distribution systems. Proc., Annual Water Resources Planning and Management Conf. 1999, 1-10., ASCE, Reston, Va.
30. Russell S, Norvig P. Artificial intelligence: A modern approach 2003. 2nd Ed., Pearson Education, Upper Saddle River, N.J.
31. Shastri Y, Diwekar U. Sensor placement in water networks: A stochastic programming approach. J. Water Resour. Plann. Manage. 2006, 132(3):192-203. JWRMD5, 0733-9496, 10.1061/(ASCE)0733-9496(2006)132:3(192).
32. Small MJ. Methods for assessing uncertainty in fundamental assumptions and associated models for cancer risk assessment. Risk Anal. 2008, 28(5):1289-1308. RIANDF, 0272-4332, 10.1111/j.1539-6924.2008.01134.x.
33. Stiber NA, Pantazidou M, Small MJ. Expert system methodology for evaluating reductive dechlorination at TCE sites. Environ. Sci. Technol. 1999, 33(17):3012-3020. ESTHAG, 0013-936X, 10.1021/es981216s.
34. White RM. A sensor classification scheme. IEEE Trans. Ultrason. Ferroelectr. Freq. Control 1987, 34(2):124-126. ITUCER, 0885-3010, 10.1109/T-UFFC.1987.26922.
35. Xu J, Fischbeck P, Small M, VanBriesen J, Casman E. Identifying sets of key nodes in dynamic water distribution networks. J. Water Resour. Plann. Manage. 2008, 134(4):378-385. JWRMD5, 0733-9496, 10.1061/(ASCE)0733-9496(2008)134:4(378).