Environmental emergency decision support system based on Artificial Neural Network

Safety Science

Volumn 50, Issue 1, 2012, Pages 150-163

  Liao, Zhenliang ^a   Wang, Bo ^a   Xia, Xiaowei ^a   Hannam, Phillip M ^a  

^a TONGJI UNIVERSITY   (China)

Author keywords

Artificial neural networks; Decision support system; Environmental emergency

Indexed keywords

ADAPTIVE LEARNING RATES; ARTIFICIAL NEURAL NETWORK; ATTRIBUTE WEIGHT; CASE INFORMATIONS; CBR; DECISION SUPPORTS; DEVELOPMENT PROCESS; EMERGENCY DECISION SUPPORT; EMERGENCY MEASURES; EMERGENCY RESPONSE; ENVIRONMENTAL EMERGENCY; FEATURE EVALUATION; GENERAL METHODOLOGIES; GRADIENT DESCENT; ILLUSTRATIVE EXAMPLES; KEY TECHNOLOGIES; OUTPUT DATA; PROTOTYPE SYSTEM; TECHNOLOGY SYSTEM; TRAINING FEATURES; TRAINING SAMPLE;

BACKPROPAGATION ALGORITHMS; CASE BASED REASONING; DECISION MAKING; DECISION SUPPORT SYSTEMS; GENETIC ALGORITHMS; NETWORK ARCHITECTURE;

NEURAL NETWORKS;

ARTICLE; ARTIFICIAL NEURAL NETWORK; BACK PROPAGATION; CODING; DECISION MAKING; DECISION SUPPORT SYSTEM; ENVIRONMENTAL EMERGENCY DECISION SUPPORT SYSTEM; INFORMATION PROCESSING; LEARNING ALGORITHM; PRIORITY JOURNAL; STANDARDIZATION;

EID: 80053207199     PISSN: 09257535     EISSN: 18791042     Source Type: Journal    
DOI: 10.1016/j.ssci.2011.07.014     Document Type: Article

References (43)

1. Acciani G., Chiarantoni E., Fornarelli G., Vergura S. A feature extraction unsupervised neural network or an environmental data set. Neural Networks 2003, 16:427-436.
2. Assaf H., Saadeh M. Assessing water quality management options in the Upper Litani Basin, Lebanon, using an integrated GIS-based decision support system. Environmental Modelling and Software 2008, 23(10-11):1327-1337.
3. Bai C., Shen Z., Sun H., Cao F. Investigation and analysis on 52 cases of acute ammonia poisoning. Chinese Journal of Industrial Hygiene and Occupational Diseases 2004, 19(2):141-142. (in Chinese).
4. Bianconi R., Galmarini S., Bellasio R. Web-based system for decision support in case of emergency: ensemble modeling of long-range atmospheric dispersion of radionuclides. Environmental Modelling and Software 2004, 19:401-411.
5. Bibi H., Nutman A., Shoseyoc D., Shalom M., Peled R., Kivity S., Nutman J. Prediction of emergency department visits for respiratory symptoms using an artificial neural network. Chest 2002, 122(5):627-1632.
6. Booty W.G., Lam D.C.L., Wong I.W.S., Siconolfi P. Design and implementation of an environmental decision support system. Environmental Modelling and Software 2001, 16:453-458.
7. Chang N.B., Wei Y.L., Tseng C.C., Kao C.Y.J. The design of a GIS-based decision support system for chemical emergency preparedness and response in an urban environment. Computers, Environment and Urban Systems 1997, 21:67-94.
8. Chen H., Wang K. Hazard Chemical Accident Disposal and Emergency Preparedness 2006, China Petrochemical Press, Beijing, China, (in Chinese).
9. Chen K., Jacobson C., Blong R. Artificial neural networks for risk decision support in natural hazards: a case study of assessing the probability of house survival from bushfires. Environmental Modeling and Assessment 2004, 9:189-199.
10. Chen W. Tutorial of Decision Support Systems 2004, Tsinghua University Press, Beijing, China, (in Chinese).
11. Chen Y., Chang F. Evolutionary artificial neural networks for hydrological systems forecasting. Journal of Hydrology 2009, 367:125-137.
12. Desimone R.V., Agosta J.M. Oil-spill response simulation: the application of artificial intelligence planning technology. Simulation for Emergency Management 1994, 1994:36-44.
13. Didan K., Yitayew M. Prototype geographic information system for agricultural water quality management using cropSyst. Journal of Irrigation and Drainage Engineering 2009, 135(1):58-67.
14. Dong C. Matlab ANN and Its Applications 2007, National Defence Industrial Press, Beijing, China, (in Chinese).
15. Fu T. Environmental Emergency and Typical Cases 2006, China Environmental Science Press, Beijing, China, (in Chinese).
16. Gao Y., Gao M. Hazards and counter-measures of LNG spill. Safety Environment Health 2008, 8(8):28-30. (in Chinese).
17. Gheorghe A.V., Vamanu D.V. Pilot decision support system for nuclear power emergency management. Safety Science 1995, 20:13-26.
18. Gheorghe A.V., Vamanu D.V. Decision-support software tools for integrated risk assessment of hazardous substances in complex terrain. International Journal of Environment and Pollution 1998, 9:352-370.
19. Guerrier, P., Serodes, J., 1995. Canadian expert systems for technological accidents preparedness and response. In: Proceedings of the 1995 10th International Conference on Applications of Artificial Intelligence in Engineering, pp. 357-375.
20. Gumrah F., Öz B., Gule B., Evin S. The application of artificial neural networks for the prediction of water quality of polluted aquifer. Water, Air, and Soil Pollution 2000, 119:275-294.
21. Haque, A., 2004. Disaster preparedness in a digital environment: a community preparedness and response model (CPR) for local governments. In: International Conference on Politics and Information Systems: Technologies and Applications, vol. 2, pp. 168-173.
22. Leung Y., Lee Y., Lam K.C., Lin K., Zeng F.T. An environmental decision-support system for the management of water pollution in a tidal river network. International Journal of Geographical Information Science 2005, 19(4):483-500.
23. Liao, Z., Mao, X., Liu, Y., Xu, Z., Hannam, P.M., 2011. CBR respond and preparedness system development for environmental emergency. Civil Engineering and Environmental Systems, in press.
24. Li J., Wang W. Blocking of LPG leakage. Fire Technique and Products Information 2004, 3:36-39. (in Chinese).
25. Liu J., Pei Y. Rescue of tank fire of huge LPG. Inner Mongolia Scientech and Economy 2006, 23:117-118. (in Chinese).
26. Liu J., Xiao S., Wen D. Research of city fire disposal experts system based on fuzzy neural network. Journal of Safety Science and Technology 2006, 2(2):24-28. (in Chinese).
27. Mao, X., 2010. CBR Adaptation Methodology for Environmental Emergency Response System based on Genetic Algorithm. Thesis (Master), College of Environmental Science and Engineering, Tongji University, Shanghai, China (in Chinese).
28. Mo K., Lee S.J., Seong P.H. A neural network based operation guidance system for procedure presentation and operation validation in nuclear power plants. Annals of Nuclear Energy 2007, 34:813-823.
29. Palani S., Liong S., Tkalich P. An ANN application for water quality forecasting. Marine Pollution Bulletin 2008, 56:1586-1597.
30. Qinn N.W.T., Jacobs K.C. Design and implementation of an emergency environmental response system to protect migrating salmon in the lower San Joaquin River, California. Environmental Modelling and Software 2007, 22:416-422.
31. Raman, R., 2004. Accounting for dynamic processes in process emergency response using event tree modeling. In: Center for Chemical Process Safety - 19th Annual International Conference - Emergency Planning Preparedness, Prevention and Response, pp. 197-213.
32. Ren G. LPG tank emergency rescue disposition. Shanghai Gas 2008, (6):37-39. (in Chinese).
33. Sahoo G.B., Ray C., Carlo E.H. Use of neural network to predict flash flood and attendant water qualities of a mountainous stream on Oahu, Hawaii. Journal of Hydrology 2006, 327:525-538.
34. Schank R. Dynamic Memory, A Theory of Reminding and Learning in Computers and People 1982, Cambridge University Press, Cambridge, UK.
35. Scott A., Tysklind M., Fangmark I. Selection of a representative set of chemical accidents from a complex data matrix for the development of environment-accident index. Journal of Hazardous Materials 2002, 91:63-80.
36. Shang W., Bian H., Ding L. Tend management and measures for acute HCl poisoning's salvage. Industrial Health and Occupational Diseases 2007, 33(5):319-320. (in Chinese).
37. Shi Z., Li H. Application of artificial neural network approach and remotely sensed imagery for regional eco-environmental quality evaluation. Environmental Monitoring and Assessment 2007, 128:217-229.
38. Trepel M. Evaluation of the implementation of a goal-oriented peatland rehabilitation plan. Ecological Engineering 2007, 30(2):167-175.
39. Xie Y., Wu Q. Investigation of ammonia leakage accidents in a metal processing plant. Journal of Environment and Health 2006, 23(3):243. (in Chinese).
40. Xu Y., Hua G. The research of neural network in the support system for safety decision of coal mine and its application. Industry and Mine Automation 2006, 3:1-4. (in Chinese).
41. Zalzaza A.M., Fleming P.J. Genetic Algorithms in Engineering Systems 1997, The Institution of Electrical Engineers, London, UK.
42. Zhao L., Xiao Z., Zhang J. Research on tactics of prevention and emergency on LPG transportation accidents in China. Petrochemical Industry Technology 2007, 3(6):16-19. (in Chinese).
43. Zhou S. Speed the historical transition and open the new phase of environmental protection. Environmental Protection 2006, 05A:4-15. (in Chinese).