Development of a hybrid Index for drought prediction: Case study

Journal of Hydrologic Engineering

Volumn 14, Issue 6, 2009, Pages 617-627

  Karamouz, Mohammad ^a   Rasouli, Kabir ^b   Nazif, Sara ^a  

^a UNIVERSITY OF TEHRAN   (Iran)

^b ISLAMIC AZAD UNIVERSITY   (Iran)

Author keywords

Droughts; Hybrid methods; Neural networks; Predictions

Indexed keywords

ARTIFICIAL NEURAL NETWORK; DECISION MAKERS; DROUGHT INDICES; DROUGHT SEVERITY; HYBRID METHODS; MODEL ADAPTATION; MULTI-LAYER PERCEPTRON NETWORKS; NATURAL PHENOMENA; OPERATION MANAGEMENT; PALMER DROUGHT SEVERITY INDICES; PREDICTION SCHEMES; PREDICTIONS; PROBABILISTIC NEURAL NETWORKS; STANDARDIZED PRECIPITATION INDEX; WATER SURFACE;

ALGORITHMS; FORECASTING; HYBRID SENSORS; MULTILAYER NEURAL NETWORKS; NONVOLATILE STORAGE; WATER RESOURCES;

DROUGHT;

ALGORITHM; ARTIFICIAL NEURAL NETWORK; BASIN MANAGEMENT; DROUGHT; INDEX METHOD; NUMERICAL MODEL; PRECIPITATION (CLIMATOLOGY); PREDICTION; PROBABILITY; RIVER BASIN; WATER RESOURCE;

ASIA; EURASIA; GAVKHUNI; IRAN; MIDDLE EAST; ZAYANDEH BASIN;

EID: 66249089151     PISSN: 10840699     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)HE.1943-5584.0000022     Document Type: Article

References (28)

1. Alley, W. M. (1984). "The Palmer drought severity index: Limitations and assumptions." J. Clim. Appl. Meteorol. JCAMEJ0733-302110.1175/ 1520-0450(1984)023<1100:TPDSIL>2.0.CO;2, 23, 1100-1109.
2. Berthold, M., and Diamond, J. (1998). "Constructive training of probabilistic neural networks." NeurocomputingNRCGEO0925-2312, 19, 167-183.
3. Chang, G. (1990). "Effects of droughts on the streamflow characteristics." J. Irrig. Drain. Eng.JIDEDH0733-9437, 116(3), 332-341.
4. Chen, S., Cowan, C. F. N., and Grant, P. M. (1991). "Orthogonal least squares learning algorithm for radial basis function networks." IEEE Trans. Neural Netw.ITNNEP1045-922710.1109/72.80341, 2(2), 302-309.
5. Clausen, B., and Pearson, C. P. (1995). "Regional frequency analysis of annual maximum streamflow drought." J. Hydrol.JHYDA70022-169410.1016/0022-1694(95)02713-Y, 173, 111-130.
6. Cohen, S., and Intrator, N. (2002). "A hybrid projection-based and radial basis function architecture: Initial values and global optimisation." Pattern Anal. Appl.ZZZZZZ1433-7541, 5(2), 113-120.
7. Dracup, J. A., Lee, K. S., and Paulson, E. G. (1980). "On the definition of droughts." Water Resour. Res.WRERAQ0043-139710.1029/ WR016i002p00297, 16(2), 297-302.
8. Eltahir, E. A. B. (1992). "Drought frequency analysis of annual rainfall series in central and western Sudan." J. Hydrol. Sci.JHSCDB0324-8372, 37(3), 185-199.
9. Frick, D. M., Bode, D., and Salas, J. D. (1990). "Effects of drought on urban water supplies. I: Drought analysis." J. Hydraul. Eng.JHEND80733-942910.1061/(ASCE)0733-9429(1990)116:6(733), 116(6), 733-753.
10. Garen, D. (1993). "Revised surface water supply index for western United States." J. Water Resour. Plann. Manage.JWRMD50733-949610.1061/(ASCE)0733-9496(1993)119:4(437), 119(4), 437-454.
11. Hornik, K., Stimchcombe, M., and White, H. (1989). "Multilayer feedforward network are universal approximators." Neural NetworksNNETEB0893-608010.1016/0893-6080(89)90020-8, 2, 359-366.
12. Karamouz, M., Rasavi, S., and Araghinejad, Sh. (2004a). "Application of artificial neural networks in flood estimation." Proc., 4th Int. Conf. on Decision Making in Urban & Civil Engineering, Porto, Portugal.
13. Karamouz, M., Torabi, S., and Araghinejad, Sh. (2004b). "Analysis of hydrologic and agricultural droughts in central part of Iran." J. Hydrol. Eng.JHYEFF1084-069910.1061/(ASCE)1084-0699(2004)9:5(402), 9(5), 402-414.
14. Karamouz, M., Torabi, S., and Araghinejad, Sh. (2007). "Case study of monthly regional rainfall evaluation by spatiotemporal geostatistical method." J. Hydrol. Eng.JHYEFF1084-0699, 12(1), 97-108.
15. McKee, T. B., Doesken, N. J., and Kleist, J. (1993). "The relationship of drought frequency and duration to time scales." Preprints, Proc., 8th Conf. on Applied Climatology, American Meteorological Society, Anaheim, Calif., 179-184.
16. Miravet, C., and Rodriguez, F. B. (2003). "A hybrid MLP-PNN architecture for fast image superresolution." Lect. Notes Comput. Sci.LNCSD90302-9743, 2714, 178-179. 178-179.
17. Palmer, W. C. (1965). "Meteorological drought." U.S. Weather Bureau, Research Paper No. 45, Washington, D.C.
18. Pinkayan, S. (1966). "Conditional probabilities of occurrence of wet and dry years over a large continental area." Hydrology Paper 12, Colorado State Univ., Fort Collins, Colo.
19. Rouhani, S., and Cargile, A. K. (1989). "A geostatistical tool for drought management." J. Hydrol. JHYDA70022-1694, 108, 257-266.
20. Santos, M. A. B., Correia, F. N., and DaCunha, L. V. (1983). "Drought characterization and drought impacts in Portugal." Memoria 591, Laboratorio Nacional de Engenharia Civil, Lisbon, Portugal.
21. Sen, Z. (1980). "Regional drought and flood frequency analysis: Theoretical consideration." J. Hydrol.JHYDA70022-169410.1016/ 0022-1694(80)90080-3, 46, 265-279.
22. Shafer, B. A., and Dezman, L. E. (1982). "Development of a surface water supply index (SWSI) to assess the severity of drought conditions in snow pack runoff area." Proc., Western Snow Conf., Colorado State University, Fort Collins, Colo., 164-175.
23. Shin, H. S., and Salas, J. D. (2000). "Regional drought analysis based on neural networks," J. Hydrol. Eng.JHYEFF1084-069910.1061/ (ASCE)1084-0699(2000)5:2(145), 5(2), 145-155.
24. Specht, D. F. (1990). "Probabilistic neural networks." Neural NetworksNNETEB0893-6080, 1(3), 109-118.
25. Specht, D. F., and Romsdahl, H. (1994). "Experience with adaptive probabilistic neural network and adaptive general regression neural network." Proc., IEEE World Congress on Computational Intelligence, Orlando, Fla., 2, 1203-1208.
26. Tase, N. (1976). "Area-deficit-intensity characteristics of drought." Ph.D. dissertation, Colorado State Univ., Fort Collins, Colo.
27. Wang, D. C., and Salas, J. D. (1989). "Stochastic modeling and generation of droughts," Proc., ASCE National Conf. on Hydraulic Engineering, New Orleans, August 14-18, 1989, ASCE, New York, 50-57.
28. Zelenhasic, E., and Salvai, A. (1987). "A method of streamflow drought analysis." Water Resour. Res.WRERAQ0043-1397, 23(1), 156-168.