Nearly two decades of neural network hydrologic modeling

Advances in Data-Based Approaches for Hydrologic Modeling and Forecasting

Volumn , Issue , 2010, Pages 267-346

  Abrahart, Robert J ^a   See, Linda M ^b   Dawson, Christian W ^c   Shamseldin, Asaad Y ^d   Wilby, Robert L ^c  

^a UNIVERSITY OF NOTTINGHAM   (United Kingdom)

^b UNIVERSITY OF LEEDS   (United Kingdom)

^c LOUGHBOROUGH UNIVERSITY   (United Kingdom)

^d UNIVERSITY OF AUCKLAND   (New Zealand)

Author keywords

[No Author keywords available]

Indexed keywords

INNOVATION; LIFE CYCLE;

ARTIFICIAL INTELLIGENCE TECHNOLOGIES; ENSEMBLE MODELING; HYDROLOGIC MODELING; INITIAL EXPLORATION; MARKET ADOPTION; MECHANICAL BEHAVIOR; PENETRATION MODELS; RESEARCH COMMUNITIES;

ARTS COMPUTING;

EID: 84969745139     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1142/9789814307987_0006     Document Type: Chapter

References (287)

1. W. S. McCulloch and W. Pitts, Bull. Math. Biol., 115 (1943).
2. A. M. Turing, Intelligent Machinery (unpublished report for National Physical Laboratory, 1948), subsequently published in Machine Intelligence 5, Eds. B. Meltzer and D. Michie (Edinburgh University Press, Edinburgh, 1969), p. 3.
3. F. Rosenblatt, The Perceptron: A Perceiving and Recognizing Automaton (Cornell Aeronautical Laboratory, 1957), Technical Report 85-460-1.
4. M. Minsky and S. Papert, Perceptrons, An Introduction to Computational Geometry (MIT Press, Cambridge, MA, 1969).
5. D. E. Rumelhart, G. E. Hinton and R. J. Williams, in Parallel Distributed Processing: Explorations in the Microstructures of Cognition Vol. 1, Eds. D. E. Rumelhart and J. L. McClelland (MIT Press, Cambridge, MA, 1986), p. 318.
6. S-I. Amari, IEEE Trans. Electron. Comput., 299 (1967).
7. S-I. Amari, Neurocomput., 185 (1993).
8. P. J. Werbos, Beyond Regression: New Tools for Prediction and Analysis in the Behavioral Sciences (Ph.D. Thesis, Harvard University, Cambridge, MA, 1974).
9. D. Parker, Learning-logic (Office of Technology Licensing, Stanford University, Stanford, CA, 1982).
10. S. Grossberg, Letter to the Editor (1994): http://www.cns.bu.edu/Profiles/Grossberg/Gro1994KohonenLetter.pdf
11. R. J. Abrahart, in Proceedings of the First International Conference on GeoComputation (University of Leeds, Leeds, 1996), p. 1.
12. G. A. Moore, Crossing the Chasm: Marketing and Selling High-Tech Products to Mainstream Customers (HarperCollins Publishers, New York, 1991).
13. R. L Wilby, R. J. Abrahart and C. W. Dawson, Hydrol. Sci. J., 163 (2003).
14. F. Pappenberger and K. J. Beven, Water Resour. Res., 5302 (2006).
15. D. Koutsoyiannis, Hydrol. Sci. J., 832 (2007).
16. D. Koutsoyiannis, H. Yao and A. Georgakakos, Hydrol. Sci. J., 142 (2008).
17. V. Klemeš, Hydrol. Sci. J., 13 (1986).
18. N. J. De Vos and T. H. M. Rientjes, Hydrol. Earth Syst. Sci., 111 (2005).
19. R. J. Abrahart, A. J. Heppenstall and L. M. See, Hydrol. Sci. J., 414 (2007).
20. T. Wagener and N. McIntyre, Hydrol. Sci. J., 735 (2005).
21. E. Gaume and R. Gosset, Hydrol. Earth Syst. Sci., 693 (2003).
22. A. Y. Shamseldin, J. Hydrol., 272 (1997).
23. C. W. Dawson and R. L. Wilby, Hydrol. Sci. J., 47 (1998).
24. C. W. Dawson and R. L. Wilby, Prog. Phys. Geog., 80 (2001).
25. Z. Jingyia and M. J. Hall, J. Hydrol., 98 (2004).
26. D. P. Solomatine and Y. Xue, ASCE J. Hydrol. Eng., 491 (2004).
27. R. J. Abrahart and S. M. White, Phys. Chem. Earth, B, 19 (2001).
28. A. Y. Shamseldin, J. Hydroinform., 22 (2010).
29. M. Firat and M. Güngör, Math. Comput. Simulat., 87 (2007).
30. M. Firat, Hydrol. Earth Syst. Sci., 123 (2008).
31. T. M. Daniell, in Proceedings of the International Hydrology and Water Resources Symposium (Institution of Engineers - Australia, Barton, ACT, 1991), p. 797.
32. M. N. French, W. F. Krajewski and R. R. Cuykendall, J. Hydrol., 1 (1992).
33. A. H. Halff, H. M. Halff, and M. Azmoodeh, in Engineering Hydrology, Ed. C. Y. Kuo (American Society of Civil Engineers, New York, 1993), p. 760.
34. K. W. Kang, C. Y. Park and J. H. Kim, Korean J. Hydrosci., 1 (1993).
35. S-Y. Liong and W. T. Chan, in Proceedings of the Third International Conference on the Application of Artificial Intelligence to Civil and Structural Engineering, Eds. B. H. V. Topping and A. I. Khan (Civil-Comp Press, Edinburgh, 1993), p. 67.
36. A. W. Minns and M. J. Hall, Hydrol. Sci. J., 399 (1996).
37. K-L. Hsu, H. V. Gupta and S. Sorooshian, Water Resour. Res., 2517 (1995).
38. H. R. Maier and G. C. Dandy, Water Resour. Res., 1013 (1996).
39. A. F. Atiya, S. M. El-Shoura, S. I. Shaheen and M. S. El-Sherif, IEEE Trans. Neural Networks, 402 (1999).
40. A. Kisi, Turk. J. Environ. Sci., 9 (2005).
41. Y-M. Chiang, L-C. Chang and F-J. Chang, J. Hydrol., 297 (2004).
42. E. C. Carcano, P. Bartolini, M. Muselli and L. Piroddi, J. Hydrol., 291 (2008).
43. J. F. Adamowski, J. Hydrol., 247 (2008).
44. P. Coulibaly, Y. B. Dibike and F. Anctil, J. Hydrometeor., 483 (2005).
45. Y. B. Dibike and P. Coulibaly, Neural Networks, 135 (2006).
46. M. S. Khan, P. Coulibaly and Y. Dibike, Hydrol. Process., 3085 (2006).
47. S. Lingireddy and G. M. Brion, Eds. Artificial Neural Networks in Water Supply Engineering (American Society of Civil Engineers, Reston, VA, 2005).
48. G. B. Sahoo, C. Ray and E. H. De Carlo, J. Hydrol., 525 (2006).
49. H. Elhatip and M. A. Komur, Environ. Geol., 1157 (2008).
50. B. Lin, M. Syed and R. A. Falconer, Environ. Model. Softw., 729 (2008).
51. N. Hamidi and N. Kayaalp, Clean, 380 (2008).
52. J. Amorocho and W. E. Hart, Trans. Am. Geophys. Union, 307 (1964).
53. M. J. Hall and A. W. Minns, in Proceedings of the Fourth National Hydrology Symposium (British Hydrological Society, London, 1993), p. 5.51.
54. J. Smith and R. N. Eli, J. Water Res. Pl. Manag., 499 (1995).
55. F. Anctil and D. G. Tape, J. Environ. Eng. Sci., S121 (2004).
56. M. Campolo, P. Andreussi and A. Soldati, Water Resour. Res., 1191 (1999).
57. M. P. Rajurkar, U. C. Kothyari and U. C. Chaube, J. Hydrol., 96 (2004).
58. American Society of Civil Engineers, J. Hydrol. Eng., 115 (2000).
59. American Society of Civil Engineers, J. Hydrol. Eng., 124 (2000).
60. H. R. Maier and G. C. Dandy, Environ. Model. Softw., 101 (2000).
61. R. S. Govindaraju and A. Ramachandra Rao, Eds. Artificial Neural Networks in Hydrology (Kluwer Academic Publishers, Dordrecht, 2000).
62. R. J. Abrahart, P. E. Kneale and L. M. See, Eds. Neural Networks for Hydrological Modelling (A. A. Balkema Publishers, Rotterdam, 2004).
63. C. Chatfield, Int. J. Forecasting, 1 (1993).
64. W. C. Carpenter and J. F. Barthelemy, J. Comput. Civil. Eng., 345 (1994).
65. T. Hill, L. Marquez, M. O’Connor and W. Remus, Int. J. Forecasting, 5 (1994).
66. A. K. Jain and J. Mao, IEEE Trans. Neural Networks, 1 (1997).
67. K-L. Hsu, X. Gao, S. Sorooshian and H. V. Gupta, J. Appl. Meteorol., 1176 (1997).
68. G. G. Towell, Symbolic Knowledge and Neural Networks: Insertion, Refinement, and Extraction (Ph.D. Thesis, University of Wisconsin, Madison, WI, 1991).
69. G. G. Towell and J. W. Shavlik, Mach. Learn., 71 (1993).
70. G. G. Towell and J. W. Shavlik, Artif. Intell., 119 (1994).
71. G. J. Bowden, H. R. Maier and G. C. Dandy, Water Resour. Res., 1010 (2002).
72. R. G. Kamp and H. H.G. Savenije, Hydrol. Earth Syst. Sci., 603 (2006).
73. P. Leahy, G. Kiely and G. Cocoran, J. Hydrol., 192 (2008).
74. K. C. Luk, J. E. Ball and A. Sharma, J. Hydrol., 56 (2000).
75. R. J. Abrahart and L. M. See, Hydrol. Process., 2157 (2000).
76. G. J. Bowden, G. C. Dandy and H. R. Maier, J. Hydrol., 75 (2005).
77. G. J. Bowden, H. R. Maier and G. C. Dandy, J. Hydrol., 93 (2005).
78. R. J. May, G. C. Dandy, H. R. Maier and J. B. Nixon, Environ. Model. Softw., 1289 (2008).
79. G. F. Lin and G. R. Chen, Hydrol. Process. 2524 (2008).
80. F. Anctil, C. Michel, C. Perrin and V. Andreassian, J. Hydrol. 155 (2004).
81. J. C. Ochoa-Rivera, R. García-Bartual and J. Andreu, Hydrol. Earth Syst. Sci. 641 (2002).
82. J. Chen and B. J. Adams, J. Hydrol., 232 (2006).
83. J. Chen and B. J. Adams, J. Hydrol. Eng., 408 (2006).
84. M. R. Hestenes and E. L. Stiefel, J. Res. Natl. Bur. Stand. Sect., B, 409 (1952).
85. K. Levenberg, Q. Appl. Math., 164 (1944).
86. D. Marquardt, SIAM J. Appl. Math., 431 (1963).
87. Y. B. Dibike and P. Coulibaly, J. Hydroinform., 289 (2008).
88. W. S. Sarle, Ed. Neural Network FAQ - Part 3: Generalisation (2002) ftp://ftp.sas.com/pub/neural/FAQ.html
89. A. W. Minns, in Hydroinformatics’96: Proceedings of the Second International Conference on Hydroinformatics’96, Ed. A. Müller (A. A. Balkema, Rotterdam, 1996), p. 207.
90. N. Karunanithi, W. J. Grenney, D. Whitley and K. Bovee, J. Comput. Civil. Eng., 201 (1994).
91. C. E. Imrie, S. Durucan and A. Korre, J. Hydrol., 138 (2000).
92. P. Varoonchotikul, M. J. Hall and A. W. Minns, in Proceedings of the Second International Symposium on Flood Defence, Eds. B. Wu, Z-Y. Wang, G. Wang, G. G. H Huang, H. Fang and J. Huang (Science Press New York Ltd., New York, 2002) p. 908.
93. P. Varoonchotikul, Flood Forecasting Using Artificial Neural Networks (A. A. Balkema, Rotterdam, 2003).
94. P. Hettiarachchi, M. J. Hall and A. W. Minns, J. Hydroinform., 291 (2005).
95. C. W. Dawson, R. J. Abrahart and L. M. See, Environ. Model. Softw., 1034 (2007).
96. C. W. Dawson, R. J. Abrahart and L. M. See, Environ. Model. Softw., 22 (2010).
97. A. M. Turing, Mind, 433 (1950).
98. H. Aksoy, A. Güven, A. Aytek, M. I. Yuce and N. E. Unal, Hydrol. Process., 2715 (2008).
99. S. Kisi, Hydrol. Sci. J., 1092 (2006).
100. D. Kisi, Nord. Hydrol., 247 (2006).
101. D. Kisi, Hydrol. Process., 1925 (2007).
102. D. Han, T. Kwong and S. Li, Hydrol. Process., 223 (2007).
103. H-Y. Lee, Y-T. Lin and Y-J. Chiu, J. Hydrol. Eng., 362 (2006).
104. A. Aytek, A. Guven, M. I. Yuce and H. Aksoy, Hydrol. Sci. J., 893 (2008).
105. R. J. Abrahart, N. Ab Ghani and J. Swan, Hydrol. Sci. J., 382 (2009).
106. P. Coulibaly, F. Anctil and B. Bobée, J. Hydrol., 244 (2000).
107. Z. X. Xu and J. Y. Li, Hydrol. Process., 2423 (2002).
108. I. N. Daliakopoulos, P. Coulibaly and I. K. Tsanis, J. Hydrol., 229 (2005).
109. P. C. Nayak, Y. R. S. Rao and K. P. Sudheer, Water Resour. Manag., 77 (2006).
110. B. Krishna, Y. R. Satyaji Rao and T. Vijaya, Hydrol. Process., 1180 (2008).
111. D. Cameron, P. Kneale and L. See, Hydrol. Process., 1033 (2002).
112. C. W. Dawson, R. J. Abrahart, A. Y. Shamseldin and R. L. Wilby, J. Hydrol., 391 (2006).
113. K. T. Lee, W. C. Hung and C. C. Meng, Water Resour. Manag., 67 (2008).
114. B. S. Thandaveswara and N. J. Sajikumar, J. Hydrol. Eng., 290 (2000).
115. P. Coulibaly, F. Anctil, R. Aravena and B. Bobée, Water Resour. Res., 885 (2001).
116. A. K. Mishra, V. R. Desai and V. P. Singh, J. Hydrol. Eng., 626 (2007).
117. J. C. Ochoa-Rivera, J. Hydrol., 174 (2008).
118. A. Makkeasorn, N. B. Chang and X. Zhou, J. Hydrol., 336 (2008).
119. R. G. Pearson, T. P. Dawson, P. M. Berry and P. A. Harrison, Ecol. Model., 289 (2002).
120. F-J. Chang, L-C. Chang and H-L. Huang, Hydrol. Process., 2577 (2002).
121. L-C. Chang, F-J. Chang and Y-M. Chiang, Hydrol. Process., 81 (2004).
122. D. N. Kumar, K. S. Raju and T. Sathish, Water Resour. Manag., 143 (2004).
123. T. Pan and R. Wang, Hydrol. Process., 3603 (2005).
124. E. C. Carcano, P. Bartolini and M. Muselli, in Device Applications of Nonlinear Dynamics, Eds. S. Baglio and A. Bulsara (Springer-Verlag, Berlin, 2006), p. 191.
125. A. Kisi, Hydrol. Sci. J., 1025 (2004).
126. D. Kisi, Hydrol. Process., 2449 (2008).
127. B. Sivakumar, A. W. Jayawardena and T. M. G. H. Fernando, J. Hydrol., 225 (2002).
128. B. Sivakumar, M. Persson, R. Berndtsson and C. B. Uvo, Water Resour. Res., 1011, 101.1029/2001WR000333 (2002).
129. F. Kisi and H. K. Cigizoglu, Civ. Eng. Environ. Syst., 211 (2007).
130. G. Kisi, Hydrol. Res., 27 (2008).
131. F. Anctil and N. Lauzon, Hydrol. Earth Syst. Sci., 940 (2004).
132. O. Giustolisi and D. Laucelli, Hydrol. Sci. J., 439 (2005).
133. L. Breiman, Mach. Learn., 49 (1996).
134. Y. Freund and R. Schapire, J. Comput. Sys. Sci., 119 (1997).
135. B. Pang, S. Guo, L. Xiong and C. Li, J. Hydrol., 504 (2007).
136. L. Zadeh, Inf. Control, 338 (1965).
137. A. Bárdossy and M. Disse, Water Resour. Res., 373 (1993).
138. A. Bárdossy, A. Bronstert and B. Merz, Adv. Water Res., 237 (1995).
139. J-S. R. Jang, IEEE Trans. Syst. Man. Cybern., 665 (1993).
140. P. C. Nayak, K. P. Sudheer and S. K. Jain, Water Resour. Res., 7415 (2007).
141. J. Nie and D. A. Linkens, Int. J. Control., 369 (1994).
142. F-J. Chang and Y-C. Chen, J. Hydrol., 153 (2001).
143. F-J. Chang, H-F. Hu and Y-C. Chen, Hydrol. Process., 219 (2001).
144. F-J. Chang, K-Y. Chang and L-C. Chang, J. Hydrol., 24 (2008).
145. D. K. Gautam and K. P. Holz, J. Hydroinform., 3 (2001).
146. P. C. Nayak, K. P. Sudheer, D. M. Rangan and K. S. Ramasastri, J. Hydrol., 52 (2004).
147. P. C. Nayak, K. P. Sudheer, D. M. Rangan and K. S. Ramasastri, Water Resour. Res., 4004 (2005).
148. K. W. Chau, C. L. Wu and Y. S. Li, J. Hydrol. Eng., 485 (2005).
149. M. E. Keskin, D. Taylan and O. Terzi, Hydrol. Sci. J., 588 (2006).
150. S-H. Chen, Y-H. Lin, L-C. Chang and F-J. Chang, Hydrol. Process., 1525 (2006).
151. M. Aqil, I. Kita, A. Yano and S. Nishiyama, J. Hydrol., 22 (2007).
152. A. El-Shafie, M. R. Taha and A. Noureldin, Water Resour. Manag., 533 (2007).
153. M. Firat and M. Güngör, Hydrol. Process., 2122 (2008).
154. M. Zounemat-Kermani and M. Teshnehlab, Appl. Soft. Comput., 928 (2008).
155. F. Kisi, Hydrol. Sci. J., 683 (2005).
156. T. Partal and O. Kisi, J. Hydrol., 199 (2007).
157. C. Shu and T. B. M. J. Ouarda, J. Hydrol., 31 (2008).
158. S. J. Mousavi, K. Ponnambalam and F. Karray, Fuzzy Set Syst., 1064 (2007).
159. F-J. Chang and Y-T. Chang, Adv. Water Res., 1 (2006).
160. P. Singh and M. C. Deo, Appl. Soft. Comput., 968 (2007).
161. Q. J. Wang, Water Resour. Res., 2467 (1991).
162. M. Franchini, Hydrol. Sci. J., 21 (1996).
163. D. P. Solomatine, in Hydroinformatics’98: Proceedings of the Third International Conference on Hydroinformatics, Eds. V. Babovic and L. C. Larsen (A. A. Balkema, Rotterdam, 1998), p. 1021.
164. D. P. Solomatine, J. Glob. Optim., 55 (1999).
165. M. Thyer, G. Kuczera and B. C. Bates, Water Resour. Res., 767 (1999).
166. H. Madsen, J. Hydrol., 276 (2000).
167. H. Madsen, Adv. Water Res., 205 (2003).
168. J. G. Sardinas and M. D. J. Pedreira, Ing. Hidraul. Mex., 55 (2003).
169. S. T. Khu and H. Madsen, Water Resour. Res., 004 (2005).
170. K. E. Harrouni, D. Ouazar, G. A. Waiters and A. H-D. Cheng, Eng. Anal. Bound. Elem., 287 (1996).
171. M. M. Eusuff and K. E. Lansey, Water Resour. Manag., 379 (2004).
172. M. K. Muleta and J. W. Nicklow, J. Water Res. Pl. Manag., 35 (2005).
173. Z. Sen and A. Oztopal, Hydrol. Sci. J., 255 (2001).
174. D. Whitley, T. Starkweather and C. Bogart, Parallel Comput., 347 (1990).
175. A. Y. Shamseldin and K. M. O’Connor, Hydrol. Earth Syst. Sci., 577 (2001).
176. A. Jain and S. Srinivasulu, Water Resour. Res., 4302 (2004).
177. R. J. Abrahart, L. M. See and P. E. Kneale, J. Hydroinform., 103 (1999).
178. J. Horn, D. E. Goldberg and K. Deb, Evol. Comput., 27 (1994).
179. M. A. Potter, The design and analysis of a computational model of cooperative coevolution (Ph.D. Thesis, George Mason University, Fairfax, VA, 1997).
180. J. Kennedy and R. C. Eberhart, in Proceedings of the IEEE International Conference on Neural Networks (IEEE Service Center, Piscataway, NJ, 1995), p. 1942.
181. J. Kennedy, R. C. Eberhart and Y. Shi, Swarm Intelligence (Morgan Kaufmann Publishers, San Francisco, CA, 2001).
182. C. W. Dawson, L. M. See, R. J. Abrahart and A. J. Heppenstall, Neural Networks, 236 (2006).
183. R. J. Abrahart, L. M. See and A. J. Heppenstall, J. Intell. Syst., 373 (2007).
184. A. J. Heppenstall, L. M. See, R. J. Abrahart, and C. W. Dawson, in Practical Hydroinformatics, Eds. R. J. Abrahart, L. M. See and D. P. Solomatine (Springer- Verlag, Berlin, 2008), p. 319.
185. K. W. Chau, J. Hydrol., 363 (2006).
186. K. W. Chau, J. Hydrol., 131 (2007).
187. N. J. De Vos and T. H. M. Rientjes, Hydrol. Sci. J., 397 (2007).
188. N. J. De Vos and T. H. M. Rientjes, Water Resour. Res., 8434 (2008).
189. S. Haykin, Neural Networks: A Comprehensive Foundation (Prentice Hall, Englewood Cliffs, NJ, 1991).
190. A. J. C. Sharkey, Ed. Combining Artificial Neural Networks: Ensemble and Modular Multi-Net Systems (Springer-Verlag, London, 1999).
191. L. M. See and S. Openshaw, Hydrol. Sci. J., 763 (1999).
192. A. Jain and S. Srinivasulu, J. Hydrol., 291 (2006).
193. G. Corzo and D. Solomatine, Hydrol. Sci. J., 491 (2007).
194. L. M. See and S. Openshaw, Hydrol. Sci. J., 523 (2000).
195. T. S. Hu, K. C. Lam and S. T. Ng, Hydrol. Sci. J., 729 (2001).
196. S. Ahmad and S. P. Simonovic, J. Hydrol., 236 (2005).
197. B. Zhang and R. S. Govindaraju, Water Resour. Res., 753 (2000).
198. K. Parasuraman, A. Elshorbagy and S. K. Carey, Water Resour. Res., 5412 (2006).
199. K.-L. Hsu, H. V. Gupta, X. Gao, S. Sorooshian and B. Imam, Water Resour. Res., 1302 (2002).
200. A. Y. Shamseldin, K. M. O’Connor and G. C. Liang, J. Hydrol., 203 (1997).
201. K. P. Georgakakos, D-J. Seo, H. Gupta, J. Schake and M. B. Butts, J. Hydrol., 222 (2004).
202. N. K. Ajami, Q. Duan and S. Sorooshian, J. Hydromet., 755 (2006).
203. Q. Duan, N. K. Ajami, X. Gao and S. Sorooshian, Adv. Water Res., 1371 (2007).
204. D-I. Jeong and Y-O. Kim, Hydrol. Process., 3819 (2005).
205. L. M. See and R. J. Abrahart, Comput. Geosci., 987 (2001).
206. L. Xiong, A. Y. Shamseldin and K. M. O’Connor, J. Hydrol., 196 (2001).
207. R. J. Abrahart and L. M. See, Hydrol. Earth Syst. Sci., 655 (2002).
208. C. Shu and D. H. Burn, Water Resour. Res., 9301 (2004).
209. H. F. P. Van den Boogaard and A. C. H. Kruisbrink, in Hydroinformatics’96: Proceedings of the Second International Conference on Hydroinformatics, Ed A. Müller (A. A. Balkema, Rotterdam, 1996), p. 471.
210. P. Nilsson, C. B. Uvo and R. Berndtsson, J. Hydrol., 344 (2006).
211. L. A. Garcia and A. Shigidi, J. Hydrol., 215 (2006).
212. R. Zou, W-S. Lung and J. Wu, Water Resour. Res., 8427 (2007).
213. V. Babovic, R. Canizares, H. R. Jensen and A. Klinting, J. Hydrol. Eng., 181 (2001).
214. L. Xiong and K. M. O’Connor, Hydrol. Sci. J., 621 (2002).
215. L. Xiong, K. M. O’Connor and S. Guo, Hydrol. Earth Syst. Sci., 247 (2004).
216. M. Goswami, Hydrol. Earth Syst. Sci., 394 (2005).
217. Q. J. Zhang, A. A. Cudrak, R. Shariff and S. J. Stanley, J. Environ. Eng. Sci., S15 (2004).
218. A. Jain and L. E. Ormsbee, Civ. Eng. Environ. Syst., 105 (2001).
219. S. Ahmad and S. P. Simonovic, Water Resour. Manag., 391 (2006).
220. B. Bhattacharya, A. H. Lobbrecht and D. P. Solomatine, J. Water Res. Pl. Manag., 458 (2003).
221. K. C. Shim, D. Fontane and J. W. Labadie, J. Water Res. Pl. Manag., 190 (2002).
222. W. G. Booty, D. C. L. Lam, I. W. S. Wong and P. Siconolfi, Environ. Model. Softw., 453 (2001).
223. M. Khalil, U. S. Panu and W. C. Lennox, J. Hydrol., 153 (2001).
224. A. Elshorbagy, S. P. Simonovic and U. S. Panu, J. Hydrol., 123 (2002).
225. M. J. Diamantopoulou, V. Z. Antonopoulos and D. M. Papamichail, Water Resour. Manag., 649 (2007).
226. P. Coulibaly and N. D. Evora, J. Hydrol., 27 (2007).
227. R. J. Abrahart and L. M. See, Hydrol. Earth Syst. Sci. Discuss., 287 (2007).
228. R. J. Abrahart and L. M. See, Hydrol. Earth Syst. Sci., 1563 (2007).
229. R-J. Zhao, Y-L. Zhang, L-R. Fang, X-R. Liu and Q-S. Zhang, in Hydrological Forecasting: Proceedings of the Symposium on the Application of Recent Developments in Hydrological Forecasting to the Operation of Water Resource Systems (International Association of Hydrological Sciences Press, Wallingford, 1980), p. 351.
230. R-J. Zhao, J. Hydrol., 371 (1992).
231. C. Y. Hsu, H. Y. Lee and Y. L. Lin, in River Basin Management II - Wessex Institute of Technology Transactions on Ecology and the Environment Vol. 60, Ed. C. A. Brebbia (Wessex Institute of Technology Press, Southampton, 2003), p. 461.
232. R. G. Kamp and H. H. G. Savenije, Hydrol. Earth Syst. Sci., 1869 (2007).
233. D. P. Solomatine and L. A. Avila Torres, in Hydroinformatics’96: Proceedings of the Second International Conference on Hydroinformatics, Ed. A. Müller (A. A. Balkema Publishers, Rotterdam, 1996), p. 201.
234. D. G. Jamieson, U. Shamir, F. Martinez and M. Franchini, J. Hydroinform., 3 (2007).
235. Z. Rao and F. Alvarruiz, J. Hydroinform., 15 (2007).
236. E. Salomons, A. Goryashko, U. Shamir, Z. Rao and S. Alvisi, J. Hydroinform., 51 (2007).
237. F. Martínez, V. Hernández, J. M. Alonso, Z. Rao and S. Alvisi, J. Hydroinform., 65 (2007).
238. Y. B. Dibike, S. Velickov, D. Solomatine and M. B. Abbott, J. Comput. Civil. Eng., 208 (2001).
239. C. Sivapragasam, S-Y. Liong and M. F. K. Pasha, J. Hydroinform., 141 (2001).
240. S-Y. Liong and C. Sivapragasam, J. Am. Water Resour. Assoc., 173 (2002).
241. K. Y. Choy and C. W. Chan, Int. J. Syst. Sci., 763 (2003).
242. M. Bray and D. Han, J. Hydroinform., 265 (2004).
243. X. Yu, S-Y. Liong and V. Babovic, J. Hydroinform., 209 (2004).
244. P-S. Yu, S-T. Chen and I-F. Chang, J. Hydrol., 704 (2006).
245. C. Sivapragasam and S-Y. Liong, Nord. Hydrol., 37 (2005).
246. T. Asefa, M. Kemblowski, M. McKee and A. Khalil, J. Hydrol., 7 (2006).
247. J-Y. Lin, C-T. Cheng and K-W. Chau, Hydrol. Sci. J., 599 (2006).
248. M. Behzad, K. Asghari, M. Eazi and M. Palhang, Expert. Syst. Appl., 7624 (2009).
249. S. Terzi and M. E. Keskin, J. Appl. Sci., 508 (2005).
250. A. Güven, A. Aytek, M. I. Yuce and H. Aksoy, Clean, 905 (2008).
251. A. Aytek and S. Kisi, J. Hydrol., 288 (2008).
252. A. Aytek and M. Alp, J. Earth Syst. Sci., 145 (2008).
253. A. Guven and A. Aytek, ASCE J. Hydrol. Eng., 812 (2009).
254. B. Sivakumar, Hydrol. Process., 4333 (2008).
255. H. Aksoy, A. Guven, A. Aytek, M. I. Yuce and N. E. Unal, Hydrol. Sci. J., 825 (2007).
256. S. Kisi, Hydrol. Sci. J., 829 (2007).
257. World Meteorological Organization, Intercomparison of Conceptual Models used in Operational Hydrological Forecasting (WMO, Geneva, 1975).
258. World Meteorological Organization, Intercomparison of Models of Snowmelt Runoff (WMO, Geneva, 1986).
259. World Meteorological Organization, Simulated Real-time Intercomparison of Hydrological Models (WMO, Geneva, 1992).
260. Artificial Neural Network Experiment Group, Proceedings of the Eighth National Hydrology Symposium (University of Birmingham, Birmingham, 2002), p. 75.
261. C. W. Dawson, L. M. See, R. J. Abrahart, R. L. Wilby, A. Y. Shamseldin, F. Anctil, A. N. Belbachir, G. Bowden, G. C. Dandy, N. Lauzon, H. Maier and G. Mason, in Proceedings of the International Joint Conference on Neural Networks (Institute of Electrical and Electronics Engineers, Piscataway, NJ, 2005), p. 2666.
262. J. E. Nash and J. V. Sutcliffe, J. Hydrol., 282 (1970).
263. R. J. Abrahart, C. W. Dawson, D. Han, P. Coulibaly, A. Jain and A. Y. Shamseldin, Geophys. Res. Abstr., 7353 (2007).
264. C. W. Dawson and R. J. Abrahart, Geophys. Res. Abstr., 7301 (2007).
265. R. J. Abrahart and C. W. Dawson, Geophys. Res. Abstr.,8394 (2008).
266. C. W. Dawson and R. J. Abrahart, Geophys. Res. Abstr., 6602 (2008).
267. R. Andrews, J. Diederich and A. B. Tickle, Knowl. -Based Syst., 373 (1995).
268. A. Lozowski, T. J. Cholewo and J. M. Zurada, in Proceedings of the IEEE International Conference on Neural Networks (Institute of Electrical and Electronics Engineers, Piscataway, New Jersey, 1996), Plenary, Panel and Special Sessions, p. 94.
269. J. M. Benitez, J. L. Castro and I. Requena, IEEE Trans. Neural Networks, 1156 (1997).
270. A. W. Minns, in Hydroinformatics’98: Proceedings of the Third International Conference on Hydroinformatics, Eds. V. Babovic and L. C. Larsen (A. A. Balkema, Rotterdam, 1998), p. 805.
271. A. W. Minns, J. Hydroinform., 3 (2000).
272. G. B. Kingston, H. R. Maier and M. F. Lambert, in MODSIM 2003: Proceedings of the International Congress on Modelling and Simulation, Ed. D. A. Post (Modelling and Simulation Society of Australia and New Zealand, Canberra, 2003), p. 825.
273. H. R. Maier, G. C. Dandy and M. D. Burch, Ecol. Model., 257 (1998).
274. K. P. Sudheer, J. Hydrol. Eng., 264 (2005).
275. R. J. Abrahart, L. M. See and P. E. Kneale, Comput. Geosci., 921 (2001).
276. A. Johannet, B. Vayssade and D. Bertin, Proc. World Acad. Sci. Eng. Technol., 162 (2007).
277. A. Jain, K. P. Sudheer and S. Srinivasulu, Hydrol. Process., 571 (2004).
278. K. P. Sudheer and A. Jain, Hydrol. Process., 833 (2004).
279. L. M. See, A. Jain, C. W. Dawson and R. J. Abrahart, in Practical Hydroinformatics: Computational Intelligence and Technological Developments in Water Applications, Eds. R. J. Abrahart, L. M. See and D. P. Solomatine (Springer- Verlag, Berlin, 2008), p. 87.
280. A. Y. Shamseldin, C. W. Dawson and R. J. Abrahart, in Hydroinformatics 2006: Proceedings of the Seventh International Conference on Hydroinformatics, Eds. P. Gourbesville, J. Cunge, V. Guinot and S-Y. Liong (Research Publishing Services, Chennai, 2006), p. 741.
281. R. Krzysztofowicz, J. Hydrol., 2 (2001).
282. E. A. Wan, in Time Series Prediction: Forecasting the Future and Understanding the Past, Eds. A. Weigend and N. Gershenfield (Addison-Wesley, Reading, MA, 1994), p. 195.
283. G. Corani and G. Guariso, Neural Comput. Appl., 66 (2005).
284. G. B. Kingston, H. R. Maier and M. F. Lambert, Math. Comput. Model., 499 (2006).
285. M. S. Khan and P. Coulibaly, Water Resour. Res., 7409 (2006).
286. R. K. Srivastav, K. P. Sudheer and I. Chaubey, Water Resour. Res., 407 (2007).
287. A. P. Jacquin and A. Y. Shamseldin, Water Resour. Res., 4425 (2007).