Artificial neural networks for subsurface drainage and subirrigation systems in Ontario, Canada

Journal of the American Water Resources Association

Volumn 36, Issue 3, 2000, Pages 609-618

  Yang, Chun Chieh ^a   Tan, Chin S ^b   Prasher, Shiv O ^a  

^a MCGILL UNIVERSITY   (Canada)

^b AGRICULTURE AND AGRI FOOD CANADA   (Canada)

Author keywords

Artificial neural networks; Modeling; Subirrigation; Subsurface drainage; Water table management

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CANADA; DRAINAGE; ENVIRONMENTAL MANAGEMENT; IRRIGATION SYSTEM; MODEL; SIMULATION; WATER TABLE;

EVAPOTRANSPIRATION; IRRIGATION; METEOROLOGY; NEURAL NETWORKS; RAIN;

ROOT MEAN SQUARED ERRORS; SUBIRRIGATION SYSTEMS; SUBSURFACE DRAINAGE; WATER TABLE DEPTHS;

DRAINAGE;

ARTIFICIAL NEURAL NETWORK; DRAINAGE; HYDROLOGICAL MODELING; IRRIGATION SYSTEM; SUBSURFACE FLOW; TIME SERIES ANALYSIS; WATER TABLE;

CANADA; ONTARIO;

EID: 0034213312     PISSN: 1093474X     EISSN: None     Source Type: Journal    
DOI: 10.1111/j.1752-1688.2000.tb04291.x     Document Type: Article

References (21)

1. Arjoon, D., S. O. Prasher, R. S. Clemente, J. Gallichand and F. Salehi, 1998. Effects of Water Table Management on Groundwater Contamination From the Use of Prometryn in Organic Soils. Canadian Water Resources Journal 23(1):9-20.
2. Belmans, C., J. G. Wesseling, and R. A. Feddes. 1983. Simulation Model of the Water Balance of a Cropped Soil: SWATRE. Journal of Hydrology 63(1983)271-286.
3. Bengtson, R. L., R. S. Garzon, and J. L. Fouss. 1993. A Fluctuating Watertable Model for the Management of a Controlled-Drainage/Subirrigation System. Transactions of the ASAE 36(2):437-443.
4. Clair, T. A. and J. M. Ehrman, 1998. Using Neural Networks to Access the Influence of Changing Seasonal Climates in Modifying Discharge, Dissolved Organic Carbon, and Nitrogen Export in Eastern Canadian Rivers. Water Resources Research 34(3): 447-455.
5. Drury, C. F., C. S. Tan, J. D. Gaynor, T. O. Oloya, and T. W. Welacky, 1996. Influence of Controlled Drainage-Subirrigation on Surface and Tile Drainage Nitrate Loss. Journal of Environmental Quality 25(2):317-324.
6. Emaruchi, B., Y.-C. Jin, D. Sauchyn, and G. Fuller, 1997. Estimation of Runoff Index Using Landsat (TM) Data and an Artificial Neural Network System. Canadian Water Resources Journal 22(2):155-166.
7. Haykin, S., 1994. Neural Networks: A Comprehensive Foundation. Macmillan College Publishing Company, Inc., New York, New York.
8. Liaghat, A. and S. O. Prasher, 1996. A Lysimeter Study of Grass Cover and Water Table Depth Effects on Pesticide Residues in Drainage Water. Transactions of the ASAE 39(5):1731-1738.
9. Muttiah, R. S., R. Srinivasan, and P. M. Allen, 1997. Prediction of Two-Year Peak Stream Discharges Using Neural Networks. Journal of the American Water Resources Association 33(3): 625-630.
10. NeuralWare, 1993. Neural Computing: A Technology Handbook for Professional II/PLUS and NeuralWorks Explorer. NeuralWare, Inc., Pittsburgh, Pennsylvania.
11. NeuralWare, 1996a. NeuralWorks Predict: Complete Solution for Neural Data Modeling. NeuralWare, Inc., Pittsburgh, Pennsylvania.
12. NeuralWare, 1996b. NeuralWorks Professional II/Plus: System Guide for Windows. NeuralWare, Inc., Pittsburgh, Pennsylvania.
13. Shady, A. M., 1989. Irrigation Drainage and Flood Control in Canada. Canadian International Development Agency, Hull, Quebec, Canada.
14. Shukla, M. B., S. O. Prasher, A. Madani, and G. P. Gupta, 1994. Field Validation of DRAINMOD in Atlantic Canada. Canadian Agricultural Engineering 36(4):205-213.
15. Skaggs, R. W., 1980. DRAINMOD: Reference Report. North Carolina State University, Raleigh, North Carolina.
16. Tan, C. S., C. F. Drury, J. D. Gaynor, and T. W. Welachy, 1993. Integrated Soil, Crop and Water Management System to Abate Herbicide and Nitrate Contamination of the Great Lakes. Water Science and Technology 28(3-5):497-507.
17. Yang, C.-C., S. O. Prasher, and R. Lacroix. 1996a. Applications of Artificial Neural Networks to Land Drainage Engineering. Transactions of the ASAE 39(2):525-533.
18. Yang, C.-C., S. O. Prasher, and R. Lacroix. 1996b. Applications of Artificial Neural Networks to Simulate Water-Table Depths Under Subirrigation. Canadian Water Resources Journal 21(1): 27-44.
19. Yang, C.-C., S. O. Prasher, R. Lacroix, and A. Madani, 1997a. Application of Artificial Neural in Subsurface Drainage System Design. Canadian Water Resources Journal 22(1):1-12.
20. Yang, C.-C., S. O. Prasher, R. Lacroix, S. Sreekanth, A. Madani, and L. Masse, 1997b. Artificial Neural Network Model for Subsurface-Drained Farmlands. Journal of Irrigation and Drainage Engineering 123(4):285-292.
21. Yang, C.-C., S. O. Prasher, G. R. Mehuys, and N. K. Patni, 1997c. An Artificial Neural Network to Estimate Soil Temperature. Canadian Journal of Soil Science 77(3):421-429.