Title :
Application of artificial neural networks in hydrological modeling: a case study of runoff simulation of a Himalayan glacier basin
Author :
Mazumdar, H.S. ; Pandey, Prem Chandra
Abstract :
The simulation of runoff from a Himalayan glacier basin using artificial neural network (ANN) is presented. The performance of ANN model is found superior compared to the energy balance model and the multiple regression model. The ANN is faster in learning and exhibits excellent system generalization characteristics.
Keywords :
geophysics computing; glaciology; neural nets; rivers; Chhota Shigri glaciology; Himachal Pradesh; Himalayan glacier basin; Himalayas; India; artificial neural network; geophysics computing; hydrological modelling; hydrology; model; mountain catchment; neural net; river; runoff simulation; simulation; Artificial neural networks; Asia; Computer aided software engineering; Ice; Intelligent networks; Predictive models; Rivers; Snow; Solar heating; Solar radiation;
Conference_Titel :
Neural Networks, 1993. IJCNN '93-Nagoya. Proceedings of 1993 International Joint Conference on
Print_ISBN :
0-7803-1421-2
DOI :
10.1109/IJCNN.1993.714073
