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Estimating monthly total nitrogen concentration in streams by using artificial neural network

He, Bin; Oki, Taikan; Sun, Fubao; Komori, Daisuke; Kanae, Shinjiro; Wang, Yi; Hyungjun, Kim; Yamazaki, Dai


Artificial Neural Network (ANN) is a flexible and popular tool for predicting the non-linear behavior in the environmental system. Here, the feed-forward ANN model was used to investigate the relationship among the land use, fertilizer, and hydrometerological conditions in 59 river basins over Japan and then applied to estimate the monthly river total nitrogen concentration (TNC). It was shown by the sensitivity analysis, that precipitation, temperature, river discharge, forest area and urban...[Show more]

CollectionsANU Research Publications
Date published: 2011
Type: Journal article
Source: Journal of Environmental Management
DOI: 10.1016/j.jenvman.2010.09.014


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