Title :
Neural network-based software for fertilizer optimization in precision farming
Author :
Pokrajac, Dragoljub ; Obradovic, Zoran
Author_Institution :
Center for Inf. Sci. & Technol., Temple Univ., Philadelphia, PA, USA
Abstract :
A novel technique for providing fertilizer recommendation in precision agriculture is proposed. The method is based on the maximization of the profit function approximated using a decision support system based on artificial neural networks. The software implementation of the proposed approach is described and its use is illustrated on simulated realistic data. Experimental results suggest that the proposed technique is applicable for site-specific crop management
Keywords :
agriculture; decision support systems; neural nets; optimisation; agriculture; crop management; decision support system; fertilizer; neural networks; optimization; precision farming; Agriculture; Cost function; Crops; Environmental management; Fertilizers; Intelligent networks; Knowledge management; Neural networks; Nitrogen; Sampling methods;
Conference_Titel :
Neural Networks, 2001. Proceedings. IJCNN '01. International Joint Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-7803-7044-9
DOI :
10.1109/IJCNN.2001.938492