Title :
Tower-Topology of Fuzzy Optimization Bp Neural Networks and a Case Study
Author :
Chunling, Chai ; Haifeng, Wang ; Yanna, Su
Author_Institution :
Agric. Univ. of Hebei, Baoding, China
Abstract :
Fuzzy optimization neural networks combines neural networks model with fuzzy optimization model, its application must establishes fixed expression topology according to actual problem. Aiming at the experiments in which multiple stages, influence factors and treatment levels should be considered, a tower-topology is established to simulate relationships between factors and results in this paper. In the topology, useless connections must be deleted and connection weights are constrained in. Through a case study of irrigation experiments, the relationship between treatment levels and yield is presented by more precisely than a traditional model.
Keywords :
backpropagation; fuzzy neural nets; fuzzy set theory; optimisation; topology; BP neural network; fixed expression topology; fuzzy optimization; irrigation experiment; tower topology; Fuzzy optimization neural networks; connections weights; simulate; tower-topology;
Conference_Titel :
Digital Manufacturing and Automation (ICDMA), 2010 International Conference on
Conference_Location :
ChangSha
Print_ISBN :
978-0-7695-4286-7
DOI :
10.1109/ICDMA.2010.466