標題: PROOF OF HIDDEN NODE NUMBER AND EXPERIMENTS ON RBF NETWORK FOR WELL LOG DATA INVERSION
作者: Huang, Kou-Yuan
Shen, Liang-Chi
You, Jiun-Der
Weng, Li-Sheng
資訊工程學系
Department of Computer Science
關鍵字: Radial basis function net;well log data inversion;recurrence relation;multilayer perceptron
公開日期: 2016
摘要: In the multilayer perceptron (MLP), there was a theorem about the maximum number of separable regions (M) given the number of hidden nodes (H) in the input d-dimensional space. We propose a recurrence relation to prove the theorem using the expansion of recurrence relation instead of proof by induction. We use three-layer radial basis function net (RBF) on the well log data inversion to test the number of hidden nodes determined by the theorem. The three- layer RBF has more nonlinear mapping. In the experiments, we have 31 simulated well log data. 25 well log data are used for training, and 6 are for testing. The experimental results can support the number of hidden nodes determined by the theorem.
URI: http://hdl.handle.net/11536/135251
ISBN: 978-1-5090-3332-4
ISSN: 2153-6996
期刊: 2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS)
起始頁: 2791
結束頁: 2794
顯示於類別:會議論文