Electromagnetic Device Analysis Using a Meshless Approach Coupled to a Kohonen Network

被引：0

作者：

Das, Rajeev ^{[1
]}

Lowther, David A. ^{[1
]}

机构：

[1] McGill Univ, Dept Elect & Comp Engn, Montreal, PQ H3A 2A7, Canada

来源：

IEEE TRANSACTIONS ON MAGNETICS | 2010年 / 46卷 / 08期

关键词：

Finite element method (FEM); Kohonen neural network (NN); meshless method; radial basis function; MULTIQUADRIC METHOD; FIELD COMPUTATION;

D O I：

10.1109/TMAG.2010.2044985

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

This paper describes a novel adaptive solution system for electromagnetic field problems. The solution method is based on a meshless approach and thus the preprocessing effort is minimized. The positions of the nodes used for this solution are determined adaptively using a Kohonen neural network (NN). The objective of the proposed approach is to obtain an optimal placing of the nodes before adding any new degrees of freedom to reduce the error.

引用

页码：3381 / 3384

页数：4

共 50 条

[41] Evaluation of Energy Distribution Using Network Data Envelopment Analysis and Kohonen Self Organizing Maps
Leal Ganhadeiro, Thiago Gomes
Christo, Eliane da Silva
Meza, Lidia Angulo
Costa, Kelly Alonso
Moreira de Souza, Danilo Pinto
ENERGIES, 2018, 11 (10)
[42] Clustering Analysis of FTIR Spectra Using Fuzzy K-Harmonic-Kohonen Clustering Network
Chen Yong
Guo Yun-zhu
Wang Wei
Wu Xiao-hong
Jia Hong-wen
Wu Bin
SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43 (01) : 268 - 272
[43] Numerical modeling of dielectrophoresis using a meshless approach
Chen, DF
Du, H
Li, WH
Shu, C
JOURNAL OF MICROMECHANICS AND MICROENGINEERING, 2005, 15 (05) : 1040 - 1048
[44] An Optimized Hybrid Kohonen Neural Network for Ambiguity Detection in Cluster Analysis Using Simulated Annealing
Mohebi, E.
Sap, M. N. M.
ENTERPRISE INFORMATION SYSTEMS-BK, 2009, 24 : 389 - 401
[45] Robust clustering of acoustic emission signals using the Kohonen network
Emamian, V
Kaveh, M
Tewfik, AH
2000 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS, VOLS I-VI, 2000, : 3891 - 3894
[46] Classification of Room Impulse Responses using Kohonen Neural Network
Pavlovic, Milan
Zajic, Goran
Zajeganovic, Marija
Ristic, Dragan
Reljin, Irini
Mijic, Miomir
2018 14TH SYMPOSIUM ON NEURAL NETWORKS AND APPLICATIONS (NEUREL), 2018,
[47] Vibration analysis of permanent magnet synchronous motor using coupled finite element analysis and optimized meshless method
Li, Size
Xu, Wei
NONLINEAR DYNAMICS, 2022, 108 (01) : 167 - 189
[48] Vibration analysis of permanent magnet synchronous motor using coupled finite element analysis and optimized meshless method
Size Li
Wei Xu
Nonlinear Dynamics, 2022, 108 : 167 - 189
[49] Texture segmentation using intensified fuzzy Kohonen clustering network
Liu, D
Tang, YG
Guan, XP
ADVANCES IN NATURAL COMPUTATION, PT 2, PROCEEDINGS, 2005, 3611 : 75 - 80
[50] PROLONGATION RECOGNITION IN DISORDERED SPEECH USING CWT AND KOHONEN NETWORK
Codello, Ireneusz
Kuniszyk-Jozkowiak, Wieslawa
Smolka, Elzbieta
Kobus, Adam
ICFC 2010/ ICNC 2010: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON FUZZY COMPUTATION AND INTERNATIONAL CONFERENCE ON NEURAL COMPUTATION, 2010, : 392 - 398

← 1 2 3 4 5 →