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

[31] CLASSIFICATION OF THE HIPPARCOS INPUT CATALOG USING THE KOHONEN NETWORK
HERNANDEZPAJARES, M
FLORIS, J
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 1994, 268 (02) : 444 - 450
[32] FAST CHARACTER RECOGNITION USING KOHONEN NEURAL NETWORK
Samanta, Shreyasi
Utkarsha, Sneha
Gour, Bhupesh
Tiwari, Vikas Kr.
2018 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATION AND TELECOMMUNICATION (ICACAT), 2018,
[33] Analysis of anisotropic crack problems using coupled meshless and fractal finite element method
Rao, B. N.
Rajesh, K. N.
9TH WORLD CONGRESS ON COMPUTATIONAL MECHANICS AND 4TH ASIAN PACIFIC CONGRESS ON COMPUTATIONAL MECHANICS, 2010, 10
[34] Medical Image Segmentation Using the Kohonen Neural Network
Cunha, A.
Watanabe, C.
Carvalho, C., Jr.
IEEE LATIN AMERICA TRANSACTIONS, 2019, 17 (02) : 297 - 304
[35] A novel approach of visual image reconstruction from fMRI using Kohonen Network Information Maximizing Generative Adversarial Network
Rathi, K.
Gomathi, V.
Raja, S. P.
INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2024, 22 (06)
[36] Modeling and Analysis of Through Silicon Via: Electromagnetic and Device Simulation Approach
Salah, Khaled
El Rouby, Alaa
Ragai, Hani
Ismail, Yehea
2012 19TH IEEE INTERNATIONAL CONFERENCE ON ELECTRONICS, CIRCUITS AND SYSTEMS (ICECS), 2012, : 825 - 828
[37] Study on Meshless Method Using RPIM for Transient Electromagnetic Field
Tanaka, Yoshikazu
Kunisada, Eiji
IEEE TRANSACTIONS ON MAGNETICS, 2011, 47 (05) : 1178 - 1181
[38] Refinement computations of electromagnetic fields using FE and meshless methods
Ho, SL
Yang, SY
Wong, HC
Lo, EWC
Ni, GZ
IEEE TRANSACTIONS ON MAGNETICS, 2005, 41 (05) : 1456 - 1459
[39] A Dual Neural Network Approach to Topology Optimization for Thermal-Electromagnetic Device Design
Jasperson, Benjamin A.
Wood, Michael G.
Johnson, Harley T.
COMPUTER-AIDED DESIGN, 2024, 168
[40] Study of an Explicit Meshless Method Using RPIM for Electromagnetic Fields
Tanaka, Yoshikazu
Tone, Ryota
Fujimoto, Yukio
IEEE TRANSACTIONS ON MAGNETICS, 2013, 49 (05) : 1577 - 1580

← 1 2 3 4 5 →