Application of artificial neural network technique to the formulation design of dielectric ceramics

被引：16

作者：

Guo, D ^{[1
]}

Wang, YL

Nan, C

Li, LT

Xia, JT

机构：

[1] Tsinghua Univ, Dept Mat Sci & Chem Engn, Beijing 100084, Peoples R China

[2] Beijing Inst Technol, Sch Chem Engn & Mat, Beijing 100081, Peoples R China

来源：

SENSORS AND ACTUATORS A-PHYSICAL | 2002年 / 102卷 / 1-2期

基金：

中国国家自然科学基金;

关键词：

artificial neural network; BaTiO3; dielectric properties;

D O I：

10.1016/S0924-4247(02)00381-3

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：

Application of artificial neural network (ANN) technique to the formulation design of BaTiO3 based dielectrics was carried through. Based on the homogenous experimental design the experimental results of 21 samples were analyzed by a three-layer back propagation (BP) network modeling. The results were also expressed and analyzed by intuitive graphics. Influence Of Co2O3 and Li2CO3 on the dielectric constant-temperature characteristic of BaTiO3-Nb2O5-La2O3-SM2O3 system was investigated. Optimized formulations were calculated and the optimized output values were in accordance with experiment results. It follows that the three-layer back propagation network based modeling proved to be a very useful tool in dealing with problems with serious non-linearity encountered in the formulation design of dielectric ceramics. (C) 2002 Elsevier Science B.V. All rights reserved.

引用

页码：93 / 98

页数：6

共 11 条

[1]

[Anonymous], [No title captured]

[2]

[Anonymous], 1994, NEURAL NETWORKS

[3] Artificial neural networks: fundamentals, computing, design, and application [J].

Basheer, IA ;

Hajmeer, M .

JOURNAL OF MICROBIOLOGICAL METHODS, 2000, 43 (01) :3-31

[4]

FANG KT, 1994, HOMOGENEOUS DESIGN T

[5]

Hecht-Nielsen R., 1989, IJCNN: International Joint Conference on Neural Networks (Cat. No.89CH2765-6), P593, DOI 10.1109/IJCNN.1989.118638

[6] The effect of MgO and rare-earth oxide on formation behavior of core-shell structure in BaTiO3 [J].

Kishi, H ;

Okino, Y ;

Honda, M ;

Iguchi, Y ;

Imaeda, M ;

Takahashi, Y ;

Ohsato, H ;

Okuda, T .

JAPANESE JOURNAL OF APPLIED PHYSICS PART 1-REGULAR PAPERS SHORT NOTES & REVIEW PAPERS, 1997, 36 (9B) :5954-5957

[7] Improvement of temperature-stable BaTiO3-based dielectrics by addition of Li2CO3 and Co2O3 [J].

Li, Q ;

Qi, JQ ;

Wang, YL ;

Gui, ZL ;

Li, LT .

JOURNAL OF THE EUROPEAN CERAMIC SOCIETY, 2001, 21 (12) :2217-2220

[8] Nonlinear channel equalization for QAM signal constellation using artificial neural networks [J].

Patra, JC ;

Pal, RN ;

Baliarsingh, R ;

Panda, G .

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1999, 29 (02) :262-271

[9] Identification of nonlinear dynamic systems using functional link artificial neural networks [J].

Patra, JC ;

Pal, RN ;

Chatterji, BN ;

Panda, G .

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1999, 29 (02) :254-262

[10]

XIA J, 2000, COMPUTERS APPL CHEM, V17, P403

← 1 2 →