Neural networks modeling for refractive indices of semiconductors

被引：21
作者：
Attia, A. A. [1 ]
El-Nahass, M. M. [1 ]
El-Bakry, M. Y. [1 ,2 ]
Habashy, D. M. [1 ]
机构：
[1] Ain Shams Univ, Dept Phys, Fac Educ, Cairo 11757, Egypt
[2] Univ Tabuk, Fac Sci, Dept Phys, Tabuk, Saudi Arabia
来源：
OPTICS COMMUNICATIONS | 2013年 / 287卷
关键词：
Neural networks; Refractive indices; Semiconductors; OPTICAL-PROPERTIES; ENERGY-GAP; PREDICTION;
D O I：
10.1016/j.optcom.2012.09.016
中图分类号：
O43 [光学];
学科分类号：
070207 ; 0803 ;
摘要：
This paper uses an artificial neural network (ANN) and Levenberg-Marquardt training algorithm to model the nonlinear relationship between refractive index and energy gap in semiconductors. The predicted simulation values of the ANN are in accordance with the experimental data. An error deviation (Delta n) was estimated for different models. The lowest deviation is given by the ANN model. The ANN model performance was also tested for some compounds not included in the training and was found to be in good agreement with the experimental data. High precision of the NN model is demonstrated as well as good generalization performance. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码：140 / 144
页数：5
相关论文
共 35 条
  • [1] awtani L.R., 1999, COMP MATER SCI, V15, P493
  • [2] BHAT P, 1990, P 1990 SUMM STUD HEP
  • [3] Determination of optical properties of Al80Mn20 quasi-crystalline alloy using neural networks
    Bourouis, Ch.
    Meddour, A.
    Moussaoui, A. K.
    [J]. JOURNAL OF MOLECULAR STRUCTURE-THEOCHEM, 2006, 777 (1-3): : 45 - 51
  • [4] CASEY HC, 1978, HETEROSTRUCTURE LA A
  • [5] CASEY HC, 1978, HETEROSTRUCTURE LA B
  • [6] Chen W.S., 1980, P SPIE 24 ANN TECHN
  • [7] Neural network model for proton-proton collision at high energy
    El-Bakry, MY
    El-Metwally, KA
    [J]. CHAOS SOLITONS & FRACTALS, 2003, 16 (02) : 279 - 285
  • [8] Total cross section prediction of the collisions of positrons and electrons with alkali atoms using Gradient Tree Boosting
    El-Bakry, S. Y.
    El-Dahshan, El-Sayed
    El-Bakry, M. Y.
    [J]. INDIAN JOURNAL OF PHYSICS, 2011, 85 (09) : 1405 - 1415
  • [9] El-Mashad M., 2010, P 10 RAD PHYS PROT C
  • [10] Structural and optical properties of thermally evaporated Se55Ge30As15 thin films
    El-Nahass, MM
    El-Deeb, AF
    El-Sayed, HEA
    Hassanien, AM
    [J]. OPTICS AND LASER TECHNOLOGY, 2006, 38 (03) : 146 - 151
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