Artificial neural network for modeling the size of silver nanoparticles' prepared in montmorillonite/starch bionanocomposites

被引：20
|
作者：
Shabanzadeh, Parvaneh [1 ,2 ]
Yusof, Rubiyah [1 ,2 ]
Shameli, Kamyar [2 ,3 ]
机构：
[1] Univ Teknol Malaysia, Ctr Artificial Intelligence & Robot, Kuala Lumpur 54100, Malaysia
[2] Univ Teknol Malaysia, MJIIT, Johor Baharu 54100, Malaysia
[3] Univ Putra Malaysia, Fac Sci, Dept Chem, Serdang 43400, Selangor, Malaysia
来源：
JOURNAL OF INDUSTRIAL AND ENGINEERING CHEMISTRY | 2015年 / 24卷
关键词：
Artificial neural network; Silver nanoparticles; Montmorillonite; Bionanocomposite; Modeling; RESPONSE-SURFACE METHODOLOGY; NANOCOMPOSITES; OPTIMIZATION; PREDICTION; REDUCTION; MEMBRANES; ANN;
D O I：
10.1016/j.jiec.2014.09.007
中图分类号：
O6 [化学];
学科分类号：
0703 ;
摘要：
In this study, artificial neural network (ANN) was used to develop an approach for evaluation of silver nanoparticles (Ag-NPs) size in the bionanocomposites substrate. A multi-layer feed forward ANN was applied to correlate the output as size of Ag-NPs, with four inputs include of AgNO3 concentration, temperature of reaction, weight percentage of starch, and MMT amount. The results of proposed methodology were compared for its predictive capabilities in terms of coefficient determination (R-2) and mean square error (MSE) based on the validation data set. The model finding revealed that AgNO3 concentration content has significant effect on size of Ag-NPs. (C) 2014 The Korean Society of Industrial and Engineering Chemistry. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码：42 / 50
页数：9
相关论文
共 50 条
  • [1] NEURAL NETWORK MODELING FOR PREDICTION SIZE OF SILVER NANOPARTICLES IN MONTMORILLONITE/STARCH SYNTHESIS BY CHEMICAL REDUCTION METHOD
    Shabanzadeh, P.
    Yusof, R.
    Shameli, K.
    DIGEST JOURNAL OF NANOMATERIALS AND BIOSTRUCTURES, 2014, 9 (04) : 1699 - 1711
  • [2] Prediction of silver nanoparticles’ diameter in montmorillonite/chitosan bionanocomposites by using artificial neural networks
    Parvaneh Shabanzadeh
    Norazak Senu
    Kamyar Shameli
    Fudziah Ismail
    Ali Zamanian
    Maryam Mohagheghtabar
    Research on Chemical Intermediates, 2015, 41 : 3275 - 3287
  • [3] Prediction of silver nanoparticles' diameter in montmorillonite/chitosan bionanocomposites by using artificial neural networks
    Shabanzadeh, Parvaneh
    Senu, Norazak
    Shameli, Kamyar
    Ismail, Fudziah
    Zamanian, Ali
    Mohagheghtabar, Maryam
    RESEARCH ON CHEMICAL INTERMEDIATES, 2015, 41 (05) : 3275 - 3287
  • [4] Artificial Intelligence in Numerical Modeling of Silver Nanoparticles Prepared in Montmorillonite Interlayer Space
    Shabanzadeh, Parvaneh
    Senu, Norazak
    Shameli, Kamyar
    Tabar, Maryam Mohaghegh
    JOURNAL OF CHEMISTRY, 2013, 2013
  • [5] APPLICATION OF ARTIFICIAL NEURAL NETWORK (ANN) FOR THE PREDICTION OF SIZE OF SILVER NANOPARTICLES PREPARED BY GREEN METHOD
    Shabanzadeh, Parvaneh
    Norazaksenu
    Shameli, Kamyar
    Ismail, Fudziah
    Mohagheghtabar, Maryam
    DIGEST JOURNAL OF NANOMATERIALS AND BIOSTRUCTURES, 2013, 8 (02) : 541 - 549
  • [6] Artificial Neural Network Modelling of Green Synthesised Silver Nanoparticles in Bentonite/Starch Bio-nanocomposite
    Thapliyal, Anupama
    Khar, Roop Krishen
    Chandra, Amrish
    CURRENT NANOSCIENCE, 2018, 14 (03) : 239 - 251
  • [7] Artificial neural network modeling of photocatalytic removal of a disperse dye using synthesized of ZnO nanoparticles on montmorillonite
    Kiransan, Murat
    Khataee, Alireza
    Karaca, Semra
    Sheydaei, Mohsen
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2015, 140 : 465 - 473
  • [8] Artificial Neural Network Modeling for Basic Dye Adsorption onto Montmorillonite
    Ciftci, Hakan
    Atli, Ismail Sinan
    Aysal, Faruk Emre
    celik, Ibrahim
    Gursoy, Mustafa
    JOURNAL OF MACROMOLECULAR SCIENCE PART B-PHYSICS, 2023, 62 (07): : 350 - 365
  • [9] Modeling of biosynthesized silver nanoparticles in Vitex negundo L. extract by artificial neural network
    Shabanzadeh, Parvaneh
    Yusof, Rubiyah
    Shameli, Kamyar
    RSC ADVANCES, 2015, 5 (106) : 87277 - 87285
  • [10] An integrated model for predicting the size of silver nanoparticles in montmorillonite/chitosan bionanocomposites: A hybrid of data envelopment analysis and genetic programming approach
    Sarvestani, E.
    Khayati, G. R.
    SCIENTIA IRANICA, 2021, 28 (03) : 1871 - 1883
12345