Polyaniline/wheat Husk Ash Nanocomposite Preparation and Modeling Its Removal Activity with an Artificial Neural Network

Fatemeh Ghanbary* [a] and Ahmed Jafarian [b]
* Author for corresponding; e-mail address: Ghanbary83@yahoo.com
Volume: Vol.44 No.2 (April 2017)
Research Article
DOI:
Received: 30 December 2014, Revised: -, Accepted: 23 May 2015, Published: -

Citation: Ghanbary F. and Jafarian A., Polyaniline/wheat Husk Ash Nanocomposite Preparation and Modeling Its Removal Activity with an Artificial Neural Network, Chiang Mai Journal of Science, 2017; 44(2): 533-543.

Abstract

In this work the removal efficiency of malachite green (MG) by using a nanocomposite was investigated. For preparation this nanocomposite the polyaniline (PANI) was coated on wheat husk ash (WHA). This nanocomposite was analyzed by X-ray diffraction (XRD) and scaning electron microscopy (SEM). The removal rate is strongly dependent on the PANI/WHA initial dosage, MG initial concentration, UV light intensity and irradiation time. The effect of these parameters has been studied and the optimum operational conditions was found. To predict the removal of MG in the presence of PANI/WHA nanocomposite an artificial neural network model (ANN) was developed. The comparison between the predicted results by designed model and the experimental data proved that modeling for removal process of MG using ANN was a precise method to predict the extent of MG removal under different conditions.

Keywords: nanocomposite, polyaniline, wheat husk ash, neural network, modeling

Nanoarchitectonics of Indium Sulfide/Exfoliated-Graphite/Multi-Walled-Carbon-Nanotubes Nanocomposite in Benzyl Alcohol and A Study of Its Effect on Aqueous Symmetrical Supercapacitors
DOI: 10.12982/CMJS.2025.079.

Jian Hong Liew, Mui Yen Ho, Jyh-Tsung Lee and Teck Hock Lim

Vol.52 No.5 (September 2025)
Research Article View: 375 Download: 170

Microscopy Investigation of Streblus asper Lour. Leaves-derived SiO2/C with Polypyrrole Nanocomposites as Sustainable Anode Materials for Lithium-ion Batteries
DOI: 10.12982/CMJS.2024.099.

Kittiched Khunpakdee, Thanapat Autthawong, Natthakan Ratsameetammajak and Thapanee Sarakonsri

Vol.51 No.6 (November 2024)
Research Article View: 835 Download: 369

Ultrathin Polyelectrolyte Multilayer Films with Silver Nanoparticles as a Potential Antibacterial Coating
DOI: 10.12982/CMJS.2024.061.

Meluzvia Marie Amora, Noreen Grace V. Fundador and Erwin Oliver V. Fundador

Vol.51 No.4 (July 2024)
Research Article View: 2,259 Download: 601

Formation of High Hardness ZnO/Cu Nanocomposite by Thermal Oxidation from Cu-Zn Alloy Strips
DOI: 10.12982/CMJS.2024.045.

Minh-Tan Ha, Pham Mai Khanh and Nguyen Hong Hai

Vol.51 No.3 (May 2024)
Research Article View: 922 Download: 691

Prediction of Leakage Rate and Optimization of Structural Parameter of Blade Tip Labyrinth Seal
DOI: 10.12982/CMJS.2023.002.

Haiyin Guo, Yuqin Ma, Wei Xu, Yatao Zhao, Zedu Yang, Yi Xu, Fei Li and Yatao Li

Vol.50 No.1 (January 2023)
Research Article View: 1,397 Download: 581

Risk-Sensitive Portfolio Management by Using C51 Algorithm
DOI: 10.12982/CMJS.2022.094.

Thammasorn Harnpadungkij, Warasinee Chaisangmongkon and Phond Phunchongharn

Vol.49 No.5 (September 2022)
Research Article View: 1,597 Download: 657

Deconvolution of Microstructural Distributions of Ethylene/1- Butene Copolymer Blends using Artificial Neural Network
DOI: 10.12982/CMJS.2022.019.

Piriyakorn Piriyakulkit and Siripon Anantawaraskul

Vol.49 No.1 (Special Issue I : Jan 2022)
Research Article View: 1,497 Download: 511

Application of Artificial Neural Network for Tracing the Geographical Origins of Coffee Bean in Northern Areas of Thailand Using Near Infrared Spectroscopy
page: 163 - 175

Sakunna Wongsaipun, Parichat Theanjumpol, Nadthawat Muenmanee, Danai Boonyakiat, Sujitra Funsueb and Sila Kittiwachana*

Vol.48 No.1 (January 2021)
Research Article View: 1,176 Download: 1,255

Conjugated Biopolymer-assisted the Binding of Polypropylene Toward Single-walled Carbon Nanotube:A Molecular Dynamics Simulation
page: 547 - 557

Wanwisa Panman, Panupong Mahalapbutr, Oraphan Saengsawang, Chompoonut Rungnim, Nawee Kungwan, Thanyada Rungrotmongkol and Supot Hannongbua

Vol.46 No.3 (May 2019)
Research Article View: 1,367 Download: 402

The improvement of the band gap energy and antibacterial activities of CeO2/ZnO nanocomposites prepared by high energy ball milling
page: 1129 - 1137

Sumetha Suwanboon*, Pongsaton Amornpitoksuk and Phuwadol Bangrak

Vol.45 No.2 (March 2018)
Research Article View: 999 Download: 374

Efficient One-pot Synthesis of 12-Aryl-8,9,10,12-Tetrahydrobenzo[a]xanthen-11-ones Catalyzed by CuO-CeO2 Nanocomposite Under Solvent-free Conditions
page: 1497 - 1503

Ziba Tavakoli and Jalal Albadi*

Vol.44 No.4 (October 2017)
Research Article View: 935 Download: 349

Hybrid Cloud Computing: Economy, Scalability and Responsiveness Optimization
page: 884 - 896

Thepparit Banditwattanawong[a], Masawee Masdisornchote*[a], Putchong Uthayopas[b]

Vol.43 No.4 (JULY 2016)
Research Article View: 862 Download: 1,035

Preparation of Pt/ATO Catalysts for Electrocatalysis in Direct Alcohol Fuel Cell
page: 169 - 175

Li Fang *[a], Surin Saipanya *[b,c], Xuemei Luo [a], Xiaoping Huang [a] and Feifei Li [a]

Vol.43 No.1 (JANUARY 2016)
Research Article View: 914 Download: 368

Graphene Nanoplatelet/Multi-Walled Carbon nanotube/Polycarbonate Hybrid Nanocomposites for Electrostatic Dissipative Applications: Preparation and Properties
page: 1274 - 1286

Akkachai Poosalaa, Worrawit Kurdsukb, Darunee Aussawasathienb*, and Duanghathai Pentrakoonc*

Vol.41 No.5/2 (OCTOBER 2014)
Research Article View: 883 Download: 259

Classification Techniques for Control Chart Pattern Recognition: A Case of Metal Frame for Actuator Production
page: 701 - 712

Wimalin Laosiritaworn*, Tunchanit Bunjongjit

Vol.40 No.4 (OCTOBER 2013)
Research Article View: 890 Download: 253

A Comparative Analysis of Conjugate Gradient Algorithms & PSO Based Neural Network Approaches for Reusability Evaluation of Procedure Based Software Systems
page: 123 - 135

Parvinder S. Sandhu*[a], Shalini Chhabra [b]

Vol.38 (SPECIAL ISSUE 2011)
Research Article View: 968 Download: 217

Effects of Al2O3 Nano-Particulates Addition on Barium Titanate Ceramics
page: 175 - 182

Sukanda Jiansirisomboon*, Anucha Watcharapasorn and Tawee Tunkasiri

Vol.33 No.2 (MAY 2006)
Research Article View: 970 Download: 232

Fabrication and Characterization of High Strength Dental Porcelain Nanocomposite from Thailandís Raw Materials
page: 549 - 553

Attavit Pisitanusorn*[a], Supon Ananta [a], Rattikorn Yimnirun [a] and Sakdipown Thiansem [b]

Vol.32 No.3 (SEPTEMBER 2005)
Research Article View: 919 Download: 254

The Effect of Compatibilizing Agents on Mechanical Properties of Natural Rubber-Nanocomposite
page: 391 - 398

Suthinee Netrabukkana and Cattaleeya Pattamaprom*

Vol.32 No.3 (SEPTEMBER 2005)
Research Article View: 932 Download: 262

Artificial Neural Network Time Series Modeling forRevenue Forecasting
page: 411 - 426

Siti M. Shamsuddin, Roselina Sallehuddin and Norfadzila M. Yusof

Vol.35 No.3 (SEPTEMBER 2008)
Research Article View: 983 Download: 287

Artificial Neural Networks Parameters Optimization with Design of Experiments: An Application in Ferromagnetic Materials Modeling
page: 83 - 91

Wimalin Laosiritaworn, and Nantakarn Chotchaithanakorn

Vol.36 No.1 (JANUARY 2009)
Research Article View: 907 Download: 363

Potential of Nanocomposite Technique for Fabrication of Smart Ceramics
page: 179 - 187

Rewadee Wongmaneerung, Laongnuan Srisombat, Rattikorn Yimnirun, and Supon Ananta

Vol.36 No.2 (MAY 2009)
Short Communication View: 875 Download: 341

Improved Backpropagation Model for Classification of Profitability Analysis Data : A Study on Malaysian Market
page: 35 - 41

Siti Mariyam Hj. Shamsuddin* [a], Saiful Hafizah Hj. Jaaman [b], Noriza Majid [b] and Noriszura Ismail [b] and Noriszura I

Vol.29 No.1 (APRIL 2002)
Research Article View: 957 Download: 289

Neural Network Application on Knowledge Acquisition for Adaptive Hypermedia Learning
page: 65 - 70

Paridah Samsuri, Nor Bahiah Hj. Ahmad, Norazah Yusof, Siti Zaiton Mohd. Hashim, Siti Mariyam Hj.

Vol.28 No.1 (JUNE 2001)
Opinion View: 864 Download: 343

Chiang Mai Journal of Science

1,647

Q3 0.80

Q3 1.3

7 days

Outline

Figures and Tables