Prediction of removal efficiency of Lanaset Red G on walnut husk using artificial neural network model.

Abstract:

:An artificial neural network (ANN) model was used to predict removal efficiency of Lanaset Red (LR) G on walnut husk (WH). This adsorbent was characterized by FTIR-ATR. Effects of particle size, adsorbent dose, initial pH value, dye concentration, and contact time were investigated to optimize sorption process. Operating variables were used as the inputs to the constructed neural network to predict the dye uptake at any time as an output. Commonly used pseudo second-order model was fitted to the experimental data to compare with ANN model. According to error analyses and determination of coefficients, ANN was the more appropriate model to describe this sorption process. Results of ANN indicated that pH was the most efficient parameter (43%), followed by initial dye concentration (40%) for sorption of LR G on WH.

journal_name

Bioresour Technol

journal_title

Bioresource technology

authors

Çelekli A,Birecikligil SS,Geyik F,Bozkurt H

doi

10.1016/j.biortech.2011.09.106

subject

Has Abstract

pub_date

2012-01-01 00:00:00

pages

64-70

issue

1

eissn

0960-8524

issn

1873-2976

pii

S0960-8524(11)01394-0

journal_volume

103

pub_type

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