Modeling and optimization of chlorophenol rejection for spiral wound reverse osmosis membrane modules

被引:3
|
作者
Sivanantham, V [1 ]
Narayana, P. L. [2 ]
Hyeong, Kwon Jun [2 ]
Pareddy, Preetham [3 ]
Sangeetha, V [1 ]
Kyoung-Seok, Moon [2 ]
In, Kim Hong [2 ]
Sung, Hyo Kyung [2 ]
Reddy, N. S. [2 ]
机构
[1] Periyar Univ, Constituent Coll Arts & Sci, Dept Comp Sci, Pappireddipatti Campus, Salem 636011, Tamil Nadu, India
[2] Gyeongsang Natl Univ, Sch Mat Sci & Engn, Engn Res Inst, Jinju, South Korea
[3] Fractal Analyt, Western Express Highway, Goregaon 400063, East Mumbai, India
基金
新加坡国家研究基金会;
关键词
Reverse osmosis; Artificial neural networks; Chlorophenol removal; Wastewater;
D O I
10.1016/j.chemosphere.2020.129345
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study shows an artificial neural network (ANN) model of chlorophenol rejection from aqueous solutions and predicting the performance of spiral wound reverse osmosis (SWRO) modules. This type of rejection shows complex non-linear dependencies on feed pressure, feed temperature, concentration, and feed flow rate. It provides a demanding test of the application of ANN model analysis to SWRO modules. The predictions are compared with experimental data obtained with SWRO modules. The overall agreement between the experimental and ANN model predicted was almost 99.9% accuracy for the chlorophenol rejection. The ANN model approach has the advantage of understanding the complex chlorophenol rejection phenomena as a function of SWRO process parameters. (C) 2020 Elsevier Ltd. All rights reserved.
引用
收藏
页数:9
相关论文
共 50 条
  • [41] Development of a mathematical model for apple juice compounds rejection in a spiral-wound reverse osmosis process
    Al-Obaidi, M. A.
    Kara-Zaitri, C.
    Mujtaba, I. M.
    JOURNAL OF FOOD ENGINEERING, 2017, 192 : 111 - 121
  • [42] Forward osmosis dialysate production using spiral-wound reverse-osmosis membrane elements: Practical limitations
    Smith, M. C.
    Reynolds, K. J.
    JOURNAL OF MEMBRANE SCIENCE, 2015, 484 : 18 - 26
  • [43] Optimisation of membrane design parameters of a spiral-wound reverse osmosis module for high rejection of dimethylphenol from wastewater at low energy consumption
    Al-Obaidi, M. A.
    Kara-Zaitri, C.
    Mujtaba, I. M.
    27TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, PT C, 2017, 40C : 2713 - 2718
  • [44] Modeling spiral-wound membrane modules with applications for gas/vapor permeation
    Lin, Dongjie
    Ding, Zhongwei
    Liu, Liying
    Ma, Runyu
    COMPUTERS & CHEMICAL ENGINEERING, 2012, 44 : 20 - 33
  • [45] Modeling of spiral wound membrane desalination modules and plants - review and research priorities
    Karabelas, A. J.
    Kostoglou, M.
    Koutsou, C. P.
    DESALINATION, 2015, 356 : 165 - 186
  • [46] Water hammer simulation in spiral wound reverse osmosis membranes
    Avlonitis, S. A.
    Avlonitis, D. A.
    Baldoukas, A.
    Kralis, K.
    Metaxa, A.
    DESALINATION AND WATER TREATMENT, 2010, 13 (1-3) : 74 - 81
  • [47] Modeling permeation of volatile organic molecules through reverse osmosis spiral-wound membranes
    Sagne, Camille
    Fargues, Claire
    Broyart, Bertrand
    Lameloise, Marie-Laure
    Decloux, Martine
    JOURNAL OF MEMBRANE SCIENCE, 2009, 330 (1-2) : 40 - 50
  • [48] Residence time distribution in reverse osmosis/nanofiltration spiral-wound modules in a laboratory scale desalination unit
    Chamam, S.
    Hannachi, A.
    DESALINATION AND WATER TREATMENT, 2023, 285 : 36 - 46
  • [49] Performance evaluation of pilot-scale reverse osmosis spiral wound membrane for water desalination systems
    Allam, Mohamed
    Soussa, Hoda
    Elalfy, Ezzat
    WATER SUPPLY, 2023, 23 (08) : 2999 - 3012
  • [50] Experimental investigation and mathematical modelling of a spiral wound membrane module for osmotically assisted reverse osmosis applications
    Turetta, Mattia
    Bertucco, Alberto
    Briani, Filippo
    Michelon, Nicola
    Vogel, Jorg
    Nguyen, Xuan Tung
    Barbera, Elena
    JOURNAL OF WATER PROCESS ENGINEERING, 2024, 68