Chinese Journal of Chemical Engineering ›› 2020, Vol. 28 ›› Issue (7): 1847-1859.DOI: 10.1016/j.cjche.2020.02.022
• Catalysis, Kinetics and Reaction Engineering • Previous Articles Next Articles
Beverly S. Chittoo, Clint Sutherland
Received:
2019-11-19
Revised:
2020-02-16
Online:
2020-08-31
Published:
2020-07-28
Contact:
Clint Sutherland
Beverly S. Chittoo, Clint Sutherland
通讯作者:
Clint Sutherland
Beverly S. Chittoo, Clint Sutherland. Column breakthrough studies for the removal and recovery of phosphate by lime-iron sludge: Modeling and optimization using artificial neural network and adaptive neuro-fuzzy inference system[J]. Chinese Journal of Chemical Engineering, 2020, 28(7): 1847-1859.
Beverly S. Chittoo, Clint Sutherland. Column breakthrough studies for the removal and recovery of phosphate by lime-iron sludge: Modeling and optimization using artificial neural network and adaptive neuro-fuzzy inference system[J]. 中国化学工程学报, 2020, 28(7): 1847-1859.
Add to citation manager EndNote|Ris|BibTeX
URL: https://cjche.cip.com.cn/EN/10.1016/j.cjche.2020.02.022
[1] C.J. Vörösmarty, P. Green, J. Salisbury, R.B. Lammers, Global water resources:Vulnerability from climate change and population growth, Science 289(2000) 284-288. [2] A.O. Babatunde, Y.Q. Zhao, Constructive approaches towards water treatment works sludge management:Review of beneficial reuses, Crit. Rev. Env. Sci. Tec. 37(2007) 129-164. [3] T. Ahmad, K. Ahmad, M. Alam, Sustainable management of water treatment sludge through 3 ‘R’ concept, J. Clean. Prod. 124(2016) 1-13. [4] E. Kawczyinski, V. Achtermann, A water industry database report on residuals handling. p. 6b-1 to 6b-5. In Proc. of the AWWA/WEF Joint Residuals Conf. Durham, NC (1991) 11-14. [5] H.N. Sampson, Optimization of Residuals Management at a Drinking Water Treatment Facility, Ph D Thesis, Dalhouse University, Halifax, 2016. [6] D.A. Cornwell, J. Zoltek Jr., Recycling of alum used for phosphorus removal in domestic wastewater treatment, J. Water Pollut. Control Fed. (1977) 600-612. [7] D.A. Georgantas, H.P. Grigoropoulou, Phosphorus removal from synthetic and municipal wastewater using spent alum sludge, Wat. Sci. Tech. 52(2005) 525-532. [8] N. Maqbool, Z. Khan, A. Asghar, Reuse of alum sludge for phosphorus removal from municipal wastewater, Desalin. Water Treat. 57(2016) 13246-13254. [9] B.S. Chittoo, C. Sutherland, Adsorption of phosphorus using water treatment sludge, J. Appl. Sci. 14(2014) 3455-3463. [10] M.K. Gibbons, G.A. Gagnon, Understanding removal of phosphate or arsenate onto water treatment residual solids, J. Hazard. Mater. 186(2011) 1916-1923. [11] R.A. Adhikari, K.C. Bal Krishna, R. Sarukkalige, Evaluation of phosphorus adsorption capacity of various filter materials from aqueous solution, Adsorp. Sci. Technol. 34(2016) 320-330. [12] B.S. Chittoo, C. Sutherland, Adsorption using lime-ironsludge-encapsulated calcium alginate beads for phosphate recovery with ANN-andRSM-optimized encapsulation, J. Environ. Eng 145(2019), 04019019. [13] E.N. El Qada, E.A. Abdelghany, Y.H. Magdy, Utilization of activated carbon for the removal of basic dyes in fixed-bed microcolumn, Int. J. Energ. Environ. 4(2013) 815-824. [14] E. Oguz, Fixed-bed column studies on the removal of Fe3+ and neural network modeling, Arab. J. Chem. 10(2017) 313-320. [15] E. Valdman, L. Erijman, F.L.P. Pessoa, S.G.F. Leite, Continuous biosorption of Cu and Zn by immobilized waste biomass Sargassum sp, Process Biochem. 36(2001) 869-873. [16] Z. Zulfadhly, M.D. Mashitah, S. Bhatia, Heavy metals removal in fixed-bed column by the macro fungus Pycnoporus sanguineus, Environ. Pollut. 112(2001) 463-470. [17] T. Robinson, B. Chandran, G.S. Naidu, P. Nigam, Studies on the removal of dyes from a synthetic textile effluent using barley husk in static-batch mode and in a continuous flow, packed-bed, reactor, Bioresour. Technol. 85(2002) 43-49. [18] F. Rozada, L.F. Calvo, A.I. Garcıa, J. Martın-Villacorta, M. Otero, Dye adsorption by sewage sludge-based activated carbons in batch and fixed-bed systems, Bioresour. Technol. 87(2003) 221-230. [19] B. Cheknane, M. Badu, J.P. Basly, O. Bouras, F. Zermane, Modeling of basic green 4 dynamic sorption onto granularorgano-inorgano pillared clays (GOICs) in column reactor, Chem. Eng. J. 209(2012) 7-12. [20] W.J. Weber, Physicochemical Processes for Water Quality Control, WileyInterscience, New York, 1972. [21] Y.H. Yoon, J.H. NELSON, Application of gas adsorption kinetics I. A theoretical model for respirator cartridge service life, Am. Ind. Hyg. Assoc. J 45(1984) 509-516. [22] G. Yan, T. Viraraghavan, M. Chen, A new model for heavy metal removal in a biosorption column, Adsorpt. Sci. Technol. 19(2001) 25-43. [23] A. Wolborska, Adsorption on activated carbon of p-nitrophenol from aqueous solution, Water Res. 23(1989) 85-91. [24] H.C. Thomas, Heterogeneous ion exchange in a flowing system, Am. Chem. Soc. 66(1944) 1664-1666. [25] G.S. Bohart, E.Q. Adams, Some aspects of behavior of charcoal with respect to chlorine, J. Am. Chem. Soc. 42(1920) 523-529. [26] R.A. Hutchin, New simplified design of activated carbon systems, Am. J. Chem. Eng. 80(1973) 133-138. [27] T.A.H. Nguyen, H.H. Ngo, W.S. Guo, T.Q. Pham, F.M. Li, T.V. Nguyen, X.T. Bui, Adsorption of phosphate from aqueous solutions and sewage using zirconium loaded okara (ZLO):Fixed-bed column study, Sci. Total Environ. 523(2015) 40-49. [28] D. Bulgariu, L. Bulgariu, Sorption of Pb (II) onto a mixture of algae waste biomass and anion exchanger resin in a packed-bed column, Bioresour. Technol. 129(2013) 374-380. [29] R. Han, Y. Wang, X. Zhao, Y. Wang, F. Xie, J. Cheng, M. Tang, Adsorption of methylene blue by phoenix tree leaf powder in a fixed-bed column:experiments and prediction of breakthrough curves, Desalin. 245(2009) 284-297. [30] S. Chen, Q. Yue, B. Gao, Q. Li, X. Xu, F. Fu, Adsorption of hexavalent chromium from aqueous solution by modified corn stalk:Afixed-bed column study, Bioresour. Technol. 113(2012) 114-120. [31] J.T. Nwabanne, P.K. Igbokwe, Adsorption performance of packed bed column for the removal of lead (II) using oil palm fibre, Int. J. Appl. Sci. Technol 2(2012) 106-115. [32] Z.Z. Chowdhury, S.B.A. Hamid, S.M. Zain, Evaluating design parameters for breakthrough curve analysis and kinetics of fixed bed columns for Cu (II) cations using lignocellulosic wastes, BioResources 10(2014) 732-749. [33] S. Rouf, M. Nagapadma, Modeling of fixed-bed column studies for adsorption of azo dye on chitosan impregnated with a cationic surfactant, Int. J. Sci. Eng. Res. 6(2015) 124-132. [34] F. Salem, M.A. Awadallah, Parameters estimation of photovoltaic modules:comparison of ANN and ANFIS, Int. J. Ind. Electron. Drives 1(2014) 121-129. [35] E.A. Dil, M. Ghaedi, G.R. Ghezelbash, A. Asfaram, A.M. Ghaedi, F. Mehrabi, Modeling and optimization of Hg2+ ion biosorption by live yeast Yarrowia lipolytica 70562 from aqueous solutions under artificial neural network-genetic algorithm and response surface methodology:kinetic and equilibrium study, RSC Adv. 6(2016) 54149-54161. [36] S. Chowdhury, P.D. Saha, Artificial neural network (ANN) modeling of adsorption of methylene blue by NaOH-modified rice husk in a fixed-bed column system, Environ. Sci. Pollut. Res. 20(2013) 1050-1058. [37] C.K. Rojas-Mayorga, A. Bonilla-Petriciolet, F.J. Sánchez-Ruiz, J. Moreno-Pérez, H.E. Reynel-Ávila, I.A. Aguayo-Villarreal, D.I. Mendoza-Castillo, Breakthrough curve modeling of liquid-phase adsorption of fluoride ions on aluminum-doped bone char using micro-columns:effectiveness of data fitting approaches, J. Mol. Liq. 208(2015) 114-121. [38] M. Ghaedi, R. Hosaininia, A.M. Ghaedi, A. Vafaei, F. Taghizadeh, Adaptive neurofuzzy inference system model for adsorption of 1, 3, 4-thiadiazole-2, 5-dithiol onto gold nanoparticales-activated carbon, Spectrochim. Acta A 131(2014) 606-614. [39] M. Şahin, R. Erol, A comparative study of neural networks and ANFIS for forecasting attendance rate of soccer games, Math. Comput. Appl. 22(2017) 43. [40] M.S. Lashkenari, A. KhazaiePoul, S. Ghasemi, M. Ghorbani, Adaptive neuro-fuzzy inference system prediction of Zn metal ions adsorption by γ-Fe2o3/polyrhodanine nanocomposite in a fixed bed column, Int. J. Eng. 31(2018) 1617-1623. [41] M.H. Marzbali, M. Esmaieli, Fixed bed adsorption of tetracycline on a mesoporous activated carbon:experimental study and neuro-fuzzy modeling, J. Appl. Res Technol. 15(2017) 454-463. [42] A. Baghban, J. Sasanipour, P. Haratipour, M. Alizad, M.V. Ayouri, ANFIS modeling of rhamnolipid breakthrough curves on activated carbon, Chem. Eng. Res. Des. 126(2017) 67-75. [43] H. Pfost, V. Headley, Methods of determining and expressing particle size, Feed Manuf. Technol. (1976) 512-517. [44] L.D. Benefield, J.F. Judkins, B.L. Weand, Process Chemistry for Water and Wastewater Treatment, Prentice Hall Inc., 1982 [45] US Environmental Protection Agency, Method 365.3:Phosphorous, all forms (colorimetric, ascorbic acid, two reagent), 1978. https://www.epa.gov/ [46] Z. Aksu, F. Gonen, Z. Demircan, Biosorption of chromium (VI) ions by Mowital®-B30H resin immobilized activated sludge in a packed bed:comparison with granular activated carbon, Process, Biochem. 38(2002) 175-186. [47] E. Oguz, M. Ersoy, Removal of Cu2+ from aqueous solution by adsorption in a fixed bed column and neural network modeling, Chem. Eng. J. 164(2010) 56-62. [48] S. Netpradit, P. Thiravetyan, S. Towprayoon, Evaluation of metal hydroxide sludge for reactive dye adsorption in a fixed-bed column system, Water Res. 38(2004) 71-78. [49] T.V.N. Padmesh, K. Vijayaraghavan, G. sekaran, M. Velan, Biosorption of Acid blue 15 using fresh water macroalga Azolla filiculoides:batch and column studies, Dyes Pigm 71(2006) 77-82. [50] S. Ayoob, A.K. Gupta, Sorptive reponse profile of an adsorbent in the defluoridation of drinking water, Chem. Eng. J. 133(2007) 273-281. [51] Z. Aksu, F. Gonen, Biosorption of phenol by immobilized activated sludge in a continuous packed bed:Prediction of breakthrough curves, Process Biochem. 39(2004) 599-613. [52] M. Stojčić, D. Pamučar, E. Mahmutagić, Ž. Stević, Development of an ANFIS model for the optimization of a queuing system in warehouses, Information 9(2018) 240. [53] A.M. Abdulshahed, A.P. Longstaff, S. Fletcher, The application of ANFIS prediction models for thermal error compensation on CNC machine tools, Appl. Soft Comput. 27(2015) 158-168. [54] S. Chowdhury, S. Chakraborty, S.D. Papita, Removal of crystal violet from aqueous solution by adsorption onto eggshells:equilibrium, kinetics, thermodynamics and artificial neural network modeling, Waste Biomass Valor. 4(2013) 655-664. [55] C. Sutherland, B.S. Chittoo, C. Venkobachar, C. A comparative study of hybrid artificial neural network models for predicting Cr (VI) adsorption onto activated carbon, Desalin, Water Treat 103(2018) 182-198. [56] G. Garson, Interpreting neural-network connection weights, Artif. Intell. Expert. 6(1991) 46-51. [57] H. Paudyal, B. Pangeni, K. Inoue, H. Kawakita, K. Ohto, S. Alam, Adsorptive removal of fluoride from aqueous medium using a fixed bed column packed with Zr (IV) loaded dried orange juice residue, Bioresour. Technol. 146(2013) 713-720. [58] D. Shanmugam, M. Alagappan, R.K. Rajan, Bench-scale packed bed sorption of Cibacron blue F3GA using lucrative algal biomass, Alexandria Eng. J. 55(2016) 2995-3003. [59] B. Khoshnevisan, S. Rafiee, M. Omid, H. Mousazadeh, Development of an Intelligent System Based on ANFIS for Predicting Wheat Grain Yield on Energy Inputs, The Basis of Information Processing in Agriculture, 1, 201414-22. [60] S. Saeed, K. Honeyeh, K. Ozgur, L. Wen-Cheng, Water temperature prediction in a subtropical subalpine lake using soft computing techniques, Earth Sci. Res. J. 20(2016) 1-11. [61] B. Volesky, N. Kuyucak, Desorption of cobalt-laden algal biosorvent, Biotechnol. Bioeng. 33(1988) 815-822. [62] W.B. Amorim, A.M. Hayashi, P.F. Pimentel, M.G.C. Da Silva, A study of the process of desorption of hexavalent chromium, Braz. J. Chem. Eng. 20(2003) 283-289. [63] P.S. Kumar, L. Korving, M.C. van Loosdrecht, G.J. Witkamp, Adsorption as a Technology to Achieve Ultra-Low Concentrations of Phosphate:Research Gaps and Economic Analysis, Water Res.X (4) (2019), 100029. [64] K. Kuzawa, Y.J. Jung, Y. Kiso, T. Yamada, M. Nagai, T.G. Lee, Phosphate removal and recovery with a synthetic hydrotalcite as an adsorbent, Chemosphere 62(2006) 45-52. |
[1] | Yingli Li, Zhishuncheng Li, Guangfei Qu, Rui Li, Shuaiyu Liang, Junhong Zhou, Wei Ji, Huiming Tang. Mechanism, behaviour and application of iron nitrate modified carbon nanotube composites for the adsorption of arsenic in aqueous solutions [J]. Chinese Journal of Chemical Engineering, 2023, 60(8): 26-36. |
[2] | Jing Huang, Honghui Cai, Qian Zhao, Yunpeng Zhou, Haibo Liu, Jing Wang. Dual-functional pyrene implemented mesoporous silicon material used for the detection and adsorption of metal ions [J]. Chinese Journal of Chemical Engineering, 2023, 60(8): 108-117. |
[3] | Xingjuan Liang, Dehua Xu, Zhengjuan Yan, Jingxu Yang, Xinlong Wang, Zhiye Zhang, Jingli Wu, Honggang Zhen. Solid-liquid phase equilibrium for the system ammonium polyphosphate-urea ammonium nitrate-potassium chloride-water at 273.2 K [J]. Chinese Journal of Chemical Engineering, 2023, 60(8): 131-142. |
[4] | Lingli Chen, Yueting Shi, Sijun Xu, Junle Xiong, Fang Gao, Shengtao Zhang, Hongru Li. Enhanced adsorption of target branched compounds including antibiotic norfloxacin frameworks on mild steel surface for efficient protection: An experimental and molecular modelling study [J]. Chinese Journal of Chemical Engineering, 2023, 60(8): 212-227. |
[5] | Alexander Nti Kani, Evans Dovi, Aaron Albert Aryee, Runping Han, Zhaohui Li, Lingbo Qu. Mechanisms and reusability potentials of zirconium-polyaziridine-engineered tiger nut residue towards anionic pollutants [J]. Chinese Journal of Chemical Engineering, 2023, 60(8): 275-292. |
[6] | Yuan Liu, Hanting Xiong, Jingwen Chen, Shixia Chen, Zhenyu Zhou, Zheling Zeng, Shuguang Deng, Jun Wang. One-step ethylene separation from ternary C2 hydrocarbon mixture with a robust zirconium metal-organic framework [J]. Chinese Journal of Chemical Engineering, 2023, 59(7): 9-15. |
[7] | Hui Jiang, Zijian Zhao, Ning Yu, Yi Qin, Zhengwei Luo, Wenhua Geng, Jianliang Zhu. Synthesis, characterization, and performance comparison of boron using adsorbents based on N-methyl-D-glucosamine [J]. Chinese Journal of Chemical Engineering, 2023, 59(7): 16-31. |
[8] | Runze Chen, Yuran Chen, Xuemin Liang, Yapeng Kong, Yangyang Fan, Quan Liu, Zhenyu Yang, Feiying Tang, Johnny Muya Chabu, Maru Dessie Walle, Liqiang Wang. Oxidative exfoliation of spent cathode carbon: A two-in-one strategy for its decontamination and high-valued application [J]. Chinese Journal of Chemical Engineering, 2023, 59(7): 262-269. |
[9] | Xiaohong Zhou, Wenfeng Zhou, Wei Zhuang, Chenjie Zhu, Hanjie Ying, Hongman Zhang. Enhanced production of cytidine 5'-monophosphate using biocatalysis of di-enzymes immobilized on amino-functionalized sepharose [J]. Chinese Journal of Chemical Engineering, 2023, 58(6): 40-52. |
[10] | Shanghong Ma, Haitao Zhang, Jianbo Qu, Xiuzhong Zhu, Qingfei Hu, Jianyong Wang, Peng Ye, Futao Sai, Shiwei Chen. Preparation of waterborne polyurethane/β-cyclodextrin composite nanosponge by ion condensation method and its application in removing of dyes from wastewater [J]. Chinese Journal of Chemical Engineering, 2023, 58(6): 124-136. |
[11] | Yueting Shi, Junhai Zhao, Lingli Chen, Hongru Li, Shengtao Zhang, Fang Gao. Double open mouse-like terpyridine parts based amphiphilic ionic molecules displaying strengthened chemical adsorption for anticorrosion of copper in sulfuric acid solution [J]. Chinese Journal of Chemical Engineering, 2023, 57(5): 233-246. |
[12] | Jian Wang, Yuanhui Shen, Donghui Zhang, Zhongli Tang, Wenbin Li. Integrated vacuum pressure swing adsorption and Rectisol process for CO2 capture from underground coal gasification syngas [J]. Chinese Journal of Chemical Engineering, 2023, 57(5): 265-279. |
[13] | Yujia Cui, Zhiqiang Tan, Yanan Wang, Shuxian Shi, Xiaonong Chen. One-step crosslinking preparation of tannic acid particles for the adsorption and separation of cationic dyes [J]. Chinese Journal of Chemical Engineering, 2023, 57(5): 309-318. |
[14] | Shanshan Mao, Tao Shen, Qing Zhao, Tong Han, Fan Ding, Xin Jin, Manglai Gao. Selective capture of silver ions from aqueous solution by series of azole derivatives-functionalized silica nanosheets [J]. Chinese Journal of Chemical Engineering, 2023, 57(5): 319-328. |
[15] | Shanwei Xiong, Li Zhou, Yiyang Dai, Xu Ji. Attention-based long short-term memory fully convolutional network for chemical process fault diagnosis [J]. Chinese Journal of Chemical Engineering, 2023, 56(4): 1-14. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||