Please wait a minute...
Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering)  2014, Vol. 15 Issue (5): 374-384    DOI: 10.1631/jzus.A1300262
Chemical Engineering     
Applying process analytical technology framework to optimize multiple responses in wastewater treatment process
Abbas Al-Refaie
Department of Industrial Engineering, The University of Jordan, Amman 11942, Jordan
Download:     PDF (0 KB)     
Export: BibTeX | EndNote (RIS)      

Abstract  In this research, the process analytical technology (PAT) framework is used to optimize the performance of the wastewater treatment process in poultry industry. Two responses, turbidity and sludge volume index (SVI), are of main manufacturer’s interest. Initially, the moving average (MA) and moving range (MR) control charts are established for each response. The 33 full factorial design with two replicates is then used for conducting experimental work. The weighted additive model in fuzzy goal programming is formulated, and then employed to determine the combination of optimal factor settings. Finally, confirmation experiments follow at the combination of optimal factor settings. The results show that the actual process index for turbidity is improved from 1.34 to 5.5, while it is enhanced from 1.46 to 1.93 for SVI. Moreover, the multiple process capability index is improved significantly from 1.95 to 10.6, which also indicates that the treatment process becomes highly capable with both responses concurrently. Further, the process standard deviations at initial (optimal) factor settings are 2.16 (1.27) and 6.02 (3.39) for turbidity and SVI, respectively. These values show significant variability reductions in turbidity and SVI by 41.22% and 77.75%, respectively. Such improvements will lead to huge savings in quality and productivity costs. In conclusion, the PAT framework is found to be an effective approach for optimizing the performance of the wastewater treatment process with multiple responses.

Key wordsFuzzy goal optimization      Multiple responses      Wastewater      Process analytical technology (PAT)     
Received: 29 October 2013      Published: 04 May 2014
CLC:  X703  
Cite this article:

Abbas Al-Refaie. Applying process analytical technology framework to optimize multiple responses in wastewater treatment process. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2014, 15(5): 374-384.

URL:

http://www.zjujournals.com/xueshu/zjus-a/10.1631/jzus.A1300262     OR     http://www.zjujournals.com/xueshu/zjus-a/Y2014/V15/I5/374

[1] Yan-jie Wei, Guo-yi Li. Membrane fouling behavior and microbial community succession in a submerged membrane bioreactor treating harbor oily wastewater[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2016, 17(9): 745-757.
[2] Qing-ran Kong, You-wei Cheng, Li-jun Wang, Xi Li. Non-dispersive solvent extraction of p-toluic acid from purified terephthalic acid plant wastewater with p-xylene as extractant[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2016, 17(10): 828-840.
[3] Wei-feng Liu, Shao-an Cheng. Microbial fuel cells for energy production from wastewaters: the way toward practical application[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2014, 15(11): 841-861.
[4] Jin-Oh JO, Y. S. MOK. In-situ production of ozone and ultraviolet light using a barrier discharge reactor for wastewater treatment[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2009, 10(9): 1359-1366.
[5] Li-jun ZHAO, Fang MA, Jing-bo GUO. Applicability of anoxic-oxic process in treating petrochemical wastewater[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2009, 10(1): 133-141.
[6] Xiao FENG, Jun-song GAO, Zu-cheng WU. Removal of copper ions from electroplating rinse water using electrodeionization[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2008, 9(9): 1283-1287.
[7] Emmanuel U. ONWEREMADU. Physico-chemical characterization of a farmland affected by wastewater in relation to heavy metals[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2008, 9(3): 366-372.
[8] JIANG Cheng-chun, ZHANG Jia-fa. Progress and prospect in electro-Fenton process for wastewater treatment[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2007, 8(7): 1118-1125.
[9] ZHAO Li-jun, MA Fang, GUO Jing-bo, ZHAO Qing-liang. Petrochemical wastewater treatment with a pilot-scale bioaugmented biological treatment system[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2007, 8(11): 1831-1838.
[10] Yuan Yu-Li, Wen Yue-Zhong, Li Xiao-Ying, Luo Si-Zhen. Treatment of wastewater from dye manufacturing industry by coagulation[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2006, 7(Supplement 2): 340-344.
[11] LIU Sean X., PENG Ming. Assessment of semi-empirical mass transfer correlations for pervaporation treatment of wastewater contaminated with chlorinated hydrocarbons[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2006, 7(11): 16-.
[12] MA Jing-ying, MA Zeng-yi, YAN Jian-hua, NI Ming-jiang, CEN Ke-fa. Development of an evaporation crystallizer for desalination of alkaline organic wastewater before incineration[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2005, 6(10): 16-.
[13] YANG Yue-ping, XU Xin-hua, CHEN Hai-feng. Treatment of chitin-producing wastewater by micro-electrolysis-contact oxidization[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2004, 5(4): 436-440.
[14] GUAN Bao-hong, WU Zhong-biao, XU Gen-liang. Kinetics of aerobically activated sludge on terylene artificial silk printing and dyeing wastewater treatment[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2004, 5(4): 441-449.
[15] ZHENG Zhan-wang, LEI Le-cheng, XU Sheng-juan, CEN Pei-lin. Heterogeneous UV/Fenton catalytic degradation of wastewater containing phenol with Fe-Cu-Mn-Y catalyst[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2004, 5(2): 206-211.