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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2020.12
- 수록면
- 830 - 840 (11page)
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초록· 키워드
오류제보하기
This research reports application of artificial neural network (ANN) in investigation and optimisation of boron adsorption capacity in aqueous solution using amidoxime-modified poly(acrylonitrile-co-acrylic acid) (AO-modified poly(AN-co-AA)). Both feed-forward and recurrent ANN have been utilized to predict the adsorption potential of synthesised polymer. Three operational parameters, which are adsorbent dosage, initial pH and initial boron concentration during adsorption process were designed to study their effects on the removal capacity. The ANN was trained from experimental data and serviced to optimize, develop and create various prediction models in the process of boron adsorption by AO-modified poly(AN-co-AA). Among several models, radial basis function (RBF) with orthogonal least square (OLS) algorithm displayed good prediction on boron adsorption capacity with mean square error (MSE) and coefficient of determination (R²) at 0.000209 and 0.9985, respectively. With desirable the MSE and R² values, ANN worked as a promising prediction tool that was able to generate good estimate. The simulated maximum adsorption capacity of the synthesized polymer is 15.23 ± 1.05 mg boron/g adsorbent. Besides, from the results of ANN, the AO-modified poly(AN-co-AA) was proven to be a potential adsorbent for the removal of boron in wastewater treatment.
목차
ABSTRACT
1. Introduction
2. Methodology
3. Results and Discussions
4. Conclusions
References
참고문헌 (52)
참고문헌 신청
Nasef MM, Nallappan M, Ujang Z. Polymer-based chelating adsorbents for the selective removal of boron from water and wastewater: A review. React. Funct. Polym. 2014;85:54-68.
Kose TE, Demiral H, Ozturk N. Adsorption of boron from aqueous solutions using activated carbon prepared from olive bagasse. Desalin. Water Treat. 2011;29:1-3.
Domnich V, Reynaud S, Haber RA, Chhowalla M. Boron carbide: Structure, properties, and stability under stress. J. Am. Ceram. Soc. 2011;94:3605-3628.
Wang B, Guo X, Bai P. Removal technology of boron dissolved in aqueous solutions - A review. Colloids and Surfaces A: Physicochem. Eng. Asp. 2014;444:338-344.
Cengeloglu Y, Arslan G, Tor A, Kocak I, Dursun N. Removal of boron from water by using reverse osmosis. Sep. Purif. Technol. 2008;64:141-146.
Kose TE, Demiral H, Ozturk N. Adsorption of boron from aqueous solutions using activated carbon prepared from olive bagasse. Desalin. Water Treat. 2011;29:1-3.
Domnich V, Reynaud S, Haber RA, Chhowalla M. Boron carbide: Structure, properties, and stability under stress. J. Am. Ceram. Soc. 2011;94:3605-3628.
Wang B, Guo X, Bai P. Removal technology of boron dissolved in aqueous solutions - A review. Colloids and Surfaces A: Physicochem. Eng. Asp. 2014;444:338-344.
Cengeloglu Y, Arslan G, Tor A, Kocak I, Dursun N. Removal of boron from water by using reverse osmosis. Sep. Purif. Technol. 2008;64:141-146.
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UCI(KEPA) : I410-ECN-0101-2020-539-000545791