Research Article

MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE

Volume: 38 Number: 2 June 1, 2021
  • Ikechukwu A. Nnanwube
  • Judith N. Udeaja
  • Okechukwu D. Onukwulı

MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE

Abstract

This work focused on the modeling and optimization of zinc recovery from sphalerite in a binary solution of acetic acid and hydrogen peroxide. The sphalerite sample was characterized using X-ray fluorescence (XRF), X-ray diffraction (XRD) and Scanning electron micrograph (SEM). The result revealed that the ore exists as zinc sulphide (ZnS). Levenberg-Marquardt (LM) back-propagation algorithm was employed for artificial neural network (ANN) modeling while central composite rotatable design (CCRD) was deployed for response surface methodology (RSM) modeling. RSM modeling gave optimum conditions of 90oC leaching temperature, 6M acid concentration, 540 rpm stirring rate, 120 minutes leaching time and 6M hydrogen peroxide concentration; at which about 89.91% zinc was recovered. Comparison of the two modeling techniques revealed that ANN (root mean square error, RMSE = 0.530, absolute average deviation, AAD = 0.681, coefficient of determination = 0.996) gave better predictions than RSM (root mean square error, RMSE = 0.755, absolute average deviation, AAD = 0.841, coefficient of determination = 0.991). Hence, ANN demonstrated higher predictive capability than RSM.

Keywords

References

  1. [1] Nwoye C. I., Nwabanne J. T., Odo J. U., (2013) Open System Leaching of Sphalerite in Butanoic Acid Solution and Empirical Analysis of Zinc Extraction Based on Initial Solution pH, Leaching Time and Mass-Input, Research Journal of Chemical Sciences, 3(5), 25-31.
  2. [2] Hasani M., Koleini S. M. J., Khodadadi A., (2016) Kinetics of Sphalerite Leaching by Sodium Nitrate in Sulphuric Acid, Journal of Mining and Environment, 7(1), 1–12.
  3. [3] Lowicki D., Bas S., Mlynarski J., (2015) Chiral Zinc Catalysts for Asymmetric Synthesis, Tetrahedron, 71(9), 1339-1394.
  4. [4] Onukwuli O. D., Nnanwube I. A., (2018) Hydrometallurgical Processing of a Nigerian Sphalerite Ore in Nitric Acid: Characterization and Dissolution Kinetics. The International Journal of Science and Technoledge, 6(3), 40-54.
  5. [5] Betiku E., Okunsolawo S. S., Ajala S. O., Odelede O. S., (2015) Performance Evaluation of Artificial Neural Network Coupled with Genetic Algorithm and Response Surface Methodology in Modeling and Optimization of Biodiesel Production Process Parameters From Shea Tree (Vitellaria Paradoxa) Nut Butter, Renewable Energy, 76, 408 – 417.
  6. [6] Ameer K., Bae S. W., Jo Y., Lee H. G., Ameer A., Kwon J. H., (2017a). Optimization of Microwave-Assisted Extraction of Total Extract, Stevioside and Rebaudioside-A From Stevia Rebaudiana (Bertoni) Leaves Using Response Surface Methodology (RSM) and Artificial Neural Network (ANN) Modeling, Food Chemistry, 229, 198 – 207.
  7. [7] Ponnusamy S. K., Subramaniam R., (2013) Process Optimization Studies of Congo Red Dye Adsorption onto Cashew Nut Shell Using Response Surface Methodology, International Journal of Industrial Chemistry, 4(17), 1-10.
  8. [8] Chelgani S. C., Jorjani E., (2009) Artificial Neural Network Prediction of Al2O3 Leaching Recovery in the Bayer Process-Jajarm Alumina Plant (Iran), Hydrometallurgy, 97, 105-110.

Details

Primary Language

English

Subjects

Engineering

Journal Section

Research Article

Authors

Ikechukwu A. Nnanwube This is me
0000-0002-0990-9566
Nigeria

Judith N. Udeaja This is me
0000-0002-3821-1263
Nigeria

Okechukwu D. Onukwulı This is me
0000-0002-0861-3536
Nigeria

Publication Date

June 1, 2021

Submission Date

November 24, 2019

Acceptance Date

January 22, 2020

Published in Issue

Year 2020 Volume: 38 Number: 2

APA
Nnanwube, I. A., Udeaja, J. N., & Onukwulı, O. D. (2021). MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE. Sigma Journal of Engineering and Natural Sciences, 38(2), 589-601. https://izlik.org/JA74DF24DW
AMA
1.Nnanwube IA, Udeaja JN, Onukwulı OD. MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE. SIGMA. 2021;38(2):589-601. https://izlik.org/JA74DF24DW
Chicago
Nnanwube, Ikechukwu A., Judith N. Udeaja, and Okechukwu D. Onukwulı. 2021. “MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE”. Sigma Journal of Engineering and Natural Sciences 38 (2): 589-601. https://izlik.org/JA74DF24DW.
EndNote
Nnanwube IA, Udeaja JN, Onukwulı OD (June 1, 2021) MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE. Sigma Journal of Engineering and Natural Sciences 38 2 589–601.
IEEE
[1]I. A. Nnanwube, J. N. Udeaja, and O. D. Onukwulı, “MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE”, SIGMA, vol. 38, no. 2, pp. 589–601, June 2021, [Online]. Available: https://izlik.org/JA74DF24DW
ISNAD
Nnanwube, Ikechukwu A. - Udeaja, Judith N. - Onukwulı, Okechukwu D. “MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE”. Sigma Journal of Engineering and Natural Sciences 38/2 (June 1, 2021): 589-601. https://izlik.org/JA74DF24DW.
JAMA
1.Nnanwube IA, Udeaja JN, Onukwulı OD. MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE. SIGMA. 2021;38:589–601.
MLA
Nnanwube, Ikechukwu A., et al. “MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE”. Sigma Journal of Engineering and Natural Sciences, vol. 38, no. 2, June 2021, pp. 589-01, https://izlik.org/JA74DF24DW.
Vancouver
1.Ikechukwu A. Nnanwube, Judith N. Udeaja, Okechukwu D. Onukwulı. MODELING AND OPTIMIZATION OF ZINC RECOVERY FROM ENYIGBA SPHALERITE IN A BINARY SOLUTION OF ACETIC ACID AND HYDROGEN PEROXIDE. SIGMA [Internet]. 2021 Jun. 1;38(2):589-601. Available from: https://izlik.org/JA74DF24DW

IMPORTANT NOTE: JOURNAL SUBMISSION LINK https://eds.yildiz.edu.tr/sigma/