Application of Response Surface Methodology in Optimizing Thiourea Leaching for Metal Extraction from E-Waste
Norul Fatiha Mohamed NOAH, Norasikin OTHMAN, Izzat Naim Shamsul KAHAR, Sazmin Sufi SULIMAN, Shuhada Atika IDRUS-SAIDI, Aishah ROSLI
Abstract. Electronic waste (e-waste) is an escalating environmental concern that poses significant risks to human health and ecosystems. Despite its hazardous nature, e-waste is rich in valuable metals, particularly gold (Au), which has a high economic value and is experiencing a rising market price trend. Consequently, Au recovery from e-waste is crucial for long-term environmental sustainability as well as economic feasibility. This work describes a less harmful thiourea leachate method for removing gold from used printed circuit boards (PCBs). The study looks at a number of variables, such as the concentration of thiourea, the concentration of acid, and oxidizing agents, that affect how effective the leaching process is. To improve Au recovery, Box-Behnken design and Response Surface Methodology (RSM) are used to optimize these parameters. The maximum predicted Au extraction performance was found to be 2.81ppm, achieved at specific conditions of 57.971 mL H₂O₂, 0.502M thiourea, and 1.006M H₂SO₄. The observed extraction value closely matched this prediction at 2.87ppm, indicating a deviation of less than 5%. The results highlight thiourea as the most significant variable influencing Au recovery, with the interaction between thiourea and H₂SO₄ playing a critical role in the leaching process. Also, the separation factors (β) indicate that Au can be efficiently separated from other metals, particularly copper and aluminium, with high separation factors of 31.10 and 18.59, respectively.
Keywords
Leaching, Gold Recovery, Thiourea Leachate, Waste Printed Circuit Boards, Electronic Waste, Box-Behnken Design
Published online 1/15/2026, 9 pages
Copyright © 2026 by the author(s)
Published under license by Materials Research Forum LLC., Millersville PA, USA
Citation: Norul Fatiha Mohamed NOAH, Norasikin OTHMAN, Izzat Naim Shamsul KAHAR, Sazmin Sufi SULIMAN, Shuhada Atika IDRUS-SAIDI, Aishah ROSLI, Application of Response Surface Methodology in Optimizing Thiourea Leaching for Metal Extraction from E-Waste, Materials Research Proceedings, Vol. 59, pp 1-9, 2026
DOI: https://doi.org/10.21741/9781644903957-1
The article was published as article 1 of the book Separation Technology
Content from this work may be used under the terms of the Creative Commons Attribution 3.0 license. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
References
[1] S. Jeon, M. Ito, C.B. Tabelin, R. Pongsumrankul, N. Kitajima, llhwan Park, N. Hiroyoshi, Gold recovery from shredder light fraction of E-waste recycling plant by flotation-ammonium thiosulfate leaching, Waste Management 77 (2018) 195–202. https://doi.org/10.1016/J.WASMAN.2018.04.039
[2] M. Huy Do, G. Tien Nguyen, U. Dong Thach, Y. Lee, T. Huu Bui, Advances in hydrometallurgical approaches for gold recovery from E-waste: A comprehensive review and perspectives, Miner Eng 191 (2023) 107977. https://doi.org/10.1016/J.MINENG.2022.107977
[3] C. Carelse, M. Manuel, D. Chetty, A. Corfield, Au and Ag distribution in alloys produced from the smelting of printed circuit boards-an assessment using SEM-EDS, EPMA, and LA-ICP-MS analysis, The Journal of the Southern African Institute of Mining and Metallurgy (n.d.). https://doi.org/10.17159/2411
[4] M. Baniasadi, F. Vakilchap, N. Bahaloo-Horeh, S.M. Mousavi, S. Farnaud, Advances in bioleaching as a sustainable method for metal recovery from e-waste: A review, Journal of Industrial and Engineering Chemistry 76 (2019) 75–90. https://doi.org/10.1016/J.JIEC.2019.03.047
[5] D.A. Ray, M. Baniasadi, J.E. Graves, A. Greenwood, S. Farnaud, Thiourea Leaching: An Update on a Sustainable Approach for Gold Recovery from E-waste, Journal of Sustainable Metallurgy 8 (2022) 597–612. https://doi.org/10.1007/S40831-022-00499-8/TABLES/4
[6] I. Birloaga, I. De Michelis, F. Ferella, M. Buzatu, F. Vegliò, Study on the influence of various factors in the hydrometallurgical processing of waste printed circuit boards for copper and gold recovery, Waste Management 33 (2013) 935–941. https://doi.org/10.1016/j.wasman.2013.01.003
[7] J. Li, J.D. Miller, Reaction kinetics of gold dissolution in acid thiourea solution using ferric sulfate as oxidant, Hydrometallurgy 89 (2007) 279–288. https://doi.org/10.1016/j.hydromet.2007.07.015
[8] T.H. Bui, S. Jeon, Y. Lee, Facile recovery of gold from e-waste by integrating chlorate leaching and selective adsorption using chitosan-based bioadsorbent, J Environ Chem Eng 9 (2021) 104661. https://doi.org/10.1016/J.JECE.2020.104661
[9] Z. wei Liu, X. yi Guo, Q. hua Tian, L. Zhang, A systematic review of gold extraction: Fundamentals, advancements, and challenges toward alternative lixiviants, J Hazard Mater 440 (2022) 129778. https://doi.org/10.1016/J.JHAZMAT.2022.129778
[10] E. Hsu, K. Barmak, A.C. West, A.H.A. Park, Advancements in the treatment and processing of electronic waste with sustainability: a review of metal extraction and recovery technologies, Green Chemistry 21 (2019) 919–936. https://doi.org/10.1039/C8GC03688H
[11] K. Li, Z. Xu, A review of current progress of supercritical fluid technologies for e-waste treatment, J Clean Prod 227 (2019) 794–809. https://doi.org/10.1016/J.JCLEPRO.2019.04.104
[12] P. Altinkaya, Z. Wang, I. Korolev, J. Hamuyuni, M. Haapalainen, E. Kolehmainen, K. Yliniemi, M. Lundström, Leaching and recovery of gold from ore in cyanide-free glycine media, Miner Eng 158 (2020) 106610. https://doi.org/10.1016/J.MINENG.2020.106610
[13] A. Hubau, A. Chagnes, M. Minier, S. Touzé, S. Chapron, A.G. Guezennec, Recycling-oriented methodology to sample and characterize the metal composition of waste Printed Circuit Boards, Waste Management 91 (2019) 62–71. https://doi.org/10.1016/j.wasman.2019.04.041
[14] J. Rajahalme, S. Perämäki, R. Budhathoki, A. Väisänen, Effective Recovery Process of Copper from Waste Printed Circuit Boards Utilizing Recycling of Leachate, JOM 73 (2021) 980–987. https://doi.org/10.1007/s11837-020-04510-z
[15] M. Zhao, J. Wan, W. Qin, X. Huang, G. Chen, X. Zhao, A machine learning-based diagnosis modelling of type 2 diabetes mellitus with environmental metal exposure, Comput Methods Programs Biomed 235 (2023) 107537. https://doi.org/10.1016/J.CMPB.2023.107537
[16] K. Li, Q. Li, Y. Zhang, X. Liu, Y. Yang, T. Jiang, Thiourea leaching of gold: Elucidating the mechanism of arsenopyrite catalyzed thiourea oxidation by Fe3+ and the beneficial role of oxalate through experimental and density functional theory (DFT) investigations, Miner Eng 207 (2024) 108550. https://doi.org/10.1016/J.MINENG.2023.108550
[17] O. Herreros, J. Viñals, Leaching of sulfide copper ore in a NaCl–H2SO4–O2 media with acid pre-treatment, Hydrometallurgy 89 (2007) 260–268. https://doi.org/10.1016/J.HYDROMET.2007.07.011
[18] G. Senanayake, The role of ligands and oxidants in thiosulfate leaching of gold, Gold Bulletin 2005 38:4 38 (2005) 170–179. https://doi.org/10.1007/BF03215257
[19] N.F.M. Noah, R.N.R. Sulaiman, N. Othman, N. Jusoh, M.B. Rosly, Extractive continuous extractor for chromium recovery: Chromium (VI) reduction to chromium (III) in sustainable emulsion liquid membrane process, J Clean Prod (2020). https://doi.org/10.1016/j.jclepro.2019.119167
[20] R.N. Raja Sulaiman, N. Othman, N.A. Saidina Amin, Recovery of ionized nanosilver by emulsion liquid membrane process and parameters optimization using response surface methodology, Desalination Water Treat 57 (2016) 3339–3349. https://doi.org/10.1080/19443994.2014.985724

