Process Safety and Environmental Protection, Volume 212 , 15/05/2026

Sustainable magnetic biochar from agro-aquacultural waste for efficient Pb(II) and Cd(II) removal: Machine learning–assisted optimization and techno-economic evaluation

Wanida Limmun, Warunee Limmun, Yasumin Prangmoo, Nao Ishikawa, John J. Borkowski, Thatchapol Chungcharoen, Ayumi Ito

Abstract

This study presents the sustainable synthesis and optimization of magnetic biochar derived from agro-aquacultural waste, specifically rubber seed shells and oyster shells (MRO), for the efficient removal of Pb(II) and Cd(II) from aqueous solutions. MRO was synthesized via FeCl<inf>3</inf> activation and co-pyrolysis, enhancing adsorption capacity and magnetic recoverability. Process optimization was performed using Response Surface Methodology (RSM) and a Genetic Algorithm–Backpropagation Neural Network (GA–BPNN), with experimental validation confirming RSM-predicted conditions. The optimized MRO achieved high adsorption capacities of 709.99 mg/g for Pb(II) and 332.98 mg/g for Cd(II), following Langmuir and pseudo-second-order kinetic models. Mechanistic analysis identified surface complexation, ion exchange, electrostatic interaction, and precipitation as key pathways. MRO demonstrated excellent reusability, maintaining over 90% Pb(II) removal efficiency after 11 regeneration cycles. Techno-economic and environmental assessments revealed a low production cost (23 THB/kg), modest energy consumption (2.5 kWh/kg), and a reduced carbon footprint (0.50 kg CO<inf>2</inf>/kg). These results underscore the potential of MRO as a cost-effective and scalable adsorbent for sustainable wastewater treatment applications.

Document Type

Article

Source Type

Journal

Keywords

Agro-aquacultural wasteMachine learning optimizationMagnetic biocharPb(II) and Cd(II) removalResponse surface methodologyTechno-economic analysis

ASJC Subject Area

Engineering : Safety, Risk, Reliability and QualityEnvironmental Science : Environmental EngineeringChemical Engineering : Chemical Engineering (all)Environmental Science : Environmental Chemistry



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Citations (Scopus)

Bibliography


Limmun, W., Limmun, W., Prangmoo, Y., Ishikawa, N., Borkowski, J., Chungcharoen, T., & Ito, A. (2026). Sustainable magnetic biochar from agro-aquacultural waste for efficient Pb(II) and Cd(II) removal: Machine learning–assisted optimization and techno-economic evaluation. Process Safety and Environmental Protection, 212doi:10.1016/j.psep.2026.108916

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