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
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
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