Efficient removal of cadmium by zero-valent iron-coated hydrochar derived from biogas residues: Surface interaction and machine learning interpretation
• Fe@HC was fabricated by BR and Fe 0 loading; • The adsorption capacity of Cd(II) reached 496.51 mg/g with neutral-alkaline pH condition; • Cd(II) removal was mainly controlled by pore-filling, complexations, and reduction; • ANN model was employed to interpret and optimize Fe@HC parameters; • Efficiency of Fe@HC retained 79.88% after five regeneration cycles. Biogas residue (BR) is the major byproduct from anaerobic digestion, which was valorized by fabricating zero-valent iron-coated hydrochar (Fe@HC) in this work. The Fe@HC was then employed for cadmium removal from wastewater. Further, various techniques were applied to confirmed the successful zero-valent iron Fe loading onto mesoporous BR-derived hydrochar, revealing layered structures and abundant functional groups on Fe@HC. The composite achieved a high Cd(II) removal performance with adsorption capacity of 496.51 mg∙g −1 , according to synergistic mechanisms such as electrostatic attraction, precipitation, surface complexation, ion exchange, and chemical reduction. Besides, the artificial neural network (ANN) model was used to optimize Fe@HC synthesis and adsorption parameters (R 2 > 0.98), identifying the key factors of hydrothermal temperature (19.11%) and Fe 2 O 3 dosage (12.61%). All these results demonstrated a sustainable strategy for simultaneous BR reutilization and heavy metal immobilization, offering a promising pathway for machine learning application.
Authors
- Dingxiang Chen
- Kuo-Hsun Wen (ORCID: https://orcid.org/0000-0001-7441-8854)
- Qian Tang (ORCID: https://orcid.org/0000-0001-5108-2868)
- Rui Xu (ORCID: https://orcid.org/0000-0003-3264-9050)
- Hui–Ming Cheng (ORCID: https://orcid.org/0000-0002-5387-4241)
- Jianfeng Yu (ORCID: https://orcid.org/0000-0003-1893-965X)
- Huabin Wang
- Xiangcheng Yang
Institutions
- Yunnan Normal University (CN)
- Yunnan Agricultural University (CN)
Publication Details
- Journal
- Results in Engineering
- Published
- 2025-07-16
- DOI
- https://doi.org/10.1016/j.rineng.2025.106310
- Citations
- 3
- Primary Topic
- Environmental remediation with nanomaterials
- Type
- article
- Field-Weighted Citation Impact
- 2.02
Funders
- National Natural Science Foundation of China
- Applied Basic Research Foundation of Yunnan Province
- National Key Research and Development Program of China
- Major Science and Technology Projects in Yunnan Province