Effect of Pyrolysis Conditions on Removal of Pb(II) from Aqueous Solution by Biochar Derived from Anaerobically Digested Sewage Sludge Pretreated with nZVI
Abstract
1. Introduction
2. Materials and Methods
2.1. Materials
2.2. Adsorbent Preparation
2.3. Characterization
2.4. Adsorption Studies
2.5. Kinetic, Isotherm, and Thermodynamic Models
2.6. Statistical Analysis
3. Results and Discussion
3.1. Effect of Pyrolysis Temperature and O2-Exclusion Method on Biochar Yield
3.2. Effect of Pyrolysis Temperature and O2-Exclusion Method on Biochar Surface Chemistry
3.3. Effect of nZVI Dosage, Pyrolysis Temperature, and O2-Exclusion Method on Pb Removal Performance by Biochar
3.4. Effect of Biochar Dosage on Pb(II) Removal Performance
3.5. Effect of Initial pH on Pb(II) Removal Performance
3.6. Effect of Coexisting Ions
3.7. Adsorption Kinetics
3.8. Adsorption Isotherms
3.9. Thermodynamic Analysis
3.10. Comparison with Other Adsorbents
3.11. Mechanisms for Pb(II) Removal by nZVI30-ADSSBC-700
3.11.1. Precipitation
3.11.2. Metal Ion Exchange
3.11.3. Complexation
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| SS | Sewage sludge |
| HMs | Heavy metals |
| ADSS | Anaerobically digested sewage sludge |
| SSA | Specific surface area |
| ADSSBC | Biochar derived from anaerobically digested sewage sludge |
| PFO | Pseudo-first-order kinetic model |
| PSO | Pseudo-second-order kinetic model |
| IPD | Intraparticle diffusion kinetic model |
| SD | Standard deviation |
| RMSE | Root mean squared error |
| TPV | Total pore volume |
References
- Zhao, S.; Yan, K.; Wang, Z.; Gao, Y.; Li, K.; Peng, J. Does anaerobic digestion improve environmental and economic benefits of sludge incineration in China? Insight from life-cycle perspective. Resour. Conserv. Recy. 2023, 188, 106688. [Google Scholar] [CrossRef]
- Chen, Y.D.; Wang, R.; Duan, X.; Wang, S.; Ren, N.Q.; Ho, S.H. Production, properties, and catalytic applications of sludge derived biochar for environmental remediation. Water Res. 2020, 187, 116390. [Google Scholar] [CrossRef]
- Dudnikova, T.; Wong, M.H.; Minkina, T.; Sushkova, S.; Bauer, T.; Khroniuk, O.; Barbashev, A.; Shuvaev, E.; Nemtseva, A.; Kravchenko, E. Effects of pyrolysis conditions on sewage sludge-biochar properties and potential risks based on PAH contents. Environ. Res. 2025, 266, 120444. [Google Scholar]
- Ahmad, M.; Rajapaksha, A.U.; Lim, J.E.; Zhang, M.; Bolan, N.; Mohan, D.; Vithanage, M.; Lee, S.S.; Ok, Y.S. Biochar as a sorbent for contaminant management in soil and water: A review. Chemosphere 2014, 99, 19–33. [Google Scholar] [CrossRef] [PubMed]
- Wang, Z.; Nie, Q.; Lei, Z.; Zhang, Z.; Shimizu, K.; Yuan, T. Enhanced Pb(II) removal from wastewater by co-pyrolysis biochar derived from sewage sludge and calcium sulfate: Performance evaluation and quantitative mechanism analysis. Sep. Purif. Technol. 2024, 329, 125124. [Google Scholar]
- Rajabi, H.; Mohammadi, Z.; Erami, F.; Jafari, S.M. Experimental evaluation of lead adsorption from aqueous solution using carbon nanostructures derived from municipal sewage sludge. Results Chem. 2025, 16, 102542. [Google Scholar] [CrossRef]
- Shao, C.; Li, J.; Dai, Y. The removal mechanism of lead from wastewater on pharmaceutical sludge-based biochar. Desalin. Water Treat. 2024, 319, 100499. [Google Scholar]
- Yang, F.; Zhang, S.; Sun, Y.; Cheng, K.; Li, J.; Tsang, D.C.W. Fabrication and characterization of hydrophilic corn stalk biochar-supported nanoscale zero-valent iron composites for efficient metal removal. Bioresour. Technol. 2018, 265, 490–497. [Google Scholar]
- Zhao, R.; Wang, B.; Wu, P.; Feng, Q.; Chen, M.; Zhang, X.; Wang, S. Calcium alginate-nZVI-biochar for removal of Pb/Zn/Cd in water: Insights into governing mechanisms and performance. Sci. Total Environ. 2023, 894, 164810. [Google Scholar]
- Xia, Y.; Zuo, H.; Lv, J.; Wei, S.; Yao, Y.; Liu, Z.; Lin, Q.; Yu, Y.; Yu, W.; Huang, Y. Preparation of multi-layered microcapsule-shaped activated biomass carbon with ultrahigh surface area from bamboo parenchyma cells for energy storage and cationic dyes removal. J. Clean. Prod. 2023, 396, 136517. [Google Scholar] [CrossRef]
- Rangabhashiyam, S.; dos Santos Lins, P.V.; de Magalhães Oliveira, L.M.T.; Sepulveda, P.; Ighalo, J.O.; Rajapaksha, A.U.; Meili, L. Sewage sludge-derived biochar for the adsorptive removal of wastewater pollutants: A critical review. Environ. Pollut. 2022, 293, 118581. [Google Scholar] [CrossRef]
- Wu, W.; Liu, Z.; Azeem, M.; Guo, Z.; Li, R.; Li, Y.; Peng, Y.; Ali, E.F.; Wang, H.; Wang, S.; et al. Hydroxyapatite tailored hierarchical porous biochar composite immobilized Cd(II) and Pb(II) and mitigated their hazardous effects in contaminated water and soil. J. Hazard. Mater. 2022, 437, 129330. [Google Scholar] [CrossRef]
- Mao, X.; Liu, Y.; Long, S. Research progress on adsorption mechanisms and regeneration applications of modified biochar for heavy metals in wastewater. Desalin. Water Treat. 2025, 324, 101399. [Google Scholar] [CrossRef]
- Wongrod, S.; Simon, S.; Guibaud, G.; Lens, P.N.L.; Pechaud, Y.; Huguenot, D.; van Hullebusch, E.D. Lead sorption by biochar produced from digestates: Consequences of chemical modification and washing. J. Environ. Manag. 2018, 219, 277–284. [Google Scholar] [CrossRef] [PubMed]
- Ho, S.H.; Chen, Y.D.; Yang, Z.K.; Nagarajan, D.; Chang, J.S.; Ren, N.Q. High-efficiency removal of lead from wastewater by biochar derived from anaerobic digestion sludge. Bioresour. Technol. 2017, 246, 142–149. [Google Scholar] [CrossRef] [PubMed]
- Lu, H.; Zhang, W.; Yang, Y.; Huang, X.; Wang, S.; Qiu, R. Relative distribution of Pb2+ sorption mechanisms by sludge-derived biochar. Water Res. 2012, 46, 854–862. [Google Scholar] [CrossRef]
- Long, X.; Zhang, R.; Rong, R.; Wu, P.; Chen, S.; Ao, J.; An, L.; Fu, Y.; Xie, H. Adsorption characteristics of heavy metals Pb2+ and Zn2+ by magnetic biochar obtained from modified AMD sludge. Toxics 2023, 11, 590. [Google Scholar] [CrossRef] [PubMed]
- Wu, M.; Liu, B.; Li, J.; Su, X.; Liu, W.; Li, X. Influence of pyrolysis temperature on sludge biochar: The ecological risk assessment of heavy metals and the adsorption of Cd (II). Environ. Sci. Pollut. Res. 2023, 30, 12608–12617. [Google Scholar] [CrossRef]
- Godlewska, P.; Kończak, M.; Oleszczuk, P. Effect of carrier gas change during sewage sludge or sewage sludge and willow pyrolysis on ecotoxicity of biochar-amended soil. Ecotoxicol. Environ. Saf. 2022, 247, 114224. [Google Scholar] [CrossRef]
- Guo, S.; Xiong, X.; Che, D.; Liu, H.; Sun, B. Effects of sludge pyrolysis temperature and atmosphere on characteristics of biochar and gaseous products. Korean J. Chem. Eng. 2021, 38, 55–63. [Google Scholar] [CrossRef]
- Hu, S.; Zhang, X.; Wu, M.; Liu, Z.; Tang, S.; Ke, S. Bioremediation of Petroleum-Contaminated Soils with Pyrolysis Biochar: TPH Removal, Multifunctionality, and Microecological Restoration. CLEAN—Soil Air Water 2025, 53, e70018. [Google Scholar] [CrossRef]
- Mian, M.M.; Ao, W.; Deng, S. Sludge-based biochar adsorbent: Pore tuning mechanisms, challenges, and role in carbon sequestration. Biochar 2023, 5, 83. [Google Scholar] [CrossRef]
- Kang, X.; Xiao, F.; Zhou, S.; Zhang, Q.; Qiu, L.; Wang, L. Study on the performance of sewage sludge biochar modified by nZVI to remove Cu (II) and Cr (VI) in water. Water Sci. Technol. 2022, 86, 1821–1834. [Google Scholar] [CrossRef]
- Wang, H.; Zhong, D.; Xu, Y.; Chang, H.; Shen, H.; Xu, C.; Mou, J.; Zhong, N. Enhanced removal of Cr(VI) from aqueous solution by nano-zero-valent iron supported by KOH activated sludge-based biochar. Colloids Surf. A Physicochem. Eng. Asp. 2022, 651, 129697. [Google Scholar] [CrossRef]
- Zhou, J.; You, X.; Niu, B.; Yang, X.; Gong, L.; Zhou, Y.; Wang, J.; Zhang, H. Enhancement of methanogenic activity in anaerobic digestion of high solids sludge by nano zero-valent iron. Sci. Total Environ. 2020, 703, 135532. [Google Scholar] [CrossRef] [PubMed]
- Lizama, A.C.; Figueiras, C.C.; Pedreguera, A.Z.; Espinoza, J.E.R. Enhancing the performance and stability of the anaerobic digestion of sewage sludge by zero valent iron nanoparticles dosage. Bioresour. Technol. 2019, 275, 352–359. [Google Scholar] [CrossRef] [PubMed]
- Januševičius, T.; Mažeikienė, A.; Danila, V.; Paliulis, D. The characteristics of sewage sludge pellet biochar prepared using two different pyrolysis methods. Biomass Convers. Bior. 2024, 14, 891–900. [Google Scholar] [CrossRef]
- Shen, Z.; Jin, F.; Wang, F.; McMillan, O.; Al-Tabbaa, A. Sorption of lead by Salisbury biochar produced from British broadleaf hardwood. Bioresour. Technol. 2015, 193, 553–556. [Google Scholar] [CrossRef]
- Usevičiūtė, L.; Januševičius, T.; Danila, V.; Pranskevičius, M.; Mažeikienė, A.; Zagorskis, A.; Marčiulaitienė, E. Effects of iron-based materials on anaerobic digestion of thermally hydrolyzed sewage sludge: Methane production and speciation of potentially toxic elements. Bioprocess Biosyst. Eng. 2026, 1–24. [Google Scholar] [CrossRef]
- Yang, D.; Wang, L.; Li, Z.; Tang, X.; He, M.; Yang, S.; Liu, X.; Xu, J. Simultaneous adsorption of Cd (II) and As (III) by a novel biochar-supported nanoscale zero-valent iron in aqueous systems. Sci. Total Environ. 2020, 708, 134823. [Google Scholar] [CrossRef]
- Agoe, A.K.; Poulopoulos, S.G.; Sarbassov, Y.; Shah, D. Investigation of Sewage Sludge–Derived Biochar for Enhanced Pollutant Adsorption: Effect of Particle Size and Alkali Treatment. Energies 2024, 17, 4554. [Google Scholar] [CrossRef]
- Pap, S.; Gaffney, P.P.J.; Zhao, Q.; Klein, D.; Li, Y.; Kirk, C.; Taggart, M.A. Optimising production of a biochar made from conifer brash and investigation of its potential for phosphate and ammonia removal. Ind. Crops Prod. 2022, 185, 115165. [Google Scholar] [CrossRef]
- Chandi, K.; Udomkun, P.; Boonupara, T.; Kaewlom, P. Enhancing soil health, microbial count, and hydrophilic methomyl and hydrophobic lambda-cyhalothrin remediation with biochar and nano-biochar. Sci. Rep. 2024, 14, 19551. [Google Scholar] [CrossRef]
- Carvalho, J.T.T.; Milani, P.A.; Consonni, J.L.; Labuto, G.; Carrilho, E.N.V.M. Nanomodified sugarcane bagasse biosorbent: Synthesis, characterization, and application for Cu (II) removal from aqueous medium. Environ. Sci. Pollut. Res. 2021, 28, 24744–24755. [Google Scholar] [CrossRef] [PubMed]
- Olupot, P.W.; Wakatuntu, J.; Turyasingura, M.; Jjagwe, J.; Menya, E.; Okure, M. Optimization of heavy metal removal by activated carbon obtained as a co-product from fast pyrolysis of rice husks. Results Mater. 2024, 21, 100545. [Google Scholar] [CrossRef]
- Hassan, P.B.; Rasheed, R.O.; Zargoosh, K. Cadmium and lead removal from aqueous solution using magnetite nanoparticles biofabricated from Portulaca oleracea leaf extract. J. Nanomater. 2022, 2022, 1024554. [Google Scholar] [CrossRef]
- Wu, J.; Wang, T.; Wang, J.; Zhang, Y.; Pan, W.P. A novel modified method for the efficient removal of Pb and Cd from wastewater by biochar: Enhanced the ion exchange and precipitation capacity. Sci. Total Environ. 2021, 754, 142150. [Google Scholar] [CrossRef]
- Zhang, W.; Du, W.; Wang, F.; Xu, H.; Zhao, T.; Zhang, H.; Ding, Y.; Zhu, W. Comparative study on Pb2+ removal from aqueous solutions using biochars derived from cow manure and its vermicompost. Sci. Total Environ. 2020, 716, 137108. [Google Scholar] [CrossRef]
- Ni, B.J.; Huang, Q.S.; Wang, C.; Ni, T.Y.; Sun, J.; Wei, W. Competitive adsorption of heavy metals in aqueous solution onto biochar derived from anaerobically digested sludge. Chemosphere 2019, 219, 351–357. [Google Scholar] [CrossRef]
- Wang, T.; Zheng, J.; Liu, H.; Peng, Q.; Zhou, H.; Zhang, X. Adsorption characteristics and mechanisms of Pb2+ and Cd2+ by a new agricultural waste–Caragana korshinskii biomass derived biochar. Environ. Sci. Pollut. Res. 2021, 28, 13800–13818. [Google Scholar] [CrossRef]
- Cheng, S.; Zhao, S.; Guo, H.; Xing, B.; Liu, Y.; Zhang, C.; Ma, M. High-efficiency removal of lead/cadmium from wastewater by MgO modified biochar derived from crofton weed. Bioresour. Technol. 2022, 343, 126081. [Google Scholar]
- Abdel-Halim, E.S.; Abou-Okeil, A.; Hashem, A. Adsorption of Cr (VI) oxyanions onto modified wood pulp. Polym.-Plast. Technol. Eng. 2006, 45, 71–76. [Google Scholar] [CrossRef]
- Wang, L.; Zhang, J.; Zhao, R.; Li, Y.; Li, C.; Zhang, C. Adsorption of Pb(II) on activated carbon prepared from Polygonum orientale Linn.: Kinetics, isotherms, pH, and ionic strength studies. Bioresour. Technol. 2010, 101, 5808–5814. [Google Scholar] [CrossRef] [PubMed]
- Inyang, M.; Gao, B.; Yao, Y.; Xue, Y.; Zimmerman, A.R.; Pullammanappallil, P.; Cao, X. Removal of heavy metals from aqueous solution by biochars derived from anaerobically digested biomass. Bioresour. Technol. 2012, 110, 50–56. [Google Scholar] [CrossRef]
- Shan, J.; Ying, F.; Li, L.; Pan, Y.; Shi, Z.; Liang, J.; Gao, Y.; Wang, F.; Xia, M. Thiol-modified ZIF-8 composite materials: Lead ion adsorption performance and synergistic action mechanism. Sep. Purif. Technol. 2026, 380, 135200. [Google Scholar] [CrossRef]
- Shi, Y.; Yu, C.; Liu, M.; Lin, Q.; Lei, M.; Wang, D.; Yang, M.; Yang, Y.; Ma, J.; Jia, Z. One-pot synthesis of spherical nanoscale zero-valent iron/biochar composites for efficient removal of Pb (II). RSC Adv. 2021, 11, 36826–36835. [Google Scholar]
- Jia, Y.; Zhang, Y.; Fu, J.; Yuan, L.; Li, Z.; Liu, C.; Zhao, D.; Wang, X. A novel magnetic biochar/MgFe-layered double hydroxides composite removing Pb2+ from aqueous solution: Isotherms, kinetics and thermodynamics. Colloids Surf. A Physicochem. Eng. Asp. 2019, 567, 278–287. [Google Scholar] [CrossRef]
- Ahmad, Z.; Gao, B.; Mosa, A.; Yu, H.; Yin, X.; Bashir, A.; Ghoveisi, H.; Wang, S. Removal of Cu(II), Cd(II) and Pb(II) ions from aqueous solutions by biochars derived from potassium-rich biomass. J. Clean. Prod. 2018, 180, 437–449. [Google Scholar] [CrossRef]
- Rabiee Abyaneh, M.; Nabi Bidhendi, G.; Daryabeigi Zand, A. Pb (ΙΙ), Cd (ΙΙ), and Mn (ΙΙ) adsorption onto pruning-derived biochar: Physicochemical characterization, modeling and application in real landfill leachate. Sci. Rep. 2024, 14, 3426. [Google Scholar] [CrossRef]
- Chen, Y.; Li, M.; Li, Y.; Liu, Y.; Chen, Y.; Li, H.; Li, L.; Xu, F.; Jiang, H.; Chen, L. Hydroxyapatite modified sludge-based biochar for the adsorption of Cu2+ and Cd2+: Adsorption behavior and mechanisms. Bioresour. Technol. 2021, 321, 124413. [Google Scholar] [CrossRef]
- Ton-That, L.; Nguyen, T.P.T.; Duong, B.N.; Nguyen, D.K.; Nguyen, N.A.; Ho, T.H.; Dinh, V.P. Insights into Pb (II) adsorption mechanisms using jackfruit peel biochar activated by a hydrothermal method toward heavy metal removal from wastewater. Biochem. Eng. J. 2024, 212, 109525. [Google Scholar] [CrossRef]
- Huang, H.J.; Yang, T.; Lai, F.Y.; Wu, G.Q. Co-pyrolysis of sewage sludge and sawdust/rice straw for the production of biochar. J. Anal. Appl. Pyrolysis 2017, 125, 61–68. [Google Scholar] [CrossRef]
- Yuan, H.; Lu, T.; Huang, H.; Zhao, D.; Kobayashi, N.; Chen, Y. Influence of pyrolysis temperature on physical and chemical properties of biochar made from sewage sludge. J. Anal. Appl. Pyrolysis 2015, 112, 284–289. [Google Scholar] [CrossRef]
- Usevičiūtė, L.; Baltrėnaitė-Gedienė, E. Dependence of pyrolysis temperature and lignocellulosic physical-chemical properties of biochar on its wettability. Biomass Convers. Bior. 2021, 11, 2775–2793. [Google Scholar] [CrossRef]
- Tang, M.; Chevillot-Biraud, A.; Lau-Truong, S.; Khalil, A.M.; Deng, J.; Wang, C.H.; Chehimi, M.M. Understanding the catalytic pyrolysis conversion of metal salt-impregnated biomass into biogas and nanocatalyst-coated porous biochar. J. Anal. Appl. Pyrolysis 2025, 192, 107337. [Google Scholar] [CrossRef]
- Hossain, M.K.; Strezov, V.; Chan, K.Y.; Ziolkowski, A.; Nelson, P.F. Influence of pyrolysis temperature on production and nutrient properties of wastewater sludge biochar. J. Environ. Manag. 2011, 92, 223–228. [Google Scholar] [CrossRef] [PubMed]
- Zhang, X.; Zhao, B.; Liu, H.; Zhao, Y.; Li, L. Effects of pyrolysis temperature on biochar’s characteristics and speciation and environmental risks of heavy metals in sewage sludge biochars. Environ. Technol. Innov. 2022, 26, 102288. [Google Scholar] [CrossRef]
- Regkouzas, P.; Sygellou, L.; Diamadopoulos, E. Production and characterization of graphene oxide-engineered biochars and application for organic micro-pollutant adsorption from aqueous solutions. Environ. Sci. Pollut. Res. 2023, 30, 87810–87829. [Google Scholar] [CrossRef]
- Chen, W.; Guo, Y.; Mi, X.; Yu, Y.; Li, G. Enhanced adsorptive removal of methylene blue by low-temperature biochar derived from municipal activated sludge. Desalin. Water Treat. 2020, 188, 257–265. [Google Scholar] [CrossRef]
- Jin, J.; Li, Y.; Zhang, J.; Wu, S.; Cao, Y.; Liang, P.; Zhang, J.; Wong, M.H.; Wang, M.; Shan, S.; et al. Influence of pyrolysis temperature on properties and environmental safety of heavy metals in biochars derived from municipal sewage sludge. J. Hazard. Mater. 2016, 320, 417–426. [Google Scholar] [CrossRef] [PubMed]
- Liu, S.; Peng, S.; Zhang, B.; Xue, B.; Yang, Z.; Wang, S.; Xu, G. Effects of biochar pyrolysis temperature on thermal properties of polyethylene glycol/biochar composites as shape-stable biocomposite phase change materials. RSC Adv. 2022, 12, 9587–9598. [Google Scholar] [CrossRef]
- He, J.; Lu, M.; Yu, X.; Lin, H. Study on the Adsorption Performance of Iron-Magnetic Modified Coffee Grounds Biochar for Copper, Lead, and Cadmium Ions in Acid Mine Drainage. Process Saf. Environ. Prot. 2025, 204, 108104. [Google Scholar] [CrossRef]
- Chen, Y.D.; Ho, S.H.; Wang, D.; Wei, Z.S.; Chang, J.S.; Ren, N.Q. Lead removal by a magnetic biochar derived from persulfate-ZVI treated sludge together with one-pot pyrolysis. Bioresour. Technol. 2018, 247, 463–470. [Google Scholar] [CrossRef]
- Tigalana, D.; Alunda, B.O.; Ondiaka, M.N.; Nibikora, I.; Bongomin, O.; Lwanyaga, J.D. Lead (II) adsorption by KOH-modified rice straw biochar from battery wastewater: Adsorption optimization, isotherm, kinetic and thermodynamic studies. Environ. Chall. 2025, 21, 101371. [Google Scholar] [CrossRef]
- Huheey, J.E.; Keiter, E.A.; Keiter, R.L. Inorganic Chemistry: Principles of Structure and Reactivity, 4th ed.; HarperCollins: New York, NY, USA, 1993. [Google Scholar]
- Xiong, W.L.; Zhang, J.; Yu, J.X.; Chi, R.A. Competitive adsorption behavior and mechanism for Pb2+ selective removal from aqueous solution on phosphoric acid modified sugarcane bagasse fixed-bed column. Process Saf. Environ. Prot. 2019, 124, 75–83. [Google Scholar] [CrossRef]
- Paul, S.; Choi, K.S.; Lee, D.J.; Sudhagar, P.; Kang, Y.S. Factors affecting the performance of supercapacitors assembled with polypyrrole/multi-walled carbon nanotube composite electrodes. Electrochim. Acta 2012, 78, 649–655. [Google Scholar] [CrossRef]
- Xu, Y.; Qu, Y.; Yang, Y.; Qu, B.; Shan, R.; Yuan, H.; Sun, Y. Study on efficient adsorption mechanism of Pb2+ by magnetic coconut biochar. Int. J. Mol. Sci. 2022, 23, 14053. [Google Scholar] [CrossRef] [PubMed]
- Lei, T.; Li, S.J.; Jiang, F.; Ren, Z.X.; Wang, L.L.; Yang, X.J.; Tang, L.H.; Wang, S.X. Adsorption of cadmium ions from an aqueous solution on a highly stable dopamine-modified magnetic nano-adsorbent. Nanoscale Ress. Lett. 2019, 14, 352. [Google Scholar] [CrossRef] [PubMed]
- Wei, S.; Du, G.; Li, C.; Zhang, L.; Li, J.; Mao, A.; He, C. Removal mechanism of Pb(II) from soil by biochar-supported nanoscale zero-valent iron composite materials. RSC Adv. 2024, 14, 18148–18160. [Google Scholar] [CrossRef]
- Sing, K.S.W.; Everett, D.H.; Haul, R.A.W.; Moscou, L.; Pierotti, R.A.; Rouquérol, J.; Siemieniewska, T. Reporting physisorption data for gas/solid systems with special reference to the determination of surface area and porosity (Recommendations 1984). Pure Appl. Chem. 1985, 57, 603–619. [Google Scholar] [CrossRef]
- Zou, X.; Yang, Y.; Chen, H.; Shi, X.L.; Song, S.; Chen, Z.G. Hierarchical meso/macro-porous TiO2/graphitic carbon nitride nanofibers with enhanced hydrogen evolution. Mater. Des. 2021, 202, 109542. [Google Scholar] [CrossRef]
- Kong, L.; Xiong, Y.; Sun, L.; Tian, S.; Xu, X.; Zhao, C.; Luo, R.; Yang, X.; Shih, K.; Liu, H. Sorption performance and mechanism of a sludge-derived char as porous carbon-based hybrid adsorbent for benzene derivatives in aqueous solution. J. Hazard. Mater. 2014, 274, 205–211. [Google Scholar] [CrossRef] [PubMed]
- Li, Y.; Zhu, Y.; Zhao, S.; Liu, X. The weathering and transformation process of lead in China’s shooting ranges. Environ. Sci. Process Impacts 2015, 17, 1620–1633. [Google Scholar] [CrossRef]
- Emenike, E.C.; Okoro, H.K.; Al-Senani, G.M.; Al-Qahtani, S.D.; Iwuozor, K.O.; Egbemhenghe, A.U.; Emeghai, J.; Adeniyi, A.G. Adsorptive removal of Cr (VI) and Pb (II) using biochar from biomass and plastic waste: Characterization and performance evaluation. Biomass Bioenergy 2026, 207, 108722. [Google Scholar] [CrossRef]
- Li, X.; Chi, Y.; Ma, F.; Wang, X.; Du, R.; Wang, Z.; Dang, X.; Zhao, C.; Zhang, Y.; He, S.; et al. Unlocking the potential of biochar: An iron-phosphorus-based composite modified adsorbent for adsorption of Pb (II) and Cd (II) in aqueous environments and response surface optimization of adsorption conditions. Environ. Sci. Pollut. Res. 2024, 31, 35688–35704. [Google Scholar] [CrossRef] [PubMed]

















| Type of Adsorption Experiment | Adsorbent Dosage, g/L | Initial pH | Contact Time t, min | Initial Pb(II) Concentration C0, mg/L | Temperature T, °C | Agitation Speed, rpm |
|---|---|---|---|---|---|---|
| Effect of nZVI dosage | 2 | 4.9 | 360 | 200 | 22 | 12 |
| Effect of pyrolysis temperature | 20 | |||||
| Effect of biochar dosage | 0.2–4 | 23 | ||||
| Effect of pH | 2 | 1.0–5.0 | ||||
| Effect of coexisting ions | 4.9 | 24 | ||||
| Effect of contact time | 5–360 | 22 | ||||
| Effect of initial Pb(II) concentration | 4.8–5.4 | 120 | 5–500 | |||
| Effect of temperature | 4.9 | 200 | 25–55 | 160 |
| Models | Non-Linear Equation | Parameters | Reference |
|---|---|---|---|
| Pseudo-first order (PFO) | , | qe—adsorption capacity (mg/g) at equilibrium, qt—adsorption capacity (mg/g) at time t (min), k1—rate constant of the PFO (min−1), | [44,45] |
| Pseudo-second order (PSO) | , | k2—rate constant of PSO (g/(mg∙min)), | [45] |
| Intra-particle diffusion (IPD) | , | C—intercept of IPD model (mg/g), k3—IPD rate constant (mg/(g∙min1/2)), | [41,45] |
| Langmuir | , | qmax—maximum adsorption capacity of Pb(II) (mg/g), KL—Langmuir adsorption constant, Ce—concentration of Pb(II) at equilibrium (mg/L), RL—dimensionless separation factor, C0—initial concentration of Pb (II) (mg/L), | [39,41,46] |
| Freundlich | KF—Freundlich adsorption constant, 1/n—adsorption intensity, | [41,46] | |
| Van’t Hoff | , , , . | —Gibbs free energy (kJ/mol), —entropy change (J/(mol∙K)), —enthalpy change (J/mol), R—universal gas constant (8.314 J/(mol∙K)), Kd—distribution coefficient of the adsorbate, T—absolute temperature (K). | [47] |
| Adsorption Model | Parameters | nZVI30-ADSSBC-700 |
|---|---|---|
| PFO | qe,cal (mg/g) | 93.52 |
| k1 (min−1) | 0.418 | |
| R2 | 0.9993 | |
| RMSE | 2.53 | |
| χ2 | 0.69 | |
| PSO | qe,cal (mg/g) | 95.21 |
| k2 (g/(mg∙min)) | 0.013 | |
| R2 | 0.9999 | |
| RMSE | 0.97 | |
| χ2 | 0.10 | |
| IPD | Kdiff (mg/(g∙min1/2)) | 2.41 |
| C | 62.08 | |
| R2 | 0.9819 | |
| RMSE | 12.4 | |
| χ2 | 20.2 | |
| qe,exp (mg/g) | 95.13 |
| Model | Parameters | Value |
|---|---|---|
| Langmuir | KL (L/mg) | 1.02 |
| qmax (mg/g) | 139.3 | |
| R2 | 0.990 | |
| RMSE | 7.108 | |
| χ2 | 22.12 | |
| Freundlich | 1/n | 0.24 |
| KF (L/mg) | 49.49 | |
| R2 | 0.923 | |
| RMSE | 20.10 | |
| χ2 | 99.95 |
| T (K) | qe (mg/g) | lnKd | ΔG0 (kJ/mol) | ΔH0 (kJ/mol) | ΔS0 (J/(mol∙K)) |
|---|---|---|---|---|---|
| 298.15 | 90.28 | 2.073 | −4.984 | 21.34 | 88.28 |
| 308.15 | 91.23 | 2.216 | −5.867 | ||
| 318.15 | 92.24 | 2.499 | −6.749 | ||
| 328.15 | 93.29 | 2.859 | −7.632 |
| Adsorbent | Pyrolysis Temperature (°C) | C0 (mg/L) | qmax (mg/g) | SSA (m2/g) | Reference |
|---|---|---|---|---|---|
| Magnetic nZVI-WSBC | 600 | 400 | 206.5 | ND | [63] |
| Biochar derived from anaerobic digestion sludge | 600 | 200 | 51.20 | ND | [15] |
| Pharmaceutical sludge-based biochar | 500 | 2–20 | 19.07 | ND | [7] |
| Biochar derived from sewage sludge and calcium sulfate | 600 | 0–300 | 152.7 | 21.1 | [5] |
| MSW-derived biochar treated with KOH | 400 | 10–1000 | 106.3 | 3.0 | [14] |
| Sludge-derived biochar | 550 | 100–1000 | 30.88 | 24.7 | [16] |
| Biochar derived from anaerobically digested sewage sludge pre-treated with nZVI | 700 | 5–500 | 139.3 | 45.7 | This study |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Usevičiūtė, L.; Danila, V.; Januševičius, T.; Pranskevičius, M. Effect of Pyrolysis Conditions on Removal of Pb(II) from Aqueous Solution by Biochar Derived from Anaerobically Digested Sewage Sludge Pretreated with nZVI. Toxics 2026, 14, 206. https://doi.org/10.3390/toxics14030206
Usevičiūtė L, Danila V, Januševičius T, Pranskevičius M. Effect of Pyrolysis Conditions on Removal of Pb(II) from Aqueous Solution by Biochar Derived from Anaerobically Digested Sewage Sludge Pretreated with nZVI. Toxics. 2026; 14(3):206. https://doi.org/10.3390/toxics14030206
Chicago/Turabian StyleUsevičiūtė, Luiza, Vaidotas Danila, Tomas Januševičius, and Mantas Pranskevičius. 2026. "Effect of Pyrolysis Conditions on Removal of Pb(II) from Aqueous Solution by Biochar Derived from Anaerobically Digested Sewage Sludge Pretreated with nZVI" Toxics 14, no. 3: 206. https://doi.org/10.3390/toxics14030206
APA StyleUsevičiūtė, L., Danila, V., Januševičius, T., & Pranskevičius, M. (2026). Effect of Pyrolysis Conditions on Removal of Pb(II) from Aqueous Solution by Biochar Derived from Anaerobically Digested Sewage Sludge Pretreated with nZVI. Toxics, 14(3), 206. https://doi.org/10.3390/toxics14030206

