{"title":"Integrating DFT and experiments to elucidate Pb2+–surfactant interactions for micelle-enhanced water remediation","authors":"Abdelhakim Bourouba , Redha Alouaoui , Samira Ferhat , Tomasz Janek","doi":"10.1016/j.molliq.2026.129331","DOIUrl":null,"url":null,"abstract":"<div><div>Lead ions (Pb<sup>2+</sup>) are highly toxic, bioaccumulative, and non-biodegradable, making their removal from contaminated environments a critical global challenge. In this work, an integrated quantum–experimental framework was developed to investigate Pb<sup>2+</sup> adsorption by two anionic surfactants N-lauroylsarcosine (LS) and sodium dodecyl sulfate (SDS) and a nonionic surfactant (Tween 80). Density Functional Theory (DFT) calculations of molecular electrostatic potential, Mulliken charge distribution, and adsorption energy (ΔEₐdₛ) revealed that LS exhibited the strongest affinity for Pb<sup>2+</sup>, followed by SDS, while Tween 80 showed negligible binding. Experimental validation through surface tension isotherms (Szyszkowski and Szyszkowski–Frumkin model fitting) and dynamic light scattering (DLS) measurements confirmed these trends. Pb<sup>2+</sup> complexation significantly reduced micellar aggregation numbers (from 73 to 18 for LS and from 78 to 29 for SDS), while Tween 80 displayed minimal variation. The strong agreement between theoretical and experimental results demonstrates that Pb<sup>2+</sup> ions destabilize micelles by reducing their aggregation capacity, with LS showing the most efficient Pb<sup>2+</sup> removal. This study provides a systematic correlation between DFT-predicted adsorption energetics and experimental interfacial behavior in Pb<sup>2+</sup>–surfactant systems, establishing a predictive strategy for the rational design of eco-friendly, surfactant-assisted remediation technologies for heavy metal pollutants.</div></div>","PeriodicalId":371,"journal":{"name":"Journal of Molecular Liquids","volume":"446 ","pages":"Article 129331"},"PeriodicalIF":5.2000,"publicationDate":"2026-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Molecular Liquids","FirstCategoryId":"92","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0167732226001017","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/31 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Lead ions (Pb2+) are highly toxic, bioaccumulative, and non-biodegradable, making their removal from contaminated environments a critical global challenge. In this work, an integrated quantum–experimental framework was developed to investigate Pb2+ adsorption by two anionic surfactants N-lauroylsarcosine (LS) and sodium dodecyl sulfate (SDS) and a nonionic surfactant (Tween 80). Density Functional Theory (DFT) calculations of molecular electrostatic potential, Mulliken charge distribution, and adsorption energy (ΔEₐdₛ) revealed that LS exhibited the strongest affinity for Pb2+, followed by SDS, while Tween 80 showed negligible binding. Experimental validation through surface tension isotherms (Szyszkowski and Szyszkowski–Frumkin model fitting) and dynamic light scattering (DLS) measurements confirmed these trends. Pb2+ complexation significantly reduced micellar aggregation numbers (from 73 to 18 for LS and from 78 to 29 for SDS), while Tween 80 displayed minimal variation. The strong agreement between theoretical and experimental results demonstrates that Pb2+ ions destabilize micelles by reducing their aggregation capacity, with LS showing the most efficient Pb2+ removal. This study provides a systematic correlation between DFT-predicted adsorption energetics and experimental interfacial behavior in Pb2+–surfactant systems, establishing a predictive strategy for the rational design of eco-friendly, surfactant-assisted remediation technologies for heavy metal pollutants.
期刊介绍:
The journal includes papers in the following areas:
– Simple organic liquids and mixtures
– Ionic liquids
– Surfactant solutions (including micelles and vesicles) and liquid interfaces
– Colloidal solutions and nanoparticles
– Thermotropic and lyotropic liquid crystals
– Ferrofluids
– Water, aqueous solutions and other hydrogen-bonded liquids
– Lubricants, polymer solutions and melts
– Molten metals and salts
– Phase transitions and critical phenomena in liquids and confined fluids
– Self assembly in complex liquids.– Biomolecules in solution
The emphasis is on the molecular (or microscopic) understanding of particular liquids or liquid systems, especially concerning structure, dynamics and intermolecular forces. The experimental techniques used may include:
– Conventional spectroscopy (mid-IR and far-IR, Raman, NMR, etc.)
– Non-linear optics and time resolved spectroscopy (psec, fsec, asec, ISRS, etc.)
– Light scattering (Rayleigh, Brillouin, PCS, etc.)
– Dielectric relaxation
– X-ray and neutron scattering and diffraction.
Experimental studies, computer simulations (MD or MC) and analytical theory will be considered for publication; papers just reporting experimental results that do not contribute to the understanding of the fundamentals of molecular and ionic liquids will not be accepted. Only papers of a non-routine nature and advancing the field will be considered for publication.