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使用 FeCl-壳聚糖体系从水基质中凝聚去除聚苯乙烯微塑料:实验和人工神经网络建模。

Coagulative removal of polystyrene microplastics from aqueous matrices using FeCl-chitosan system: Experimental and artificial neural network modeling.

机构信息

Department of Civil and Environmental Engineering, Indian Institute of Technology Patna, Bihar 801 106, India.

Department of Civil and Environmental Engineering, Indian Institute of Technology Patna, Bihar 801 106, India.

出版信息

J Hazard Mater. 2024 Apr 15;468:133818. doi: 10.1016/j.jhazmat.2024.133818. Epub 2024 Feb 17.

Abstract

Effluent from sewage treatment plants (STPs) is a significant source of microplastics (MPs) re-entry into the environment. Coagulation-flocculation-sedimentation (CFS) process as an initial tertiary treatment step requires investigation for coagulative MPs removal from secondary-treated sewage effluents. In this study, experiments were conducted on synthetic water containing 25 mg/L polystyrene (PS) MPs using varying dosages of FeCl (1-10 mg/L) and chitosan (0.25-9 mg/L) to assess the effect of process parameters, such as pH (4-8), stirring speed (0-200 rpm), and settling time (10-40 min). Results revealed that ∼89.3% and 21.4% of PS removal were achieved by FeCl and chitosan, respectively. Further, their combination resulted in a maximum of 99.8% removal at favorable conditions: FeCl: 2 mg/L, chitosan: 7 mg/L, pH: 6.3, stirring speed: 100 rpm, and settling time: 30 min, with a statistically significant (p < 0.05) effect. Artificial neural network (ANN) validated the experimental results with RMSE = 1.0643 and R = 0.9997. Charge neutralization, confirmed by zeta potential, and adsorption, ascertained by field-emission scanning electron microscope (FESEM) and Fourier-transform infrared spectroscopy (FTIR), were primary mechanisms for efficient PS removal. For practical considerations, the application of the FeCl-chitosan system on the effluents from moving bed biofilm reactor (MBBR) and sequencing batch reactor (SBR)-based STPs, spiked with PS microbeads, showed > 98% removal at favorable conditions.

摘要

污水处理厂(STP)的废水是微塑料(MPs)重新进入环境的重要来源。混凝-絮凝-沉淀(CFS)工艺作为初始三级处理步骤,需要研究从二级处理后的污水废水中去除凝聚性 MPs 的方法。在这项研究中,使用含有 25mg/L 聚苯乙烯(PS) MPs 的合成水进行了实验,使用了不同剂量的 FeCl(1-10mg/L)和壳聚糖(0.25-9mg/L),以评估工艺参数的影响,例如 pH(4-8)、搅拌速度(0-200rpm)和沉降时间(10-40min)。结果表明,FeCl 和壳聚糖分别实现了约 89.3%和 21.4%的 PS 去除率。此外,在有利条件下,它们的组合可实现高达 99.8%的去除率:FeCl:2mg/L、壳聚糖:7mg/L、pH:6.3、搅拌速度:100rpm、沉降时间:30min,具有统计学显著(p<0.05)的效果。人工神经网络(ANN)用 RMSE=1.0643 和 R=0.9997 验证了实验结果。通过ζ电位证实了电荷中和,通过场发射扫描电子显微镜(FESEM)和傅里叶变换红外光谱(FTIR)证实了吸附,是有效去除 PS 的主要机制。出于实际考虑,将 FeCl-壳聚糖系统应用于填充 PS 微珠的移动床生物膜反应器(MBBR)和序批式反应器(SBR)基 STP 的废水中,在有利条件下可实现>98%的去除率。

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