铁铝竹炭固定床柱连续除氟及突破曲线人工神经网络模型预测

IF 3 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES
Shuqin Bai, Ru Ya, Wei Ding, Xiaohua Xie, Mingjun Zhou, Guojing Zhao, Tianxu Yang
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引用次数: 0

摘要

从饮用水中去除氟化物引起了全世界的关注。为有效控制饮用水中的氟化物含量,首次以废竹为原料合成了低成本、可再生的铁/铝锚定竹炭(Fe/Al-BC)。采用固定床柱对连续除氟效果进行评价,并采用人工神经网络(ANN)模型对整个吸附过程进行预测。柱床的突破时间(tb)、衰竭时间(te)和吸附量(qeq)均随柱床高度的增加而增加,随进水流量的增加而减小。但qeq与tb和te的不同之处在于,随着进水浓度的增加,qeq有所提高,当氟浓度为20.45 mg/L时,qeq达到4.93 mg/g。在柱状实验中,ANN模型准确预测了Fe/Al-BC脱氟的整个突破行为,实现了较高的相关系数(R2 = 0.9990),具有指导大规模现场应用的潜力。人工神经网络模型拟合的参数表明,总出水时间对qeq的相对重要性最大,为36.70%,其次是流量>;初始浓度>;塔高。虽然qeq随再生次数的增加而降低,但经过4次循环后,再生效率仍达到25.5%。Fe/Al-BC避免t = 0达到tb的寿命为5.7次循环,而qeq在4.7次循环后降至零。Fe/Al- bc对氟化物的主要吸附机制是通过配体交换和离子交换反应形成M- f (M: Al, Fe)球内表面配合物,外加静电吸引和氢键的作用。图形抽象
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Continuous Removal of Fluoride by Fe/Al-Anchored Bamboo Charcoal in Fixed Bed Column and Prediction of Breakthrough Curve using Artificial Neural Network Model

The fluoride removal from drinking water gets world attention. To effectively manage the fluoride content in potable water, a low-cost, renewable iron/aluminum-anchored bamboo charcoal (Fe/Al-BC) was synthesized using waste bamboo at first time. The continuous fluoride removal efficiency was assessed by a fixed-bed column, and the entire adsorption process was predicted employing an artificial neural network (ANN) model. The breakthrough time (tb), exhaustion time (te), and adsorption capacity (qeq) of the column bed all increased as the height of the column bed rises, while they decreased as the influent flow rate increases. However, qeq differed from tb and te in that qeq improves with increasing the concentration of influent and it achieved 4.93 mg/g when the fluoride concentration was 20.45 mg/L. The ANN model accurately predicted the entire breakthrough behavior of fluoride removal by Fe/Al-BC in column experiments, achieving a high correlation coefficient (R2 = 0.9990) and demonstrating potential to guide large-scale field applications. The parameters fitted by the ANN model indicated that the total effluent time has the highest relative importance for qeq, at 36.70%, followed by flow rate > initial concentration > column height. Although the qeq decreased with the increase of regeneration times, the regeneration efficiency still reached 25.5% after four cycles. The lifetime of Fe/Al-BC avoiding the t = 0 to reach tb was 5.7 cycles, whereas, the qeq dropped to zero after 4.7 cycles. The primary adsorption mechanisms of Fe/Al-BC for fluoride involve the formation of inner-sphere surface complexes of M-F (M: Al, Fe) through ligand exchange and ion exchange reactions, along with contributions of electrostatic attraction and hydrogen bonding.

Graphical Abstract

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来源期刊
Water, Air, & Soil Pollution
Water, Air, & Soil Pollution 环境科学-环境科学
CiteScore
4.50
自引率
6.90%
发文量
448
审稿时长
2.6 months
期刊介绍: Water, Air, & Soil Pollution is an international, interdisciplinary journal on all aspects of pollution and solutions to pollution in the biosphere. This includes chemical, physical and biological processes affecting flora, fauna, water, air and soil in relation to environmental pollution. Because of its scope, the subject areas are diverse and include all aspects of pollution sources, transport, deposition, accumulation, acid precipitation, atmospheric pollution, metals, aquatic pollution including marine pollution and ground water, waste water, pesticides, soil pollution, sewage, sediment pollution, forestry pollution, effects of pollutants on humans, vegetation, fish, aquatic species, micro-organisms, and animals, environmental and molecular toxicology applied to pollution research, biosensors, global and climate change, ecological implications of pollution and pollution models. Water, Air, & Soil Pollution also publishes manuscripts on novel methods used in the study of environmental pollutants, environmental toxicology, environmental biology, novel environmental engineering related to pollution, biodiversity as influenced by pollution, novel environmental biotechnology as applied to pollution (e.g. bioremediation), environmental modelling and biorestoration of polluted environments. Articles should not be submitted that are of local interest only and do not advance international knowledge in environmental pollution and solutions to pollution. Articles that simply replicate known knowledge or techniques while researching a local pollution problem will normally be rejected without review. Submitted articles must have up-to-date references, employ the correct experimental replication and statistical analysis, where needed and contain a significant contribution to new knowledge. The publishing and editorial team sincerely appreciate your cooperation. Water, Air, & Soil Pollution publishes research papers; review articles; mini-reviews; and book reviews.
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