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Internet of things with nanomaterials-based predictive model for wastewater treatment using stacked sparse denoising auto-encoder 基于纳米材料物联网的堆叠稀疏去噪自动编码器废水处理预测模型
IF 4.5 4区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-05-04 DOI: 10.2166/wrd.2023.006
Neelakandan Subramani, N. R. Reddy, Ayman A. Ghfar, S. Pandey, Siripuri Kiran, P. Thillai Arasu
Wastewater is a serious concern for the environment. There is a substantial amount of toxins that are discharged continuously from several pharmacological companies that lead to serious damage to public health and the ecosystem. Present wastewater treatment technologies include primary, tertiary, and secondary treatments that remove numerous contaminants; but pollutants in the nanoscale range were hard to remove with these steps. Some of these include inorganic and organic pollutants, pathogens, pharmaceuticals, and pollutants of developing concern. The utility of nanoparticles was a promising solution to this issue. Nanoparticles have exclusive properties permitting them to potentially eliminate residual pollutants but being eco-friendly and inexpensive. This study develops a new Archimedes optimization algorithm (AOA) with Stacked Sparse Denoising Auto-Encoder (SSDAE) model, named AOA-SSDAE for wastewater management in the IoT environment. The presented AOA-SSDAE technique aims to predict wastewater treatment depending on the influent indicators. In the presented AOA-SSDAE technique, the IoT devices are initially employed for the data collection process and then data normalization is performed to transform the collected data into a uniform format. For the predictive process, the SSDAE model is employed in this paper. To improve the SSDAE model's prediction capability, the AOA-based hyperparameter tuning process is involved.
废水是一个严重的环境问题。几家药理学公司不断排放大量毒素,对公众健康和生态系统造成严重损害。目前的废水处理技术包括一级、三级和二级处理,可去除大量污染物;但是纳米级的污染物很难通过这些步骤去除。其中一些包括无机和有机污染物、病原体、药物和发展中关注的污染物。纳米粒子的应用是解决这个问题的一个很有希望的方法。纳米粒子具有独特的特性,使它们能够潜在地消除残留的污染物,同时又环保且价格低廉。本研究开发了一种新的阿基米德优化算法(AOA)与堆叠稀疏去噪自编码器(SSDAE)模型,命名为AOA-SSDAE,用于物联网环境下的废水管理。提出的AOA-SSDAE技术旨在根据进水指标预测废水处理。在本文提出的AOA-SSDAE技术中,首先使用物联网设备进行数据采集,然后进行数据归一化,将采集到的数据转换为统一的格式。在预测过程中,本文采用了SSDAE模型。为了提高SSDAE模型的预测能力,采用了基于面向对象的超参数整定过程。
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引用次数: 1
Wastewater reuse and recycling of the steel industry in China: history, current situation, and future perspectives 中国钢铁工业废水回用与循环利用:历史、现状和未来展望
IF 4.5 4区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-03-31 DOI: 10.2166/wrd.2023.072
Siyi Liang, Ye Du, Qi Liu, Jiankang Li, Zhi Liu, Yan Xu, Zhuo Chen, Yin-Hu Wu, Hong-Ying Hu
China is the largest steel producer in the world. Effective methods to alleviate the contradiction between water supply and water demand of the iron and steel industry in China are to implement the recycling of wastewater from the iron and steel industry and develop unconventional water resources. This paper reviews the development of wastewater recycling in the iron and steel industry in China in the past 40 years (1980–2020). During this period, steel output has increased from 36 to 1,053 million tons, freshwater consumption per ton of steel has decreased from 35.9 to 2.45 tons, and water resources reuse has soared from 61.2 to 98.02%. Four typical cases, including the Anyang Steel Group, the Tangshan Steel Group, the Tianjin Steel Group, and the Taihang Steel Group, were analyzed. In addition, a water efficiency research project of iron and steel enterprises in China was carried out in 2019. Statistical analyses on wastewater recycling rate, reuse rate, direct cooling water circulation rate, and other indicators were performed. The recycling of wastewater in the iron and steel industry would be continuously improved by policy drivers, economic drivers, and technical drivers.
中国是世界上最大的钢铁生产国。实施钢铁工业废水回用,开发非常规水资源,是缓解我国钢铁工业供需矛盾的有效途径。本文回顾了过去40年(1980-2020年)中国钢铁工业废水回收利用的发展。在此期间,钢铁产量从3600万吨增加到10.53亿吨,吨钢淡水消耗从35.9吨减少到2.45吨,水资源再利用率从61.2%飙升到98.02%。此外,2019年还开展了中国钢铁企业用水效率研究项目。对污水回用率、回用率和直冷水循环率等指标进行了统计分析。政策驱动因素、经济驱动因素和技术驱动因素将不断改善钢铁行业废水的回收利用。
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引用次数: 1
Chicken feather-derived carbon electrodes for capacitive deionization using poly(vinyl alcohol)-glutaraldehyde as the binder 以聚乙烯醇-戊二醛为粘合剂制备的电容性去离子用鸡毛碳电极
4区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-03-23 DOI: 10.2166/wrd.2023.079
Bakhtiar Ali Samejo, Naveed Qasim Abro, Najma Memon, Nusrat Jahan Upoma, Ahsan Habib
Abstract Capacitive deionization (CDI) is an emerging technology which is being developed as a promising desalination alternative for charged species from salt water, being electrode materials as key drivers for highly efficient process. Here, we describe synthesis of highly porous activated carbons from chicken feathers using pyrolysis followed by chemical activation with potassium hydroxide in a 1:4 ratio to produce sustainable, scalable, and sustainable carbon electrodes for CDI. Poly (vinyl alcohol) (PVA) was used as binder to modify chicken feather activated carbons (CF-AC), which were subsequently crosslinked with glutaraldehyde (GA) to produce CF-AC-PVA-GA polymers through acetylation reaction. This resulted from improving hydrophilicity of CF-AC-PVA-GA polymers to raise the electrodes' resistance. Prepared materials were characterized using scanning electron microscopy, Fourier transform infrared, X-ray diffraction, Brunauer-Emmett-Teller and cyclic voltammetry. Fabricated CDI electrodes were used to investigate their performance for desalination, and exhibited different electrosorption capacity at different applied potentials. Modified electrodes possessed good stability in shear conditions and CDI process was stable and reproducible around 16 electrosorption cycles. Salt removal capacity of the modified electrodes (CF-AC-PVA-GA) was found to be 3.89 mg g−1. The obtained outcomes offer important considerations of ions electrosorption and help advancing CDI system for water treatment and desalination.
电容性去离子(CDI)是一种新兴的海水淡化技术,作为一种极具前景的海水淡化技术,电容性去离子是实现高效海水淡化的关键驱动因素。在这里,我们描述了用鸡毛热解合成高多孔活性炭,然后用氢氧化钾以1:4的比例进行化学活化,以生产可持续的、可扩展的、可持续的CDI碳电极。以聚乙烯醇(PVA)为粘结剂对鸡毛活性炭(CF-AC)进行改性,并与戊二醛(GA)进行乙酰化交联,得到CF-AC-PVA-GA聚合物。这是由于提高了CF-AC-PVA-GA聚合物的亲水性,从而提高了电极的电阻。采用扫描电镜、傅里叶变换红外、x射线衍射、布鲁诺尔-埃米特-泰勒和循环伏安法对制备的材料进行了表征。研究了制备的CDI电极在不同外加电位下的电吸附性能。改性电极在剪切条件下具有良好的稳定性,CDI过程在16个电吸附循环左右稳定且可重复性好。改性电极(CF-AC-PVA-GA)的除盐能力为3.89 mg g−1。所得结果为离子电吸附提供了重要的参考,有助于推进CDI系统在水处理和海水淡化中的应用。
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引用次数: 0
Smart water network infrastructures 智能水网基础设施
4区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-03-22 DOI: 10.2166/wrd.2023.063
Hossam A. Gabbar, Sultan Islam, Ahmed Ramadan
Abstract This paper presents a solution to convert the conventional water network into a smart water network (SWN). Scenarios are synthesized for water recycling inside buildings with less water consumed, minimizing the overall cost. Multiphysics modelling and simulation are conducted with Hysys and Ansys - Fluent in calculating the water flow quantity, pressure of the water network and velocity of water inside the pipe network. Four scenarios are synthesized and modelled for a selected mall building case study. These scenarios reduce the water consumption in the mall from 100% to 29.4%, with a cost-saving of more than 60%.
摘要本文提出了一种将传统水网转换为智能水网的解决方案。综合了建筑内部水循环的场景,减少了水的消耗,最大限度地降低了总成本。利用Hysys和Ansys - Fluent软件进行多物理场建模与仿真,计算出管网的流量、管网压力和管网内水流速度。为选定的购物中心建筑案例研究,对四个场景进行了综合和建模。这些场景将商场的用水量从100%减少到29.4%,节约成本超过60%。
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引用次数: 0
Fenton process enhanced by metal sulfide for treating the actual evaporated mother liquid of gas field wastewater 金属硫化物强化Fenton法处理气田废水实际蒸发母液
4区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-03-22 DOI: 10.2166/wrd.2023.081
Bing Yao, Ying Chen, Mengzhe Wang, Min Liu
Abstract Evaporated mother liquor of gas field wastewater (EML-GFW) is a form of wastewater generated by the triple-effect evaporation treatment of gas field wastewater containing complex pollutants. In this study, four metal sulfides, CuS, ZnS, MoS2, and WS2, were used to strengthen the Fenton process in EML-GFW treatment. The optimum Fenton/ZnS process for the highest removal of TOC from EML-GFW was achieved at the initial pH of 3.0 and in a mixture of FeSO4·7H2O:ZnS:H2O2 in the ratio of 30 g/L:10 g/L:1.2 mol/L, with a TOC removal efficiency of 74.5%. The organic components analysis of EML-GFW over four distinct periods demonstrated that the presence of N,N-dimethylethanolamine (DMEA) persisted and accounted for the greatest proportion of pollutants, identifying it as the characteristic pollutant. The TOC removal mechanism by Fenton/ZnS was revealed via analysis of organic materials obtained from the Fenton/ZnS process, tert-butanol quenching experiment, and illumination experiment. ZnS-generated hole–electron pairs under illumination, which promoted the reduction of Fe3+ to Fe2+, followed by an acceleration of •OH generation, thus improving TOC removal efficiency. The Fenton/ZnS process improved the treatment of EML-GFW in the laboratory, providing strong data support and theoretical guidance for expanding this technology at the gas field project site.
摘要气田废水蒸发母液(EML-GFW)是对含复杂污染物的气田废水进行三效蒸发处理后产生的一种废水形式。本研究采用cu、ZnS、MoS2和WS2四种金属硫化物强化EML-GFW处理中的Fenton过程。最佳Fenton/ZnS工艺在初始pH为3.0时,FeSO4·7H2O:ZnS:H2O2的浓度为30 g/L:10 g/L:1.2 mol/L,对EML-GFW TOC去除率最高,去除率为74.5%。EML-GFW四个不同时期的有机成分分析表明,N,N-二甲基乙醇胺(DMEA)的存在持续存在,占污染物的最大比例,确定其为特征污染物。通过对Fenton/ZnS工艺所得有机材料的分析、叔丁醇猝灭实验和光照实验,揭示了Fenton/ZnS去除TOC的机理。zns在光照下生成空穴电子对,促进Fe3+还原为Fe2+,进而加速•OH生成,从而提高TOC去除效率。Fenton/ZnS工艺改善了实验室中EML-GFW的处理,为在气田项目现场推广该技术提供了强有力的数据支持和理论指导。
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引用次数: 1
Recovery of precious metals from processed wastewater: conventional techniques nexus advanced and pragmatic alternatives 从处理过的废水中回收贵金属:传统技术结合先进和实用的替代方案
4区 环境科学与生态学 Q2 ENGINEERING, ENVIRONMENTAL Pub Date : 2023-03-22 DOI: 10.2166/wrd.2023.068
Adeyemi Ojutalayo Adeeyo, Olugbenga Solomon Bello, Oluwatobi Samuel Agboola, Rebecca Oyedoyin Adeeyo, Joshua Akinropo Oyetade, Mercy Adewumi Alabi, Joshua Nosa Edokpayi, Rachel Makungo
Abstract The loss of highly sought-after metals such as gold, silver, and platinum during extraction processes not only constitutes a significant waste of valuable resources but also contributes to alarming environmental pollution. The ever-growing adverse impacts of these highly valued metals significantly increase the contamination of water bodies on discharge, while reducing the reusability potential of their corresponding processed wastewater. It is, therefore, of great interest to identify pragmatic solutions for the recovery of precious materials from processed water. In this review, pollution from targeted precious metals such as gold, silver, platinum, palladium, iridium, ruthenium, and rhodium was reviewed and analyzed. Also, the hazardous effects are elicited, and detection techniques are enumerated. An insightful approach to more recent treatment techniques was also discussed. The study reveals nano- and bio-sorption techniques as adoptable pragmatic alternatives, among other techniques, especially for industrial applications with merits of cost, time, waste management, and eco-friendliness. The results indicate that gold (46.2%), palladium (23.1%), platinum (19.2%), and silver (11.5%) are of utmost interest when considering recent recovery techniques. High yield and cost analysis reduction are reasons for the observed preference of this recovery process when considering groups of precious metals. The challenges and prospects of nanomaterials are highlighted.
金、银、铂等贵重金属在开采过程中大量流失,不仅浪费了宝贵的资源,而且造成了严重的环境污染。这些高价值金属日益增长的不利影响显著增加了水体对排放的污染,同时降低了相应处理废水的再利用潜力。因此,确定从处理过的水中回收宝贵材料的实际解决办法是非常有意义的。本文对金、银、铂、钯、铱、钌、铑等贵金属的污染进行了综述和分析。此外,还引出了有害影响,并列举了检测技术。对最近的治疗技术也进行了深入的探讨。该研究表明,纳米和生物吸附技术是可采用的实用替代技术,特别是在工业应用中具有成本、时间、废物管理和生态友好的优点。结果表明,在考虑近期的回收技术时,金(46.2%)、钯(23.1%)、铂(19.2%)和银(11.5%)是最受关注的。在考虑贵金属组时,高产量和降低成本分析是观察到这种回收过程优先的原因。强调了纳米材料的挑战和前景。
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Water Reuse
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