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Trans-membrane piezoelectric activation of peroxymonosulfate for effective control of waterborne antibiotic resistance dissemination 跨膜压电激活过氧单硫酸盐,有效控制水传播的抗生素耐药性传播
IF 10.4 1区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2024-07-26 DOI: 10.1038/s41545-024-00351-4
Yang Yu, Lianyu Liu, Yiqiao Xie, Wei Huang, Hai Liu, Xiaotu Liu, Da Chen
Increasing prevalence of antibiotic resistant bacteria (ARB) and antibiotic resistance genes (ARGs) constitutes an emerging water safety issue globally. However, the effectiveness of current water treatment techniques in the control of ARGs dissemination remains controversial. Here, we develop a dual-zone strategy based on piezoelectric membrane filtration to efficiently eliminate waterborne antibiotic resistance. Following complete ARB inactivation and effective ARGs reduction in the retentate near the membrane surface (zone 1), a subsequent trans-membrane process (zone 2) further promotes ARGs elimination in the permeate, due to boosted interactions between ARGs and reactive oxygen species (ROS) generated from piezoelectric peroxymonosulfate activation and minimized ROS competition from inactivated ARB within piezocatalytic channels. The abundance of ARGs was largely reduced to ~1.0 × 103 copies·mL−1 in the permeate from ~5.0 × 106 copies·mL−1 in the feed solution. The singlet oxygen (1O2) is demonstrated to be primarily responsible for ARB inactivation, while 1O2, hydroxyl radical (•OH), sulfate radical (SO4·−) and superoxide radical (·O2−) can all participate in ARGs degradation. Our work demonstrates that the piezoelectric membrane-based dual-zone strategy has great potential to control the risk of ARGs dissemination.
抗生素耐药菌(ARB)和抗生素耐药基因(ARGs)的日益流行是全球新出现的水安全问题。然而,目前的水处理技术在控制 ARGs 传播方面的有效性仍存在争议。在此,我们开发了一种基于压电膜过滤的双区策略,以有效消除水传播的抗生素耐药性。由于压电过硫酸盐活化产生的 ARGs 和活性氧(ROS)之间的相互作用增强,以及压电催化通道内被灭活的 ARB 对 ROS 的竞争减至最低,在膜表面附近(1 区)的回流液中 ARB 被完全灭活并有效减少 ARGs 后,随后的跨膜过程(2 区)进一步促进了渗透液中 ARGs 的消除。在渗透液中,ARGs 的丰度从进料溶液中的约 5.0 × 106 拷贝-毫升-1 大幅降至约 1.0 × 103 拷贝-毫升-1。单线态氧(1O2)被证明是导致 ARB 失活的主要原因,而 1O2、羟基自由基(-OH)、硫酸根自由基(SO4--)和超氧自由基(-O2-)均可参与 ARGs 降解。我们的工作表明,基于压电膜的双区策略在控制 ARGs 传播风险方面具有巨大潜力。
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引用次数: 0
Tuning polyamide membrane chemistry for enhanced desalination using Boc-protected ethylenediamine and its in situ Boc-deprotection 利用 Boc 保护乙二胺及其原位 Boc-脱保护调节聚酰胺膜化学性质以提高海水淡化效果
IF 10.4 1区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2024-07-25 DOI: 10.1038/s41545-024-00362-1
Hilal Ahmad, Abdul Waheed, Fahad Ayesh Alharthi, Christopher Michael Fellows, Umair Baig, Isam H. Aljundi
The scarcity of freshwater resources, driven by rapid population growth and industrialization, underscores the urgent need for advanced desalination technologies. This research aims to meet this critical demand by enhancing the performance of polyamide membranes through innovative chemical tuning of the active layer. By strategically using Boc-protected ethylenediamine (EDA), we can precisely control the membrane’s surface properties. One amino group in EDA is protected with a Boc group, allowing the other to participate in the interfacial polymerization (IP) reaction with meta-phenylenediamine (MPD) and trimesoyl chloride (TMC). This inclusion of Boc-protected EDA enables in situ tuning of the active layer chemistry during polymerization. Subsequent removal of the Boc protection generates hydrophilic ammonium groups on the membrane surface, enhancing its desalination capabilities. As a result, three distinct membranes were fabricated and thoroughly characterized: MPD-TMC (control), MPD-TMC-EDA-Boc, and MPD-TMC-EDA-Deboc. At 20 bar and 2000 ppm NaCl feed, the MPD-TMC-EDA-Deboc membrane demonstrated superior desalination performance with a salt rejection of 98 ± 0.5% and a permeate flux of 25 L m−2 h−1; an increase of 25% compared to the control membrane. For the seawater nanofiltration (NF) permeate with a TDS of 33,700 ppm, a salt rejection of 97% and a permeate flux of 23 L m−2 h−1 was recorded at 20 bar. The MPD-TMC-EDA-Deboc membrane showed enhanced antifouling performance (95 ± 1% flux recovery) compared to the control MPD-TMC membrane with 93 ± 1% flux recovery. The Boc-protection/deprotection strategy demonstrated the high potential of this approach to significantly enhance the performance of polyamide membranes for desalination applications.
在人口快速增长和工业化的推动下,淡水资源日益匮乏,这凸显了对先进海水淡化技术的迫切需求。这项研究旨在通过对活性层进行创新性化学调整来提高聚酰胺膜的性能,从而满足这一关键需求。通过战略性地使用叔丁氧羰基保护乙二胺(EDA),我们可以精确地控制膜的表面特性。EDA 中的一个氨基受到 Boc 基团的保护,使另一个氨基能够参与与偏苯二胺 (MPD) 和三甲基甲酰氯 (TMC) 的界面聚合 (IP) 反应。加入 Boc 保护的 EDA 可以在聚合过程中就地调整活性层的化学性质。去除 Boc 保护后,膜表面会产生亲水性铵基,从而增强其脱盐能力。因此,我们制造出了三种不同的膜,并对其进行了全面鉴定:MPD-TMC (对照)、MPD-TMC-EDA-Boc 和 MPD-TMC-EDA-Deboc。在 20 巴和 2000 ppm NaCl 进料条件下,MPD-TMC-EDA-Deboc 膜表现出卓越的脱盐性能,盐排斥率为 98 ± 0.5%,渗透通量为 25 L m-2 h-1;与对照膜相比提高了 25%。对于 TDS 为 33,700 ppm 的海水纳滤(NF)渗透物,在 20 巴的条件下,盐分去除率为 97%,渗透通量为 23 L m-2 h-1。MPD-TMC-EDA-Deboc 膜的防污性能(95±1% 通量恢复)比对照 MPD-TMC 膜的 93±1% 通量恢复有所提高。Boc 保护/防污策略证明了这种方法在显著提高用于海水淡化的聚酰胺膜性能方面的巨大潜力。
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引用次数: 0
Expanding access to water quality monitoring with the open-source WaterScope testing platform 利用开源 WaterScope 测试平台扩大水质监测范围
IF 10.4 1区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2024-07-23 DOI: 10.1038/s41545-024-00357-y
Alicja Dabrowska, George R. Lewis, Minaleshewa Atlabachew, Susannah J. Salter, Cassi Henderson, Chang Ji, Annike Ehlers, Julian Stirling, Sophie Mower, Lara Allen, Elizabeth Lay, Kara Stuart, Lisa Appavou, Richard Bowman, Tianheng Zhao, Nalin Patel, Alexander Patto, Mark A. Holmes, Jeremy J. Baumberg, Sammy Mahdi
Increasing access to water quality tests in low-income communities is a crucial strategy toward achieving global water equality. Recent studies in the Water Sanitation and Hygiene (WASH) sector underscore the importance of addressing practical concerns in water testing, such as robustness and results communication. In response, we present the WaterScope testing kit; an open-source, validated platform for drinking water quality assessment. It modernises the testing process with the inclusion of a unique cartridge/slider mechanism, machine-learning-enhanced classification and full digitalisation of results. WaterScope’s equivalency to conventional methods for quantifying E. coli is established through extensive validation experiments in both laboratory and field environments. This versatile platform provides potential to expand its applications to test other bacteria, perform colorimetric assays, and analyse clinical samples such as blood/urine samples. We anticipate that the system’s ease-of-use, portability, affordability, robustness, and digital nature will accelerate progress toward global water equality.
在低收入社区增加水质检测机会是实现全球水资源平等的一项重要战略。水、环境卫生和个人卫生(WASH)领域的最新研究强调了解决水质检测中的实际问题(如稳健性和结果交流)的重要性。为此,我们推出了 WaterScope 测试工具包;这是一个开源、经过验证的饮用水质量评估平台。它采用独特的滤芯/滑块机制、机器学习增强型分类和结果完全数字化,使检测过程实现了现代化。通过在实验室和现场环境中进行广泛的验证实验,确定了 WaterScope 与传统大肠杆菌定量方法的等效性。这一多功能平台具有扩展应用的潜力,可用于检测其他细菌、执行比色测定以及分析血液/尿液等临床样本。我们预计,该系统的易用性、便携性、经济性、坚固性和数字化特性将加快全球水资源平等的进程。
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引用次数: 0
The challenge of supporting and monitoring safe wastewater use in agriculture in LMIC 支持和监测低收入和中等收入国家农业安全使用废水所面临的挑战
IF 10.4 1区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2024-07-23 DOI: 10.1038/s41545-024-00364-z
Pay Drechsel, James Bartram, Manzoor Qadir, Kate O. Medlicott
Unsafe water reuse in the informal irrigation sector dominates in the Global South and requires more attention to protect food safety and public health. Promoting formal wastewater use in conjunction with (usually constrained) investment in treatment capacities is not sufficient in LMIC. New approaches and indicators are needed across the formal and informal reuse sectors to increase food safety and monitor progress on safe reuse. Current reuse guidelines need to be updated with greater attention to policy, regulations, investments, and behavior change for a higher implementation potential.
非正规灌溉部门不安全的水再利用在全球南部占主导地位,需要更多关注,以保护食品安全和公众健康。在低收入和中等收入国家,促进正规废水利用与(通常有限的)处理能力投资相结合是不够的。正规和非正规回用部门都需要新的方法和指标,以提高食品安全并监测安全回用的进展情况。需要更新当前的再利用指南,更多地关注政策、法规、投资和行为改变,以提高实施潜力。
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引用次数: 0
Unravelling the UV/H2O2 process using bioelectrochemically synthesized H2O2 to reuse waste nutrient solution 利用生物电化学合成的 H2O2 揭开紫外线/H2O2 过程的神秘面纱,重新利用废弃营养液
IF 10.4 1区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2024-07-23 DOI: 10.1038/s41545-024-00363-0
Joo-Youn Nam, Hyunji Eom, Uijeong Han, Eunjin Jwa, Hyojeon Kim, SeungYeob Han, Seoktae Kang, Si-Kyung Cho
In this study, waste nutrient solution (WNS) was used as a catholyte in a bioelectrochemical cell to directly produce hydrogen peroxide (H2O2), after which the H2O2- containing WNS was integrated with the downstream UV oxidation process to meet quality standards for reuse. The generated current in the bioelectrochemical cell was successfully utilized at the cathode to produce H2O2 in WNS using a two-electron oxygen reduction reaction with different reaction times. The cathodic reaction time with the highest H2O2 production (504 ± 5.2 mg l−1) was 48 h, followed by that obtained from 24 h (368 ± 4.1 mg l−1), 12 h (158.8 ± 2.4 mg l−1), and 6 h (121.1 ± 4.1 mg l−1) reaction times. During H2O2 generation, calcium, magnesium, and phosphate in the WNS were recovered in the form of precipitates under alkaline conditions. The H2O2-containing WNS was further treated with different UV doses. After UV/H2O2 treatment, excitation-emission matrix and molecular weight distribution analyses demonstrated that aromatic compounds were reduced. Moreover, the gene expressions of sul1 (up to 95.65%), tetG (up to 93.88%), and aadA (up to 95.32%) were clearly downregulated compared with those of a control sample. Finally, a high disinfection efficiency was achieved with higher UV doses, resulting in successful seed germination. Thus, our results indicate that the developed method can be a promising process for reusing WNS in hydroponic systems.
在这项研究中,废弃营养液(WNS)被用作生物电化学电池中的阴极溶液,直接产生过氧化氢(H2O2),然后将含有 H2O2- 的 WNS 与下游的紫外线氧化过程结合起来,以达到重复使用的质量标准。生物电化学电池中产生的电流被成功地用于阴极,利用双电子氧还原反应在 WNS 中产生 H2O2,反应时间各不相同。H2O2 生成量最高(504 ± 5.2 mg l-1)的阴极反应时间是 48 小时,其次是 24 小时(368 ± 4.1 mg l-1)、12 小时(158.8 ± 2.4 mg l-1)和 6 小时(121.1 ± 4.1 mg l-1)。在生成 H2O2 的过程中,WNS 中的钙、镁和磷酸盐在碱性条件下以沉淀物的形式回收。含有 H2O2 的 WNS 会进一步经过不同剂量的紫外线处理。紫外线/H2O2 处理后,激发-发射矩阵和分子量分布分析表明芳香族化合物减少了。此外,与对照样本相比,sul1(高达 95.65%)、tetG(高达 93.88%)和 aadA(高达 95.32%)的基因表达明显下调。最后,紫外线剂量越大,消毒效率越高,种子萌发越成功。因此,我们的研究结果表明,所开发的方法是在水培系统中重复使用 WNS 的一种可行方法。
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引用次数: 0
Lifetime optimisation of integrated thermally and electrically driven solar desalination plants 热电一体化太阳能海水淡化设备的寿命优化
IF 10.4 1区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2024-07-16 DOI: 10.1038/s41545-024-00335-4
Benedict Winchester, Gan Huang, Hamish Beath, Philip Sandwell, Jiajun Cen, Jenny Nelson, Christos N. Markides
We compare the performance of photovoltaic (PV), flat-plate and evacuated-tube solar-thermal (ST), and hybrid photovoltaic-thermal (PV-T) collectors to meet the energy demands of multi-effect distillation (MED) desalination plants across four locations. We consider three scales: 1700 m3day−1, 120 m3day−1 and 3 m3day−1. We find a strong dependence of the capacity and configuration of the solar collectors on both the cost of sourcing electricity from the grid and the specific collector employed. We find specific costs as low as 7.8, 3.4 and 3.7 USDm−3 for the three plant capacities. We find that solar-driven systems optimised for the lowest specific cost result in CO2eq emissions equal to, or higher than, those from grid-driven reverse osmosis (RO) and in line with PV-RO. This highlights the need to consider the environmental footprint of these systems to ensure that desalination is in line with the United Nations’ Sustainable Development Goal 6.
我们比较了光伏(PV)、平板和真空管太阳-热(ST)以及光伏-热混合(PV-T)集热器的性能,以满足四个地点的多效蒸馏(MED)海水淡化厂的能源需求。我们考虑了三种规模:1700 立方米/天-1、120 立方米/天-1 和 3 立方米/天-1。我们发现,太阳能集热器的容量和配置与从电网获取电力的成本和所采用的特定集热器有很大关系。我们发现三种发电厂的具体成本分别低至 7.8、3.4 和 3.7 美元/立方米。我们发现,以最低特定成本优化的太阳能驱动系统的二氧化碳排放量等于或高于电网驱动的反渗透(RO)系统,与光伏反渗透系统一致。这突出表明,有必要考虑这些系统的环境足迹,以确保海水淡化符合联合国可持续发展目标 6。
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引用次数: 0
Internal pipe corrosion assessment method in water distribution system using ultrasound and convolutional neural networks 利用超声波和卷积神经网络评估输水系统内部管道腐蚀情况的方法
IF 10.4 1区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2024-07-13 DOI: 10.1038/s41545-024-00358-x
Yeongho Sung, Hyeon-Ju Jeon, Daehun Kim, Min-Seo Kim, Jaeyeop Choi, Hwan Ryul Jo, Junghwan Oh, O-Joun Lee, Hae Gyun Lim
Internal pipe corrosion within water distribution systems leads to iron oxide deposits on pipe walls, potentially contaminating the water supply. Consuming iron oxide-contaminated water can cause significant health issues such as gastrointestinal infections, dermatological problems, and lymph node complications. Therefore, non-destructive and continuous monitoring of pipe corrosion is imperative for water sustainability initiatives. This study introduces a dual-mode methodology utilizing advanced ultrasound technology and convolutional neural networks (CNN) to quantify pipe corrosion. Scanning acoustic microscopy (SAM) employs high-frequency ultrasound to generate high-resolution images of pipe thickness, indicating iron oxide accumulation. SAM also captures internal pipe data to measure iron oxide concentration in the water. This data, analyzed by CNN, achieves an impressive 95% accuracy. This dual-mode system effectively assesses both the extent of pipe corrosion and water contamination, exemplifying the successful integration of SAM and CNN for precise and reliable monitoring.
输水系统的内部管道腐蚀会导致氧化铁沉积在管壁上,从而可能污染供水。饮用被氧化铁污染的水会导致严重的健康问题,如肠胃感染、皮肤病和淋巴结并发症。因此,对管道腐蚀进行非破坏性的连续监测对于水资源的可持续发展至关重要。本研究介绍了一种利用先进超声技术和卷积神经网络(CNN)量化管道腐蚀的双模式方法。扫描声学显微镜(SAM)利用高频超声波生成管道厚度的高分辨率图像,显示氧化铁的累积情况。SAM 还能捕捉管道内部数据,测量水中的氧化铁浓度。这些数据经 CNN 分析后,准确率高达 95%。这种双模式系统可有效评估管道腐蚀和水污染的程度,是成功整合 SAM 和 CNN 以进行精确可靠监测的典范。
{"title":"Internal pipe corrosion assessment method in water distribution system using ultrasound and convolutional neural networks","authors":"Yeongho Sung, Hyeon-Ju Jeon, Daehun Kim, Min-Seo Kim, Jaeyeop Choi, Hwan Ryul Jo, Junghwan Oh, O-Joun Lee, Hae Gyun Lim","doi":"10.1038/s41545-024-00358-x","DOIUrl":"10.1038/s41545-024-00358-x","url":null,"abstract":"Internal pipe corrosion within water distribution systems leads to iron oxide deposits on pipe walls, potentially contaminating the water supply. Consuming iron oxide-contaminated water can cause significant health issues such as gastrointestinal infections, dermatological problems, and lymph node complications. Therefore, non-destructive and continuous monitoring of pipe corrosion is imperative for water sustainability initiatives. This study introduces a dual-mode methodology utilizing advanced ultrasound technology and convolutional neural networks (CNN) to quantify pipe corrosion. Scanning acoustic microscopy (SAM) employs high-frequency ultrasound to generate high-resolution images of pipe thickness, indicating iron oxide accumulation. SAM also captures internal pipe data to measure iron oxide concentration in the water. This data, analyzed by CNN, achieves an impressive 95% accuracy. This dual-mode system effectively assesses both the extent of pipe corrosion and water contamination, exemplifying the successful integration of SAM and CNN for precise and reliable monitoring.","PeriodicalId":19375,"journal":{"name":"npj Clean Water","volume":" ","pages":"1-10"},"PeriodicalIF":10.4,"publicationDate":"2024-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.com/articles/s41545-024-00358-x.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141608130","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of different MoS2 morphologies on the formation and performance of adsorptive-catalytic nanocomposite membranes 不同 MoS2 形貌对吸附催化纳米复合膜的形成和性能的影响
IF 10.4 1区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2024-07-13 DOI: 10.1038/s41545-024-00360-3
Delal E. Al Momani, Fathima Arshad, Inas Taha, Dalaver H. Anjum, Linda Zou
This study synthesized three MoS₂ morphologies—nanospheres, nanoplatelets, and nanosheets—under varied conditions and incorporated them into chitosan membranes. TEM confirmed unique morphologies and crystallinity. Clean water flux showed that the nanoplatelet (P-CM) membrane had the highest flux due to higher porosity. The P-CM membrane excelled in removing Mn²⁺ and Zn²⁺ ions, achieving 93.0 ± 0.5% and 90.4 ± 1.5% removal, outperforming membranes with nanospheres (S-CM) and nanosheets (T-CM). Its superior performance is attributed to thicker nanoplatelets forming more water channels. The MoS₂‘s tri-layered structure generated reactive oxygen species (ROS) via H₂O₂ catalysis, contributing to enhanced heavy metal removal. These adsorptive-catalytic membranes combine adsorption with catalytic decomposition of heavy metals, highlighting the work’s novelty and superior performance. The membranes demonstrated excellent flux recovery and reusability (96.0 ± 0.5% for P-CM) after chemical cleaning. The findings emphasize the impact of nanomaterial morphologies on membrane performance in water treatment and environmental remediation.
本研究在不同条件下合成了三种 MoS₂形态--纳米球、纳米板和纳米片,并将其纳入壳聚糖膜中。TEM 证实了其独特的形态和结晶度。净水通量显示,由于孔隙率较高,纳米片(P-CM)膜的通量最高。P-CM 膜在去除 Mn²⁺ 和 Zn²⁺ 离子方面表现出色,分别达到 93.0 ± 0.5% 和 90.4 ± 1.5%,优于纳米球膜(S-CM)和纳米片膜(T-CM)。其优异的性能归功于较厚的纳米片形成了更多的水通道。MoS₂ 的三层结构通过 H₂O₂ 催化作用产生活性氧 (ROS),从而提高了重金属去除率。这些吸附催化膜将重金属的吸附和催化分解结合在一起,突出了这项工作的新颖性和卓越性能。这些膜在化学清洗后表现出极佳的通量恢复和重复利用率(P-CM 为 96.0 ± 0.5%)。研究结果强调了纳米材料形态对水处理和环境修复中膜性能的影响。
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引用次数: 0
Molecular weight insight into critical component contributing to reverse osmosis membrane fouling in wastewater reclamation 通过分子量深入了解废水再生中造成反渗透膜污垢的关键成分
IF 10.4 1区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2024-07-12 DOI: 10.1038/s41545-024-00359-w
Yuan Bai, Yinhu Wu, Ziwei Zhang, Yu Mao, Ruining Wang, Xin Tong, Song Xue, Haobin Wang, Hongying Hu
Molecular weight (MW) of organics was one of the important factors influencing membrane fouling propensity. This study identified critical foulants of reverse osmosis (RO) membranes in reclaimed water by MW fractionation. MW > 10 kDa component was identified as the critical fouling contributor (CFC) in secondary effluent (SE), which accounted for only 13 ± 5% of dissolved organic carbon (DOC) but contributed to 86 ± 11% of flux decline. Throughout 12-month monitoring, SE and MW > 10 kDa component showed a similar fouling variation tendency: apparently higher fouling potential in winter and lower in summer, while MW < 10 kDa component presented minor fouling changes. Morphology of membrane fouled by CFC characterized a smooth and thick foulant layer on membrane surface. CFC was mainly composed of proteins and polysaccharides, and a protein-polysaccharide-protein “sandwich” fouling layer structure was preferentially formed on membrane surface. extended Derjaguin–Landau-Verwey–Overbeek (xDLVO) analysis demonstrated that strong attractive interactions between CFC and membrane surface dominated the fouling process. Furthermore, computational fluid dynamics (CFD) simulation revealed strong filtration resistance of CFC, confirming its significant fouling potential. Dual effects including attractive interactions and advantageous ridge-and-valley surface appearance accounted for the significant fouling propensity of MW > 10 kDa component and glean valuable insights into RO fouling mechanisms of reclaimed water in practical application.
有机物的分子量(MW)是影响膜污垢倾向的重要因素之一。这项研究通过分子量分馏确定了再生水中反渗透膜的关键污垢物。在二级出水(SE)中,MW > 10 kDa 成分被确定为关键污垢贡献者(CFC),它仅占溶解有机碳(DOC)的 13 ± 5%,但却导致了 86 ± 11% 的通量下降。在为期 12 个月的监测中,SE 和 MW > 10 kDa 成分显示出相似的污垢变化趋势:冬季污垢潜势明显较高,夏季较低,而 MW < 10 kDa 成分污垢变化较小。被 CFC 污染的膜的形态特征是膜表面有一层光滑而厚的污垢层。CFC 主要由蛋白质和多糖组成,膜表面优先形成蛋白质-多糖-蛋白质的 "三明治 "污垢层结构。扩展的 Derjaguin-Landau-Verwey-Overbeek (xDLVO) 分析表明,CFC 与膜表面之间的强吸引力相互作用主导了污垢过程。此外,计算流体动力学(CFD)模拟显示,氟氯化碳具有很强的过滤阻力,这证实了它具有很大的污垢潜力。包括吸引力相互作用和有利的脊谷表面外观在内的双重效应解释了 MW > 10 kDa 成分的显著污垢倾向,并为实际应用中再生水的反渗透污垢机理提供了宝贵的见解。
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引用次数: 0
Data driven multiple objective optimization of AAO process towards wastewater effluent biological toxicity reduction 数据驱动多目标优化 AAO 工艺,降低废水生物毒性
IF 10.4 1区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2024-07-12 DOI: 10.1038/s41545-024-00361-2
Jie Hu, Ran Yin, Jinfeng Wang, Hongqiang Ren
While the anaerobic-anoxic-oxic (AAO) process is the most widely applied biological wastewater treatment process in municipal wastewater treatment plants (WWTPs), it struggles to meet the increasing demands on biological toxicity control of the treated effluent. To tackle this challenge, this study develops machine learning (ML)-based models for optimizing the AAO treatment process towards improving its toxicity reduction efficacy for the effluent. The water quality parameters, treatment process parameters, and biological toxicity information (based on the nematode bioassay) of the effluent collected from 122 WWTPs in China are used to train the models. The validated models accurately predict the effluent’s quality parameters (average R2 = 0.81) and the biological toxicity reduction ratio of treatment process (R2 = 0.86). To further improve the toxicity reduction, we developed a multiple objective optimization framework to optimize the AAO process via unit process recombination. In the short-range unit combination, the toxicity reduction ratio of the four-unit combined processes (up to 79.8% of anaerobic-aerobic-anaerobic-aerobic) is significantly higher than others. After optimization, it helps to improve the average toxicity reduction efficacy of 122 WWTPs from 48.6% to 70.7%, with a maximum of 87.5%. The methodologies and findings derived from this work are expected to provide the foundation for the optimization, expansion, and technical transformation of biological wastewater treatment in WWTPs.
虽然厌氧-缺氧-氧化(AAO)工艺是城市污水处理厂(WWTPs)中应用最广泛的生物污水处理工艺,但它却难以满足对处理后出水的生物毒性控制日益增长的需求。为应对这一挑战,本研究开发了基于机器学习(ML)的模型,用于优化 AAO 处理工艺,以提高其对污水的减毒功效。从中国 122 个污水处理厂收集的污水水质参数、处理工艺参数和生物毒性信息(基于线虫生物测定)用于训练模型。经过验证的模型可以准确预测出水水质参数(平均 R2 = 0.81)和处理工艺的生物毒性降低率(R2 = 0.86)。为了进一步提高减毒率,我们开发了一个多目标优化框架,通过单元工艺重组来优化 AAO 工艺。在短程单元组合中,四单元组合工艺的减毒率(厌氧-好氧-厌氧-好氧的减毒率高达 79.8%)明显高于其他工艺。经过优化后,122 个污水处理厂的平均减毒效率从 48.6% 提高到 70.7%,最高达到 87.5%。这项工作所得出的方法和结论有望为污水处理厂生物污水处理的优化、扩展和技术改造提供基础。
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引用次数: 0
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