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Microbially synthesized nanoparticles and their applications in environmental clean-up 微生物合成纳米颗粒及其在环境净化中的应用
Q1 Environmental Science Pub Date : 2021-12-17 DOI: 10.1080/21622515.2021.2011431
M. Misra, Soham Chattopadhyay, A. Sachan, Shashwati Ghosh Sachan
ABSTRACT Rapid urbanization and development of industries have led to the continuous addition of various wastes and hazardous chemicals into the environment, thus polluting it beyond limits. It is an issue of global concern as coming up with effective methods for remediation has become a challenge. The traditional methods for pollutant removal face serious drawbacks in terms of cost and generation of secondary pollutants, thus innovating simple and environment-friendly approaches becomes a priority. New technologies are being explored for the eradication of different contaminants, of which nanotechnology has shown immense potential. Biogenic nanoparticles are synthesized using different microbes and are further employed for the remediation of environmental pollutants. Complete degradation of Methylene Blue within 11 min and 98% degradation of Congo Red after 20 min were accomplished using gold nanoparticles, synthesized using cell-free extracts of Bacillus marisflavi in a recent study. Palladium nanoparticles, synthesized using Shewanella loihica PV-4 and Enterococcus faecalis, facilitated the complete reduction of toxic hexavalent chromium. This review focuses on microbe-mediated synthesis of nanomaterials and their prospect in the field of environmental remediation. GRAPHICAL ABSTRACT
摘要快速的城市化和工业的发展导致各种废物和危险化学品不断添加到环境中,从而对环境造成了超出限度的污染。这是一个全球关注的问题,因为制定有效的补救方法已成为一项挑战。传统的污染物去除方法在成本和二次污染物产生方面存在严重缺陷,因此创新简单环保的方法成为当务之急。正在探索消除不同污染物的新技术,其中纳米技术显示出巨大的潜力。利用不同的微生物合成生物纳米颗粒,并进一步用于环境污染物的修复。亚甲蓝在11内完全降解 在最近的一项研究中,使用海洋芽孢杆菌的无细胞提取物合成的金纳米颗粒在20分钟后完成了刚果红的98%降解。使用洛氏谢瓦氏菌PV-4和粪肠球菌合成的钯纳米颗粒促进了有毒六价铬的完全还原。本文综述了微生物介导的纳米材料合成及其在环境修复领域的应用前景。图形摘要
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引用次数: 6
Attapulgite supported nanoscale zero-valent iron in wastewater treatment and groundwater remediation: synthesis, application, performance and limitation 凹凸棒石负载纳米零价铁在废水处理和地下水修复中的合成、应用、性能和局限性
Q1 Environmental Science Pub Date : 2021-12-17 DOI: 10.1080/21622515.2021.2010131
Emmanuella Anang, Liu Hong, Xianyuan Fan, Ebenezer Nestle Asamoah
ABSTRACT Polluted water continues to be a major problem globally since it deteriorates human health after consumption and impedes sustainable development. Nanoscale zero-valent iron (nZVI) has been used to tackle the problem, but certain significant disadvantages of the nZVI limit its efficiency. Owing to the demerits of nZVI, various materials have been employed to support the nZVI to ensure efficient decontamination. There is rising interest in using attapulgite as a support for nZVI. The use of attapulgite supported nanoscale zero-valent iron (A-nZVI) to decontaminate wastewater/groundwater has proven to be highly efficient as compared to unsupported nZVI. This paper presents an overview of the syntheses, performance, application and limitations of using A-nZVI to treat wastewater/remediate groundwater. A-nZVI has been extensively employed on laboratory scale, thus making it difficult to simulate its removal efficiency on a large scale. However, its high removal efficiency under the appropriate operational conditions make it ideal to be used on an industrial level. This review is important because it identifies gaps in literature with respect to A-nZVI that need to be filled to improve ZVI-based technology. GRAPHICAL ABSTRACT
水污染一直是一个全球性的主要问题,因为它在消费后恶化了人类的健康,阻碍了可持续发展。纳米级零价铁(nZVI)已被用于解决这一问题,但其某些显著的缺点限制了其效率。由于nZVI的缺点,各种材料被用来支持nZVI,以确保有效的去污。人们对使用凹凸棒石作为nZVI的支持越来越感兴趣。与无凹棒土支撑的纳米零价铁(A-nZVI)相比,使用凹棒土支撑的纳米零价铁(A-nZVI)净化废水/地下水的效率更高。本文综述了A-nZVI在污水处理/地下水修复中的合成、性能、应用及局限性。a - nzvi已广泛应用于实验室规模,因此难以大规模模拟其去除效率。然而,在适当的操作条件下,它的高去除效率使其非常适合用于工业水平。这篇综述很重要,因为它确定了关于A-nZVI的文献空白,需要填补这些空白以改进基于zvi的技术。图形抽象
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引用次数: 4
Potential of suspended growth biological processes for mixed wastewater reclamation and reuse in agriculture: challenges and opportunities 悬浮生长生物工艺在农业混合废水回收和再利用中的潜力:挑战和机遇
Q1 Environmental Science Pub Date : 2021-01-01 DOI: 10.1080/21622515.2021.1881829
P. N. Egbuikwem, G. Obiechefu, F. Hai, M. C. Devanadera, D. Saroj
ABSTRACT Pollution and increasing water demand, especially for agriculture, put severe stress on freshwater sources, and as a result, there is progressive deficit in the global water supply and severe water scarcity is projected in the coming decades. Discharges from domestic, industrial and agricultural activities are potential sources of water pollution, impacting human and environmental health. In the face of growing water scarcity and droughts, coupled with the increasing water demand for irrigation, integration of high water-volume and nutrient-rich industrial effluents, into the existing water management plans for agriculture, could play an important role in tackling the problem of water scarcity. However, there is a gap in knowledge about integration of industrial effluents to sewage treatments and the reuse potential of biologically treated mixed industrial and domestic wastewater in agriculture. This study, therefore, provides a critical review on biological treatment of industrial effluents, including petroleum, textile and pharmaceutical wastewater to better understand the capability of bioprocesses and conditions for efficient degradation of pollutants. The effectiveness of activated sludge-based processes, for the treatment of mixed industrial and domestic wastewater, was critically examined, and biomass acclimation plays a vital role in enhanced biodegradation performance. Finally, the reuse potential of mixed industrial and domestic wastewaters for crop irrigation was assessed by studying the reuse outcomes in different cases where industrial effluents were utilized for crop production. Management practices, such as cultivation of salt- and metal-tolerant crops, blending and dilution of industrial wastewater with freshwater and sewage, could make industrial effluents valuable for irrigation. GRAPHICAL ABSTRACT
污染和不断增长的用水需求,特别是农业用水需求,给淡水资源带来了严重的压力,因此,全球水资源供应逐渐出现赤字,预计未来几十年将出现严重的水资源短缺。家庭、工业和农业活动的排放是水污染的潜在来源,影响人类和环境健康。面对日益严重的缺水和干旱,加上灌溉用水需求的增加,将高水量和富含营养的工业废水纳入现有的农业用水管理计划,可以在解决缺水问题方面发挥重要作用。然而,在将工业废水纳入污水处理以及生物处理的工业和家庭混合废水在农业中的再利用潜力方面,知识方面存在差距。因此,本研究为生物处理工业废水(包括石油、纺织和制药废水)提供了重要的综述,以更好地了解生物工艺的能力和有效降解污染物的条件。活性污泥处理混合工业和生活废水的有效性已经过严格审查,生物质驯化在提高生物降解性能方面起着至关重要的作用。最后,通过研究工业废水用于作物生产的不同情况下的回用结果,评估了工业和生活混合废水用于作物灌溉的回用潜力。种植耐盐和耐金属作物、将工业废水与淡水和污水混合和稀释等管理做法可以使工业废水具有灌溉价值。图形抽象
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引用次数: 3
Composition, valorization and therapeutical potential of molasses: a critical review 糖蜜的组成、价格和治疗潜力:综述
Q1 Environmental Science Pub Date : 2021-01-01 DOI: 10.1080/21622515.2021.1892203
Lemnaro Jamir, Prof Vikas Kumar, J. Kaur, Satish Kumar, H. Singh
ABSTRACT The rise in population is driving up the global food demand, which, in turn, influences the processing of foods that leads to the ample generation of waste material throughout the world. Molasses is one of the wastes generated from the sugarcane processing industry by repeated crystallization during sugar preparation. The yield varies from 2.2 to –3.7% per tons of sugarcane. Due to its composition and economic importance, it is the major choice (as a carbon source) for food, feed and fermentation industries in the fructification of ethyl alcohol, liquor (rum), dry yeast, acetone, butanol, certain organic acids, etc. However, the on-going scenario of global research, the largest quantity of molasses is being utilized for the manufacture of ethanol. Traditionally, this is used for the manufacture of hukas, tobacco and liquors. However, due to its improper management, such as storage, packaging and transportation, the entire production of molasses is not being commercially utilized. It possesses numerous health benefits, such as antioxidant, anti-obese, anti-cancerous, antimicrobial, anti-anaemic, improves bone and hair health, used for the treatment of skin and anaemia. The present review is aimed to enlighten the composition, types of molasses, its respective utilization (traditional/conventional), health benefits and regulations. GRAPHICAL ABSTRACT
摘要人口的增长推动了全球食品需求的增长,而这反过来又影响了食品的加工,导致世界各地产生了大量的废物。糖蜜是甘蔗加工业在制糖过程中反复结晶产生的废物之一。每吨甘蔗的产量在2.2%-3.7%之间。由于其成分和经济重要性,它是食品、饲料和发酵行业在乙醇、白酒(朗姆酒)、干酵母、丙酮、丁醇、某些有机酸等果化过程中的主要选择(作为碳源)。然而,全球研究正在进行中,最大量的糖蜜正被用于制造乙醇。传统上,它被用于制造胡卡、烟草和白酒。然而,由于储存、包装和运输等管理不当,糖蜜的整个生产过程没有得到商业利用。它具有许多健康益处,如抗氧化、抗肥胖、抗癌、抗菌、抗贫血,改善骨骼和头发健康,用于治疗皮肤和贫血。本综述旨在对糖蜜的组成、类型、各自的利用(传统/传统)、健康益处和法规进行启示。图形摘要
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引用次数: 27
A comprehensive review on small-scale passive solar stills for desalination 小型被动式太阳能海水淡化釜综述
Q1 Environmental Science Pub Date : 2021-01-01 DOI: 10.1080/21622515.2021.1921056
Z. Ho, R. Bahar, C. Koo
ABSTRACT The main focus of this review is to investigate the potential of small-scale solar desalination as a viable freshwater source by comparing the performance of different types of modification on solar stills. The design factors that could provide impacts to the parameters affecting the performance in terms of distillate production have been considered. The design factors include mostly the different mechanisms of solar stills, concentration of solar power,sand thermal storage. The impacted parameters of each type of solar stills are one of the highlights of this review. The cost of production has also been explored. The purpose of this review is to enable future researchers in identifying the appropriate features to be used for designing a solar desalination system in water and energy-stressed rural regions. The minimum cost per liter of water production reported was 0.0085 USD and the maximum production reported from modified passive solar still was reported to be 11.65 L/m2/day with a spherical absorber. Minor addition of active elements like a small pump to the still with Fresnel absorber reported producing 12.47 L/m2 day. For performance enhancement of passive solar stills in water and energy scarce regions, it is suggested to add Phase change material (PCM) with heat conductive particles and solar irradiation concentration through absorbers/reflectors or Fresnel lenses. HIGHLIGHTS Renewable energy based desalination methods are preferable over energy-intensive methods. For water and energy scarce regions, independent small scale passive solar stills can be a viable option. Parameters affecting the performance of a solar still include uncontrollable climatic parameters and manipulative parameters. Highly productive passive solar stills can be designed by controlling the manipulative parameters like evaporation area of the basin, tilt angle and temperature of condensation surface, thermal gain of the feedwater by thermal storage, heat transfer using fins/conductive material in the basin. The recent trends to improve passive solar stills’ efficiency with cost effectiveness include usage of sunlight concentrators through refraction, addition of conductive nano particles with thermal storage and multi-staging. GRAPHICAL ABSTRACT
摘要本综述的主要重点是通过比较不同类型的太阳能蒸馏器改性性能,研究小型太阳能脱盐作为可行淡水来源的潜力。已经考虑了可能对影响馏分油生产性能的参数产生影响的设计因素。设计因素主要包括太阳能蒸馏器的不同机理、太阳能的浓度、沙子的储热。每种类型的太阳能剧照的受影响参数是本综述的亮点之一。还探讨了生产成本。这篇综述的目的是使未来的研究人员能够确定在水和能源紧张的农村地区设计太阳能海水淡化系统的适当特征。据报道,每升水生产的最低成本为0.0085美元,据报道,改良被动式太阳能蒸馏器的最大产量为11.65美元 L/m2/天,使用球形吸收器。据报道,在带有菲涅耳吸收器的蒸馏器中少量添加活性元素,如小型泵,可产生12.47 L/m2天。为了提高无源太阳能蒸馏器在缺水和能源匮乏地区的性能,建议通过吸收器/反射器或菲涅耳透镜添加具有导热颗粒和太阳辐射浓度的相变材料。亮点基于可再生能源的海水淡化方法比能源密集型方法更可取。对于缺水和能源匮乏的地区,独立的小型被动式太阳能蒸馏器可能是一个可行的选择。影响太阳能电池性能的参数仍然包括不可控的气候参数和操纵参数。通过控制水池的蒸发面积、冷凝面的倾斜角度和温度、通过蓄热获得的给水热增益、水池中使用翅片/导电材料的传热等操作参数,可以设计出高效的被动式太阳能蒸馏器。以成本效益提高被动式太阳能蒸馏器效率的最新趋势包括通过折射使用阳光集中器、添加具有热存储和多级的导电纳米粒子。图形摘要
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引用次数: 3
The management of mercury from dental amalgam in wastewater effluent 牙科汞合金废水中汞的管理
Q1 Environmental Science Pub Date : 2021-01-01 DOI: 10.1080/21622515.2021.1960642
Simon D. Fairbanks, S. Pramanik, Jim A. Thomas, Amitiva Das, N. Martin
ABSTRACT Dental restorative material mercury amalgam - which is composed of approximately 50% mercury - has been used for centuries. Although many alternatives to amalgam are available or under development, its mechanical, inert, durable and cost-effective properties mean that globally it is still the predominant filling material in dental practices. Current expert opinion is that, in a clinical setting, amalgam is safe and well tested, with clinical studies revealing no adverse health effects to amalgam fillings. Nevertheless, in line with the Minamata convention, the use of mercury amalgam is being phased down. More significantly, although waste disposal methods have developed considerably, the ultimate environmental fate of dental mercury is not fully delineated; furthermore, the amount of mercury in the environment from historical poor practice is still largely unknown. In this review an overview of how mercury is managed and disposed of in modern dental clinics is provided. Recent best estimates for mercury consumption in dental applications are discussed and compared to total global mercury consumption. The ultimate environmental sinks for the metal are identified and the methods currently employed to process products that are highly deleterious to the environment and human health are described. With a focus on environmentally mobile and highly toxic alkyl mercury compounds, some of the possible environmental implications that could occur with poor waste management are also outlined. GRAPHICAL ABSTRACT
摘要:牙科修复材料汞合金——由大约50%的汞组成——已经使用了几个世纪。尽管汞合金的许多替代品已经可用或正在开发中,但其机械、惰性、耐用和成本效益高的特性意味着,在全球范围内,汞合金仍然是牙科实践中的主要填充材料。目前的专家意见是,在临床环境中,汞合金是安全的,经过良好的测试,临床研究表明汞合金填充物对健康没有不良影响。然而,根据《水俣公约》,汞汞合金的使用正在逐步减少。更重要的是,尽管废物处理方法已经有了相当大的发展,但牙科汞的最终环境命运尚未完全确定;此外,由于历史上的不良做法,环境中的汞含量在很大程度上仍然未知。本综述概述了现代牙科诊所如何管理和处置汞。讨论了最近对牙科应用中汞消费量的最佳估计,并将其与全球汞消费总量进行了比较。确定了金属的最终环境汇,并描述了目前用于处理对环境和人类健康高度有害的产品的方法。重点关注环境流动性和剧毒烷基汞化合物,还概述了废物管理不善可能产生的一些环境影响。图形摘要
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引用次数: 3
Effect of physico-chemico-biological and operational parameters on composting of organic fraction of municipal solid waste and gaseous products emission: review 理化生物和操作参数对城市固体废物有机部分堆肥和气体产物排放的影响:综述
Q1 Environmental Science Pub Date : 2021-01-01 DOI: 10.1080/21622515.2021.1989060
A. Mohammad, Venkata Siva Naga Sai Goli, Petra Martínez Barroso, M. Vaverková, D. Singh
ABSTRACT Composting enables microbial decomposition of biodegradable organic fractions of municipal solid waste (OFMSW) and converts them into a valuable resource having profuse application in agriculture and horticulture. The efficiency of composting, primarily, would depend upon physico-chemico-biological properties of the feedstock (moisture content, particle size and organic matter) and operational parameters (temperature, aeration rate and frequency, presence of bulking agents and microorganisms). However, lack of appropriate selection of the initial physico-chemico-biological properties of municipal solid waste (MSW) and inadequate maintenance of operational conditions during composting results in generating low-quality end products with undesirable characteristics, such as phytotoxicity and nutrients-deficiency. Also, the release of toxic elements, greenhouse gases and volatile organic compounds (odorants) into the environment are other major issues related to composting technology, which need immediate attention of the researchers. Hence, a critical synthesis of the literature has been conducted to understand the effect of different (i) physical (particle size, moisture content), (ii) chemical (pH, elemental composition), (iii) biological (type of microorganisms, enzymatic activities) and (iv) operational (temperature, aeration strategy, turning frequency, addition of bulking agents) parameters on the composting of OFMSW and emission of major gaseous products. Furthermore, by utilizing the available data in the literature, several trends have been developed to depict the impact of substrate characteristics and operational conditions on compost quality and emission of gaseous products. These relationships would be instrumental in devising general recommendations on the selection of initial properties of MSW to (i) obtain superior quality compost and (ii) reduce the emission of harmful gaseous products during composting. GRAPHICAL ABSTRACT
堆肥使微生物能够分解城市固体废物(OFMSW)中可生物降解的有机组分,并将其转化为一种有价值的资源,在农业和园艺中有着广泛的应用。堆肥的效率主要取决于原料的物理-化学-生物特性(水分含量、粒度和有机物)和操作参数(温度、曝气率和频率、膨化剂和微生物的存在)。然而,缺乏对城市固体废物(MSW)初始物理-化学-生物学特性的适当选择以及堆肥过程中操作条件的不适当维护导致产生具有不良特性的低质量最终产品,例如植物毒性和营养缺乏。此外,有毒元素、温室气体和挥发性有机化合物(气味剂)释放到环境中是与堆肥技术相关的其他主要问题,需要研究人员立即关注。因此,对文献进行了关键的综合,以了解不同(i)物理(粒度,含水量),(ii)化学(pH,元素组成),(iii)生物(微生物类型,酶活性)和(iv)操作(温度,曝气策略,翻转频率,添加膨化剂)参数对OFMSW堆肥和主要气体产物排放的影响。此外,通过利用文献中现有的数据,已经发展出一些趋势来描述基质特性和操作条件对堆肥质量和气体产物排放的影响。这些关系将有助于制定关于选择城市生活垃圾初始特性的一般性建议,以便(i)获得优质堆肥和(ii)减少堆肥过程中有害气体产品的排放。图形抽象
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引用次数: 11
Research on water distribution systems from the past to the future: a bibliometric review 从过去到未来的配水系统研究:文献计量学综述
Q1 Environmental Science Pub Date : 2021-01-01 DOI: 10.1080/21622515.2021.1900404
Yang Li, Xia Li
ABSTRACT Water distribution systems play a vital role in the transportation of drinking water. By the combination of traditional literature review, bibliometric analysis and scientific knowledge mapping, this study evaluated 6,968 related literatures extracted from the database of Science Citation Index-Expanded from 1998 to 2019 to quantitatively analyze and visualize current research hotspots and emerging trends. The results revealed that water quality and optimal design of systems were research hotspots in the early periods, however in recent years, certain keywords that are more in accord with the characteristics of the times such as climate change, resilience, leak detection and energy recovery have appeared with high frequency, indicating that the research on water distribution systems might have turned from the study of single system to the overall consideration of the system and external environment. Therefore, the future studies may focus on (1) impact of climate change on water distribution systems (2) research on the resilience of urban water supply infrastructure (3) more accurate leak detection and more effective leakage control management (4) energy efficiency improvement and energy recovery in water distribution systems. GRAPHICAL ABSTRACT
配水系统在饮用水运输中起着至关重要的作用。本研究采用传统文献综述、文献计量分析和科学知识图谱相结合的方法,对1998 - 2019年《科学引文索引扩展》数据库中提取的6968篇相关文献进行评价,定量分析和可视化当前的研究热点和新兴趋势。结果表明,水质和系统优化设计是早期的研究热点,但近年来,气候变化、恢复力、泄漏检测、能量回收等更符合时代特征的关键词高频出现。这表明配水系统的研究可能已经从单一系统的研究转向对系统和外部环境的整体考虑。因此,未来的研究可以集中在:(1)气候变化对配水系统的影响;(2)城市供水基础设施的弹性研究;(3)更准确的泄漏检测和更有效的泄漏控制管理;(4)配水系统的能效提高和能源回收。图形抽象
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引用次数: 5
Graphene-based photocatalysts for organic pollutant removal from waste-water: recent progress and future challenges 石墨烯基光催化剂用于去除废水中的有机污染物:最新进展和未来挑战
Q1 Environmental Science Pub Date : 2021-01-01 DOI: 10.1080/21622515.2021.1994658
Rabia Sabir, A. Waheed, M. Moazzam Ali, Umar Mushtaq
ABSTRACT Graphene (G), a two-dimensional carbon layer, is regarded as twenty-first century wonder material and due to its remarkable physio-chemical properties it has been explored for application in various science and technology areas. In environmental remediation field, the quest for eco-friendly and green processes has put a growing emphasis on solar-driven photocatalysis. The conventional semiconductor photocatalysts suffer with the shortcoming of electron–hole pair recombination, aggregation and wide band gap, which inhibit their commercialization. Coupling of graphene derivatives, such as graphene oxide (GO) and reduced graphene oxide (RGO), with semiconductors (TiO2, ZnO) offers a considerable potential to enhance the photocatalytic efficiency by providing higher surface area, stability, and fast electron conduction ability. Numerous papers have been published in recent years which couples Graphene, GO and RGO with different semiconductors for photocatalytic degradation of various organic pollutants. So, it is high time a comprehensive review should be presented to understand the potential and future prospects of photocatalysis in water treatment. This article aims to provide a critical review about recent progress in fabrication methods, modification techniques (non-metal or metal doping), efficiency and mechanism for organic pollutant photo degradation and visible light activation of graphene-based photocatalysts. The role of graphene in photocatalysis and organic pollutant degradation mechanism is summarized. Moreover, novel graphene and layered double hydroxide (LDH) composites are also discussed as potential candidates in wastewater treatment. Furthermore, future prospects and challenges such as separation, recyclability and health hazards of these composites are discussed to provide an outlook about their practical application in water purification. GRAPHICAL ABSTRACT
石墨烯(G)是一种二维碳层,被认为是21世纪的神奇材料,由于其卓越的理化性质,它已被探索用于各种科学技术领域。在环境修复领域,对环保和绿色工艺的追求越来越重视太阳能驱动的光催化。传统的半导体光催化剂存在电子-空穴对复合、聚集和宽带隙等缺点,阻碍了其商业化。石墨烯衍生物,如氧化石墨烯(GO)和还原氧化石墨烯与半导体(TiO2、ZnO)的偶联,通过提供更高的表面积、稳定性和快速电子传导能力,提供了提高光催化效率的巨大潜力。近年来发表了许多论文,将石墨烯、GO和RGO与不同的半导体耦合,用于光催化降解各种有机污染物。因此,现在是时候对光催化在水处理中的潜力和未来前景进行全面的综述了。本文旨在对石墨烯基光催化剂的制备方法、改性技术(非金属或金属掺杂)、有机污染物光降解效率和机理以及可见光活化等方面的最新进展进行综述。综述了石墨烯在光催化中的作用及降解有机污染物的机理。此外,还讨论了新型石墨烯和层状双氢氧化物(LDH)复合材料作为废水处理的潜在候选材料。此外,还讨论了这些复合材料的未来前景和挑战,如分离性、可回收性和健康危害,以展望其在水净化中的实际应用。图形摘要
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引用次数: 2
Artificial intelligence as an upcoming technology in wastewater treatment: a comprehensive review 人工智能作为一种即将出现的废水处理技术:综述
Q1 Environmental Science Pub Date : 2021-01-01 DOI: 10.1080/21622515.2021.1913242
Arti Malviya, D. Jaspal
ABSTRACT Artificial intelligence (AI) is nowadays an upcoming technology. It is a practice of simulating human intelligence for varied applications. When compared with the standard practices, AI is developing at a rapid rate. AI has proved its worth in several areas such as agriculture, automobile industry, banking and finance, space exploration, artificial creativity, etc. Owing to the efficiency, speed, and independence from human operations, AI is now entering the wastewater treatment sector. This technology has been used for monitoring the performance of the water treatment plants in terms of efficiency parameters, Biological Oxygen Demand (BOD) and Chemical Oxygen Demand (COD) determination, elimination of nitrogen and sulphur, prediction of turbidity and hardness, uptake of contaminants, etc., in the wastewater sector. Artificial Neural Networks (ANN), Fuzzy Logic Algorithms (FL), and Genetic Algorithms (GA) are the basic three models under AI predominantly used in the wastewater sector. Studies reveal that the determination coefficient values of 0.99 can be attained for COD, BOD, heavy metals and organics removal using ANN and hybrid intelligent systems. This review paper describes research with all the possible models of AI utilized in the water treatment which have enhanced the pollutant removal percentage accuracy of ranging from 84% to 90% and provided viewpoint on future directions of novel research, in the field with due focus on pollution remediation, cost effectiveness, energy economy, and water management. GRAPHICAL ABSTRACT
摘要人工智能(AI)是当今一项新兴技术。这是一种模拟人类智能以用于各种应用的实践。与标准实践相比,人工智能发展速度很快。人工智能已经在农业、汽车工业、银行和金融、太空探索、人工创意等领域证明了它的价值。由于其效率、速度和独立于人类操作,人工智能现在正进入废水处理领域。该技术已用于监测水处理厂在废水部门的效率参数、生物需氧量(BOD)和化学需氧量(COD)测定、氮和硫的去除、浊度和硬度的预测、污染物的吸收等方面的性能。人工神经网络(ANN)、模糊逻辑算法(FL)和遗传算法(GA)是人工智能下主要用于废水处理领域的三个基本模型。研究表明,采用人工神经网络和混合智能系统对COD、BOD、重金属和有机物的去除可以达到0.99的测定系数。这篇综述文章描述了在水处理中使用的所有可能的人工智能模型的研究,这些模型将污染物去除率的准确率提高了84%至90%,并为该领域的新研究方向提供了观点,重点是污染修复、成本效益、能源经济和水管理。图形摘要
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引用次数: 30
期刊
Environmental Technology Reviews
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