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A comprehensive review of membrane-based water filtration techniques 膜法水过滤技术综述
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-07-08 DOI: 10.1007/s13201-024-02226-y
Shahid Aziz, Abdur Rehman Mazhar, Ali Ubaid, Syed Muhammad Hamza Shah, Yasser Riaz, Tariq Talha, Dong-Won Jung

The purification of water is not only essential for human consumption but is becoming a necessity considering the limited freshwater reserves of the planet. Over the last few decades advancements in material sciences and technology have paved the way for the development of novel purification techniques. Amongst these techniques membrane-based filtration is considered as the least expensive and most effective. These membrane-based filtration techniques can be broadly categorized into reverse osmosis (RO), ultrafiltration, microfiltration and activated carbon filters (ACF). The mode of operation, research evolution and practical applications of each technique are compared in this holistic analysis. Although RO is the oldest and most established membrane-based filtration technique in the literature, it is ACF that is ranked as the most promising new technique with much simplicity and effectiveness.

水的净化不仅对人类的消费至关重要,而且考虑到地球上有限的淡水储备,水的净化正成为一种必需品。过去几十年来,材料科学和技术的进步为新型净化技术的发展铺平了道路。在这些技术中,膜过滤被认为是成本最低、最有效的技术。这些膜过滤技术大致可分为反渗透(RO)、超滤、微滤和活性炭过滤器(ACF)。本综合分析报告对每种技术的运行模式、研究发展和实际应用进行了比较。虽然反渗透是文献中最古老、最成熟的膜过滤技术,但活性碳过滤才是最有前途的新技术,它简单有效。
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引用次数: 0
Sunflower (Helianthus annuus) seeds as a natural coagulant for water turbidity treatment: assessment of efficacy and dosage 向日葵(Helianthus annuus)种子作为天然混凝剂处理水体浊度:功效和用量评估
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-07-05 DOI: 10.1007/s13201-024-02228-w
Caston Mahamba, Lobina Gertrude Palamuleni

The quality of river and borehole water fluctuates because of both agricultural and industrial pollutants. Surface runoff during the rainy seasons is high which promote increased turbidity levels in water sources, and this exerts pressure on the quality and usability of the water for domestic use. Unfortunately, most municipalities in developing countries are poor to afford conventional water treatment methods. This study assessed the use of natural coagulants extracted from sunflower seeds for turbidity treatment. Water samples were collected during summer, winter, and autumn from 10 randomly selected groundwater sources and three segments of the Mwerahari River in Buhera District, Zimbabwe. Results captured seasonal turbidity variations across the river segments and the boreholes. Summer season recorded the maximum average levels of turbidity (76 NTU) while autumn and winter recorded 38.7 NTU 36.7 NTU, respectively. Water turbidity levels were above the acceptable 5 NTU Standard Association of Zimbabwe and WHO. The maximum removal efficiency of turbidity was achieved at 80 min at the dose of 4 g/l. These results revealed that the removal efficiency of 95% with 4.6 NTU turbidity is a function of dose; removal efficiency increases as dose of coagulant increases. These results demonstrated that sunflower seed is an effective low-cost natural coagulant for turbidity water treatment.

由于农业和工业污染物的影响,河水和井水的水质时好时坏。雨季地表径流量大,导致水源浑浊度增加,对生活用水的水质和可用性造成压力。遗憾的是,发展中国家的大多数城市都很贫穷,负担不起传统的水处理方法。本研究评估了使用从向日葵种子中提取的天然混凝剂进行浊度处理的情况。研究人员在夏季、冬季和秋季从随机选取的 10 个地下水源和津巴布韦布赫拉区 Mwerahari 河的三个河段采集了水样。结果捕捉到了各河段和井眼的季节性浊度变化。夏季平均浊度最高(76NTU),秋季和冬季分别为 38.7 NTU 36.7 NTU。水的浊度水平高于津巴布韦标准协会和世界卫生组织规定的可接受的 5 NTU 标准。在 4 克/升的剂量下,浊度的最大去除效率在 80 分钟时达到。这些结果表明,4.6 NTU 浊度的去除率为 95%,这与剂量有关;随着混凝剂剂量的增加,去除率也会增加。这些结果表明,葵花籽是一种有效的低成本浊水处理天然混凝剂。
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引用次数: 0
High-resolution estimates of water availability for the Iberian Peninsula under climate scenarios 气候情景下伊比利亚半岛可用水量的高分辨率估算值
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-07-04 DOI: 10.1007/s13201-024-02165-8
Bolivar Paredes-Beltran, Alvaro Sordo-Ward, Francisco Martin-Carrasco, Luis Garrote

Water availability is of paramount importance for sustainable development and environmental planning, specifically in regions such as the Iberian Peninsula, renowned for diverse landscapes and varying climatic conditions. Due to climate change, understanding the potential impacts on water resources becomes essential for effective water management strategies. This research effort aims to assess future potential water availability for the Iberian Peninsula in different climate scenarios, employing cutting-edge water resource modelling techniques integrated within a geographic information system (GIS) framework. In this study, potential water availability is defined as the annual demand for water that can be satisfied at a specific point in the fluvial network with certain reliability. An ensemble of state-of-the-art climate models is utilised to project runoff for the Iberian Peninsula during the mid- and late-twenty-first century periods. These climate projections were subsequently processed using the GIS-based water resource management model, WAAPA, to derive potential water availability under a range of realistic hypotheses. The results indicate that anticipated shifts in precipitation patterns will lead to alterations in hydrological regimes across the region, significantly impacting future water availability. By using GIS-based methodologies, we can facilitate the identification of vulnerable areas susceptible to changes in water availability, offering spatially explicit information along the main rivers of the Iberian Peninsula for decision-makers and stakeholders. High-resolution spatial outputs from this research and detailed water availability estimates serve as valuable input for integrated water resource management and climate change adaptation planning. By combining advanced GIS-based hydrological modelling with climate scenarios, this research presents a robust framework for assessing water resources amidst a changing climate, applicable to other regions struggling with analogous challenges. Ultimately, our study provides vital insights for policymakers and stakeholders, empowering them to make informed decisions and devise adaptive measures to ensure sustainable use of water resources despite uncertain future climatic conditions.

水资源供应对于可持续发展和环境规划至关重要,尤其是在伊比利亚半岛等以地貌多样、气候条件各异而闻名的地区。由于气候变化,了解对水资源的潜在影响对于制定有效的水资源管理战略至关重要。这项研究工作旨在评估伊比利亚半岛未来在不同气候情景下的潜在可用水量,在地理信息系统(GIS)框架内采用最先进的水资源建模技术。在这项研究中,潜在可用水量被定义为在一定的可靠性条件下,河道网络中某一特定点能够满足的年需水量。研究采用了一系列最先进的气候模型来预测伊比利亚半岛在 21 世纪中后期的径流量。随后,利用基于地理信息系统的水资源管理模型 WAAPA 对这些气候预测进行了处理,以得出在一系列现实假设条件下的潜在可用水量。结果表明,降水模式的预期变化将导致整个地区水文系统的改变,从而对未来的供水量产生重大影响。通过使用基于地理信息系统的方法,我们可以帮助识别易受可用水量变化影响的脆弱地区,为决策者和利益相关者提供伊比利亚半岛主要河流沿岸的明确空间信息。这项研究的高分辨率空间输出结果和详细的可用水量估算结果是水资源综合管理和气候变化适应规划的宝贵输入。通过将先进的基于地理信息系统的水文模型与气候情景相结合,这项研究提出了一个在不断变化的气候中评估水资源的强大框架,适用于其他面临类似挑战的地区。最终,我们的研究为政策制定者和利益相关者提供了重要的见解,使他们能够做出明智的决策并制定适应措施,以确保在未来气候条件不确定的情况下可持续地利用水资源。
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引用次数: 0
Identification of hydrochemical processes of groundwater in Nekor-Ghiss plain (Morocco): using the application of multivariate statistics and Geographic Information Systems (GIS) to map groundwater 确定内科尔-吉斯平原(摩洛哥)地下水的水化学过程:应用多元统计和地理信息系统(GIS)绘制地下水地图
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-07-04 DOI: 10.1007/s13201-024-02220-4
Soukaina El khalki, Mohammad Ghalit, Rachida Elbarghmi, Khalil Azzaoui, Shehdeh Jodeh, Ghadir Hanbali, Abdellatif Lamhamdi

In arid and semiarid zones, groundwater is a vital and indispensable natural resource. Indeed, these water resources have become extremely limited due to several factors, including climate change, salinization, and overexploitation. This study covers the hydrochemical characterization of groundwater in the Nekor-Ghiss plain which is located in northern Morocco. To achieve this objective, a set of 79 water samples was analyzed, for various physical and chemical parameters of the samples, including E.C, pH, TDS, HCO3, SO42−, Ca2+, Mg2+, Na+, K+, PO43−, NO3, NO2 and NH4+. Several methods were used to interpret the hydrochemical data, namely graphical methods, principal component analysis (PCA), hierarchical ascending classification, and ion exchange indices. A detailed geochemical study of groundwater is described to identify the origin of the chemical composition of groundwater. The results show that the samples studied are characterized by very high mineralization (> 1500 mg/l), with the predominance of Na+, Cl and SO42− ions. The interpretation of geochemical signatures of groundwater in the Nekor-Ghiss plain shows sulfate-sodium (Na–SO4) and chloride-sodium (Na–Cl) facies. Natural geochemical processes are responsible for water regulation, while human activities exert a limited influence on this control. Marine intrusion, evaporation, and the ion exchange process largely control the chemistry of the aquifer. Using PCA to confirm controlled water chemistry processes revealed three homogeneous groups. The study contributes to a better understanding of the quality and mineralization of groundwater in the Nekor-Ghiss plain, and it will serve as a reference for other plains with similar characteristics.

在干旱和半干旱地区,地下水是不可或缺的重要自然资源。事实上,由于气候变化、盐碱化和过度开采等多种因素,这些水资源已变得极为有限。本研究涉及摩洛哥北部内科尔-吉斯平原地下水的水化学特征。为实现这一目标,对 79 份水样进行了分析,以确定水样的各种物理和化学参数,包括 E.C、pH 值、TDS、HCO3-、SO42-、Ca2+、Mg2+、Na+、K+、PO43-、NO3-、NO2- 和 NH4+。在解释水化学数据时使用了几种方法,即图表法、主成分分析法(PCA)、分层升序分类法和离子交换指数。对地下水进行了详细的地球化学研究,以确定地下水化学成分的来源。研究结果表明,所研究的样本具有很高的矿化度(> 1500 mg/l),以 Na+、Cl- 和 SO42- 离子为主。对内科尔-吉斯平原地下水地球化学特征的解释显示出硫酸钠(Na-SO4)和氯酸钠(Na-Cl)层。自然地球化学过程负责水的调节,而人类活动对这种控制的影响有限。海洋入侵、蒸发和离子交换过程在很大程度上控制着含水层的化学成分。利用 PCA 来确认受控的水化学过程揭示了三个同质组。这项研究有助于更好地了解内科尔-吉斯平原地下水的水质和矿化情况,并将为其他具有类似特征的平原提供参考。
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引用次数: 0
Determination of the amount of oxygen required for each function in the bacterial cell during phenol biodegradation in wastewater: a unique concept 确定废水中苯酚生物降解过程中细菌细胞各项功能所需的氧气量:一个独特的概念
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-06-28 DOI: 10.1007/s13201-024-02218-y
Hesham R. Lotfy

The goal of this study is to provide more in-depth study into the biodegradation of phenol and to determine the amount of oxygen required for each function in the bacterial cell which is fundamental in understanding of cell metabolism and biology. The total amount of oxygen consumed by bacteria is determined using manometric technique. In the biodegradation of phenol (less than 150 mg/L) the oxygen consumed up to the plateau (the stage associated with the termination of carbon) is found to be composed of three portions, one is used to directly oxidize portion of the substrate to produce energy to allow normal cell functions to sustain life which is estimated to be 50% of the plateau BOD (biochemical oxygen demand), the second portion is to oxidize energy storage intermediate (most probably carbon mono oxide, CO, is oxidized to CO2) to release energy which is then used to power reproduction which is estimated to be 41.75% of the plateau BOD, third portion is incorporated into the produced new cells which is estimated to be 8.25% of the plateau BOD. The correlation coefficient between the initial phenol concentration and the ultimate BOD values is found to be r = 0.9999. This value of correlation coefficient, r, may indicate that microbes are, in a way, estimating the amount of food available and they grow and reproduce accordingly. This article provides a better understanding of cell metabolism and biology. This understanding of cell metabolism may offer better understanding of human cells. The results of this research paves the way for a similar research on human cells where abnormal oxygen uptake may assist in early prediction of cells dysfunction and diseases and may help in early taking the necessary precautions to avoid illness.

这项研究的目的是对苯酚的生物降解进行更深入的研究,并确定细菌细胞中每种功能所需的氧气量,这对了解细胞新陈代谢和生物学至关重要。细菌消耗的氧气总量是通过压力计技术测定的。在苯酚(小于 150 毫克/升)的生物降解过程中,发现在高原(与碳终止相关的阶段)消耗的氧气由三部分组成,一部分用于直接氧化部分底物以产生能量,使正常的细胞功能得以维持生命,估计占高原 BOD(生化需氧量)的 50%;第二部分用于氧化能量储存中间体(很可能是一氧化碳,CO,被氧化成 CO2)以释放能量,然后用于为繁殖提供动力,估计占高原 BOD 的 41.据估计,这部分能量占高原生化需氧量的 41.75%;第三部分被纳入生成的新细胞中,占高原生化需氧量的 8.25%。初始苯酚浓度与最终生化需氧量之间的相关系数为 r = 0.9999。这个相关系数 r 值可能表明,微生物在某种程度上估计了可获得的食物量,并据此进行生长和繁殖。这篇文章让我们对细胞新陈代谢和生物学有了更好的了解。对细胞新陈代谢的了解可能有助于更好地理解人体细胞。这项研究的结果为类似的人体细胞研究铺平了道路,异常摄氧量可能有助于及早预测细胞功能障碍和疾病,并有助于及早采取必要的预防措施以避免疾病。
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引用次数: 0
Penicillin removal from the aqueous environment based on AOPs/challenges and outlook. A review 基于 AOPs/挑战和展望从水环境中去除青霉素。综述
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-06-27 DOI: 10.1007/s13201-024-02223-1
Shima Goodarzi, Masoomeh Torabideh, Gholamreza Parsaseresht, Hossein Abdipour, Hossein Kamani, Tayebe Zomorrodi Jangaee

Today, the deterioration of water quality is still a big concern among researchers, whose essential strategy is to develop water purification processes. The presence of contamination of emerging concerns has become a challenging issue, their toxicity, persistence in the aquatic environment, and their mass accumulation at low concentrations have had adverse effects on human health and aquatic organisms. Biological disposal or improper disposal, these pollutants cause serious damage to the population of non-target groups. Penicillin is a broad-spectrum group of beta-lactam antibiotics that has caused concerns for human health and the environment due to its slow decomposition in water sources. This review article focuses on the application of advanced oxidation processes to eliminate these antibiotics. Several studies have investigated the effects of different parameters on species with both ultraviolet and non-ultraviolet light. The results have been promising, with an average efficiency above 80% for these processes. Despite the limitations of various methods, the knowledge gap in future studies has been addressed by proposing the use of Fenton, ultrasound method and Integrated processes like Synergistic Remediation-Advanced Oxidation Processes.

如今,水质恶化仍然是研究人员十分关注的问题,他们的基本策略是开发水净化工艺。新出现的污染问题已成为一个具有挑战性的问题,它们的毒性、在水生环境中的持久性以及在低浓度下的大量累积对人类健康和水生生物产生了不利影响。生物处理或处理不当,这些污染物会对非目标群体造成严重损害。青霉素是一类广谱的β-内酰胺类抗生素,由于在水源中分解缓慢,已引起人类健康和环境的关注。这篇综述文章重点介绍了如何应用高级氧化工艺来消除这些抗生素。有几项研究利用紫外光和非紫外光调查了不同参数对物种的影响。研究结果令人鼓舞,这些工艺的平均效率超过 80%。尽管各种方法都有其局限性,但通过建议使用芬顿法、超声波法和协同修复-高级氧化工艺等综合工艺,解决了未来研究中的知识空白问题。
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引用次数: 0
Assessment of the impact of climate change on current and future flows of the ungauged Aga-Foua-Djilas watershed: a comparative study of hydrological models CWatM under ISIMIP and HMF-WA 评估气候变化对未经测量的阿加-富瓦-吉拉斯(Aga-Foua-Djilas)流域当前和未来流量的影响:对 ISIMIP 和 HMF-WA 下的水文模型 CWatM 的比较研究
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-06-25 DOI: 10.1007/s13201-024-02219-x
Philippe Malick Dione, Cheikh Faye, Ahmed Mohamed, Saad S. Alarifi, Musaab A. A. Mohammed

Studying the pressing impacts of climate change on runoff is vital for the sustainable functioning of society and ecosystems. In Senegal, there is insufficient consideration given to the magnitude of the decrease in water resources caused by climate change and the potential impact of this decrease on both society and the environment. The objective of this study was to evaluate the hydrological effects of climate change in the Aga-Foua-Djilas basin by employing CWatM hydrological models inside the frameworks of ISIMIP and HMF-WA. Over the historical period (1981–2019) in the Aga-Foua-Djilas basin, the analysis of all hydrological parameters indicates positive trends, although not statistically significant (except for runoff). Over the future period, unlike temperatures and PET, which show an upward trend in all scenarios, precipitation and runoff show downward trends, which are more significant under SSP 585. For precipitation, Kendall’s Tau shows a downward trend of − 0.157 mm/yr, − 0.321 mm/yr, and − 0.472 mm/yr under SSP 126, SSP 370 and SSP 585, respectively. For runoff, the trends are negative and of the order of − 0.207 m3/s/yr, − 0.44 m3/s/yr, and − 0.565 m3/s/yr, respectively, under SSP 126, SSP 370 and SSP 585 with CwatM and − 0.248 m3/s/yr (SSP 126), − 0.389 m3/s/yr (SSP 245) and − 0.579 m3/s/yr (SSP585) with HMF-WA. Compared with the decrease in precipitation toward the end of the century, the decrease in runoff noted for the distant future (2081–2100) will be of the order of − 32.8% (SSP 126), − 80.8% (SSP 370) and − 94.6% (SSP 585) with CwatM and − 22.3% (SSP 126), − 19.6% (SSP 245) and − 50.9% (SSP 585) with HMF-WA. This study could help policymakers and stakeholders to develop adaptation strategies for the Aga-Foua-Djilas basin.

研究气候变化对径流的迫切影响对于社会和生态系统的可持续运作至关重要。在塞内加尔,人们对气候变化导致水资源减少的程度及其对社会和环境的潜在影响考虑不足。本研究的目的是在 ISIMIP 和 HMF-WA 框架内,利用 CWatM 水文模型评估气候变化对阿加-富瓦-吉拉斯盆地的水文影响。在阿加-富瓦-吉拉斯盆地的历史时期(1981-2019 年),对所有水文参数的分析均显示出积极的趋势,尽管在统计上并不显著(径流除外)。在未来时期,气温和 PET 在所有方案中均呈上升趋势,而降水和径流则不同,在 SSP 585 方案中呈下降趋势,且更为显著。在降水方面,Kendall's Tau 在 SSP 126、SSP 370 和 SSP 585 条件下分别显示出-0.157 毫米/年、-0.321 毫米/年和-0.472 毫米/年的下降趋势。在 SSP 126、SSP 370 和 SSP 585 条件下,径流趋势为负,分别为- 0.207 立方米/秒/年、- 0.44 立方米/秒/年和- 0.565 立方米/秒/年;在 CwatM 条件下,径流趋势为负,分别为- 0.248 立方米/秒/年(SSP 126)、- 0.389 立方米/秒/年(SSP 245)和- 0.579 立方米/秒/年(SSP 585);在 HMF-WA 条件下,径流趋势为负,分别为- 0.207 立方米/秒/年、- 0.44 立方米/秒/年和- 0.565 立方米/秒/年。与本世纪末降水量的减少相比,远期未来(2081-2100 年)径流量的减少依次为:采用 CwatM 时-32.8%(SSP 126)、-80.8%(SSP 370)和-94.6%(SSP 585);采用 HMF-WA 时-22.3%(SSP 126)、-19.6%(SSP 245)和-50.9%(SSP 585)。这项研究有助于决策者和利益相关者为阿加-富瓦-吉拉斯盆地制定适应战略。
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引用次数: 0
Treatment of crude oil-polluted water using CoFe2O4-doped mango (Mangifera indica) seed shell composite 使用掺杂 CoFe2O4 的芒果(Mangifera indica)种壳复合材料处理原油污染的水体
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-06-24 DOI: 10.1007/s13201-024-02212-4
Christian O. Asadu, Chika Oliver Ujah, Benjamin Nnamdi Ekwueme, Chinonso Anthony Ezema, Thomas O. Onah, Trobjon Makhkamov, Christian Chikezie Aka, Franklin O. Ugwele, Chijioke Elijah Onu

This study investigates the potential of cobalt ferrite-doped mango seed shell (CoFe2O4-MSS) as an innovative and eco-friendly approach for the treatment of crude oil-polluted water. CoFe2O4-MSS was synthesized by impregnating carbonized mango seed shell with cobalt ferrite nanoparticles through thermal precipitation. The study systematically evaluated the adsorption capacity, kinetics, and isotherm behavior of the developed material using standard equations. Experimental results demonstrate the effectiveness of the cobalt ferrite-doped mango seed shell in adsorbing crude oil components, with high removal efficiency of 98.3% at 80 °C after 50 min. The crystallite sizes of raw mango seed shell and CoFe2O4-MSS are 31.8 nm and 21.3 nm, respectively. The calculated adsorption capacity stood at 55.50 mg/g, the Brunauer–Emmett–Teller surface area of CoFe2O4-MSS was 1007.4m2/g with a porosity distribution of 1.685 (eta) while the volume and pore diameter are 3.104m3/g and 7.212 nm, respectively. FTIR analysis revealed the presence of aliphatic, aromatic, and silicon compounds. The isotherm data matched well with Langmuir isotherm model while kinetic data fitted well with Bhattacharya–Venkobachar model. The unique properties of cobalt ferrite, a magnetic and iron-based material, combined with the abundant and biodegradable nature of mango seed shells, make this composite an attractive adsorbent for removing crude oil contaminants. This research contributes to the development of sustainable and cost-effective solutions for addressing environmental challenges posed by crude oil pollution. Also, this research has contributed immensely to the sustainable development goals of the united nation (UN-SDG) regarding environmental protection.

本研究探讨了掺杂钴铁氧体的芒果籽壳(CoFe2O4-MSS)作为一种创新的生态友好型方法处理原油污染水的潜力。CoFe2O4-MSS 是通过热沉淀法将碳化芒果籽壳与钴铁氧体纳米颗粒浸渍在一起而合成的。研究使用标准方程系统地评估了所开发材料的吸附能力、动力学和等温线行为。实验结果表明,掺杂钴铁氧体的芒果籽壳能有效吸附原油成分,在 80 °C 条件下,50 分钟后的去除率高达 98.3%。生芒果籽壳和 CoFe2O4-MSS 的结晶尺寸分别为 31.8 nm 和 21.3 nm。计算得出的吸附容量为 55.50 mg/g,CoFe2O4-MSS 的 Brunauer-Emmett-Teller 表面积为 1007.4m2/g,孔隙率分布为 1.685 (eta),体积和孔径分别为 3.104m3/g 和 7.212 nm。傅立叶变换红外光谱分析显示了脂肪族、芳香族和硅化合物的存在。等温线数据与 Langmuir 等温线模型十分吻合,而动力学数据则与 Bhattacharya-Venkobachar 模型十分吻合。钴铁氧体是一种磁性铁基材料,其独特的性质与芒果籽壳丰富且可生物降解的特性相结合,使这种复合材料成为一种极具吸引力的去除原油污染物的吸附剂。这项研究有助于开发可持续和具有成本效益的解决方案,以应对原油污染带来的环境挑战。此外,这项研究还为实现联合国(UN-SDG)有关环境保护的可持续发展目标做出了巨大贡献。
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引用次数: 0
Revealing accuracy in climate dynamics: enhancing evapotranspiration estimation using advanced quantile regression and machine learning models 揭示气候动力学的准确性:利用先进的量子回归和机器学习模型提高蒸散量估算水平
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-06-24 DOI: 10.1007/s13201-024-02211-5
Saeed Sharafi, Mehdi Mohammadi Ghaleni

This study examines the effectiveness of various quantile regression (QR) and machine learning (ML) methodologies developed for analyzing the relationship between meteorological parameters and daily reference evapotranspiration (ETref) across diverse climates in Iran spanning from 1987 to 2022. The analyzed models include D-vine copula-based quantile regression (DVQR), multivariate linear quantile regression (MLQR), Bayesian model averaging quantile regression (BMAQR), as well as machine learning algorithms such as extreme learning machine (ELM), random forest (RF), M5 model Tree (M5Tree), least squares support vector regression algorithm (LSSVR), and extreme gradient boosting (XGBoost). Additionally, empirical equations (EEs) such as Baier and Robertson (BARO), Jensen and Haise (JEHA), and Penman (PENM) models were considered. While the EEs demonstrated acceptable performance, the QR and ML models exhibited superior accuracy. Among these, the MLQR model displayed the highest accuracy compared to DVQR and BMAQR models. Moreover, LSSVR, XGBoost, and M5Tree models outperformed ELM and RF models. Notably, LSSVR, XGBoost, and MLQR models exhibited comparable performance (R2 and NSE > 0.92, MBE and RMSE < 0.5, and SI > 0.05) to M5Tree and BMAQR models across all climates. Importantly, these models significantly outperformed EEs, DVQR, ELM, and RF models in all climates. In conclusion, high-dimensional QR and ML models are recommended as promising alternatives for accurately estimating daily ETref in diverse global climate conditions.

本研究探讨了各种量化回归(QR)和机器学习(ML)方法在分析伊朗不同气候条件下气象参数与日参考蒸散量(ETref)之间关系时的有效性,时间跨度为 1987 年至 2022 年。分析的模型包括基于 D-vine copula 的量化回归(DVQR)、多元线性量化回归(MLQR)、贝叶斯模型平均量化回归(BMAQR),以及极端学习机(ELM)、随机森林(RF)、M5 模型树(M5Tree)、最小二乘支持向量回归算法(LSSVR)和极端梯度提升(XGBoost)等机器学习算法。此外,还考虑了经验方程 (EE),如 Baier 和 Robertson (BARO)、Jensen 和 Haise (JEHA) 以及 Penman (PENM) 模型。虽然 EE 的性能可以接受,但 QR 和 ML 模型的准确性更胜一筹。其中,与 DVQR 和 BMAQR 模型相比,MLQR 模型的准确度最高。此外,LSSVR、XGBoost 和 M5Tree 模型的表现优于 ELM 和 RF 模型。值得注意的是,在所有气候条件下,LSSVR、XGBoost 和 MLQR 模型的性能(R2 和 NSE >0.92、MBE 和 RMSE <0.5、SI >0.05)与 M5Tree 和 BMAQR 模型相当。重要的是,这些模型在所有气候条件下的表现都明显优于 EEs、DVQR、ELM 和 RF 模型。总之,建议将高维 QR 和 ML 模型作为在全球不同气候条件下准确估算日 ETref 的有前途的替代方法。
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引用次数: 0
GIS-based multi-criteria decision making for delineation of potential groundwater recharge zones for sustainable resource management in the Eastern Mediterranean: a case study 基于地理信息系统的多标准决策,为东地中海可持续资源管理划定潜在地下水补给区:案例研究
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-06-21 DOI: 10.1007/s13201-024-02217-z
Hazem Ghassan Abdo, Dinesh Kumar Vishwakarma, Karam Alsafadi, Ahmed Ali Bindajam, Javed Mallick, Suraj Kumar Mallick, Karikkathil C. Arun Kumar, Jasem A. Albanai, Alban Kuriqi, Artan Hysa

In light of population growth and climate change, groundwater is one of the most important water resources globally. Groundwater is crucial for sustaining many vital sectors in Syria, including industrial and agricultural sectors. However, groundwater exploitation has significantly escalated to meet different water needs especially in the post-war period and the earthquake disaster. Therefore, the goal was this study delineation of the groundwater potential zones (GPZs) by integrating the analytic hierarchy process (AHP) method in a geographic information systems (GIS) within the AlAlqerdaha river basin in western Syria. In this study, ten criteria were used to map the spatial distribution of GPZs, including slope, geomorphology, drainage density, land use/land cover (LU/LC), lineament density, lithology, rainfall, soil, curvature and topographic wetness index (TWI). GPZs map was validated by using the location of 74 wells and the Receiver Operating Characteristic Curve (ROC). The findings suggest that the study area is divided into five GPZs: very low, 21.39 km2 (10.87%); low, 52.45 km2 (26.65%); moderate, 65.64 km2 (33.35%); high, 40.45 km2 (20.55%) and very high, 16.90 km2 (8.58%). High and very high zones mainly corresponded to the western regions of the study area. The conducted spatial modeling indicated that the AHP-based GPZs map showed a remarkably acceptable correlation with wells locations (AUC = 87.7%, n = 74), demonstrating the precision of the AHP–GIS as a rating method. The results of this study provide objective and constructive outputs that can help decision-makers to optimally manage groundwater resources in the post-war phase in Syria.

鉴于人口增长和气候变化,地下水是全球最重要的水资源之一。地下水对维持叙利亚许多重要部门(包括工业和农业部门)的运转至关重要。然而,为满足不同的用水需求,地下水开采量大幅增加,尤其是在战后和地震灾害期间。因此,本研究的目标是通过在叙利亚西部 AlAlqerdaha 河流域的地理信息系统(GIS)中整合层次分析法(AHP),划定地下水潜力区(GPZ)。本研究采用了十项标准来绘制 GPZ 的空间分布图,包括坡度、地貌、排水密度、土地利用/土地覆被 (LU/LC)、线状密度、岩性、降雨量、土壤、曲率和地形湿润指数 (TWI)。利用 74 口水井的位置和接收者工作特征曲线 (ROC) 验证了 GPZ 地图。研究结果表明,研究区域被划分为五个 GP 区:极低区,21.39 平方公里(10.87%);低区,52.45 平方公里(26.65%);中等区,65.64 平方公里(33.35%);高区,40.45 平方公里(20.55%)和极高区,16.90 平方公里(8.58%)。高度和极高度区主要分布在研究区的西部地区。空间建模结果表明,基于 AHP 的 GPZ 地图与水井位置的相关性非常好(AUC = 87.7%,n = 74),这表明 AHP-GIS 作为一种评级方法的精确性。本研究的结果提供了客观和建设性的输出,有助于决策者在叙利亚战后阶段优化管理地下水资源。
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引用次数: 0
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Applied Water Science
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