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Integrated hydrological modelling and streamflow characterization of Gangotri Glacier meltwater 岗戈特里冰川融水的综合水文模型和水流特征描述
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-10-04 DOI: 10.1007/s13201-024-02283-3
Manohar Arora, N. K. Goel, Kapil Kesarwani, Jatin Malhotra

Runoff from glaciated catchments is an integrated process that includes glacier melt, snowmelt, rainfall and surface and subsurface runoff of meltwater from glacierized and non-glacierized areas. Monitoring and quantifying the contribution of the hydrologic components (snow, ice and rain) to river discharge in the Himalayan basins is essential for decision-making in the water sector, particularly in water resources management and flood risk reduction in the region. An attempt has been made to characterize and hydrologically model streamflow (Bhagirathi River) for the Gangotri Glacier (Central Himalaya, India). A semi-distributed conceptual hydrological model is used for the streamflow modelling and assessing the major streamflow components (snow melt, glacier melt and rainfall runoff). Initially, the model was calibrated using the available in situ hydro-meteorological records for the ablation seasons of 2013–14 to 2015–16 (3 years), and further validated for the ablation seasons of 2016–17 to 2018–19 (3 years). The model performed well for all the studied years except for some months, where abrupt changes in the contrasting weather parameters (precipitation and temperature) were recorded. In the Gangotri Glacier Valley (upper Bhagirathi River catchment), snowmelt contributed the largest portion (55.5%) to total streamflow followed by glacier melt (29.7%) and rainfall runoff components (14.7%).

冰川集水区的径流是一个综合过程,包括冰川融化、融雪、降雨以及冰川化和非冰川化地区融水的地表和地下径流。监测和量化水文成分(雪、冰和雨)对喜马拉雅山流域河流排水量的贡献对水利部门的决策至关重要,特别是在该地区的水资源管理和降低洪水风险方面。我们尝试对 Gangotri 冰川(印度喜马拉雅山脉中部)的河流流量(Bhagirathi 河)进行特征描述和水文建模。该模型采用半分布式概念水文模型,用于建立河水模型和评估主要河水成分(积雪融化、冰川融化和降雨径流)。最初,该模型使用 2013-14 年至 2015-16 年(3 年)消融季节的可用现场水文气象记录进行了校准,并在 2016-17 年至 2018-19 年(3 年)消融季节进行了进一步验证。该模型在所有研究年份中均表现良好,只有个别月份例外,在这些月份中记录到了对比天气参数(降水和温度)的突然变化。在冈格特里冰川谷(巴吉拉蒂河上游流域),融雪对总流量的贡献最大(55.5%),其次是冰川融水(29.7%)和降雨径流(14.7%)。
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引用次数: 0
Synergistic photocatalytic degradation of methylene blue using TiO2 composites with activated carbon and reduced graphene oxide: a kinetic and mechanistic study 利用二氧化钛与活性炭和还原氧化石墨烯的复合材料协同光催化降解亚甲基蓝:动力学和机理研究
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-10-03 DOI: 10.1007/s13201-024-02286-0
Ahmed Farghaly, Eman Maher, Ali Gad, Haitham El-Bery

This comprehensive study explored the removal of methylene blue (MB) from aqueous solutions as a model pollutant, utilizing solar-driven photocatalysis with nano-sized titanium dioxide (TiO2) and composites with activated carbon (AC) and reduced graphene oxide (RGO). This research introduces continuous solar reactor instead of conventional batch experiments investigating its design configuration. Utilizing response surface methodology (RSM), the study determined the optimal process conditions (MB concentration at 30 mg/L, pH 8.82, irradiation time 138 min), under which TiO2 achieved a 93.13% MB removal efficiency. The study further revealed that the integration of TiO2 with AC and RGO (5% wt.) significantly enhanced the MB photocatalytic degradation. The TiO2/AC composite achieved 98.3% MB degradation in 138 min of solar exposure, related to its large specific surface area of 146 m2/g and a pore volume of 0.439 cm3/g. Likewise, the TiO2/RGO composite demonstrated 97% removal with a surface area of 102 m2/g and a pore volume of 0.476 cm3/g, significantly better than nano-TiO2. Additionally, the research investigated the role of the solar reactor configuration on MB removal. Using 26 mm Pyrex tube diameter with 15 cm long on parabolic aluminum concentrator inclined at 30° optimally achieved the peak MB degradation efficiency. Recyclability tests shown a noticeable decrease in nano-TiO2 efficiency to 56.03% without regeneration; however, after regeneration following the third cycle, the efficiency significantly recovered to 70.07%. Thereby, this paper introduces an innovative, continuous, and well-designed solar reactor system for dye removal, employing nano-TiO2 and its composites with AC and RGO for improved photocatalytic efficiency under statistically optimized process conditions.

这项综合研究探讨了利用纳米二氧化钛(TiO2)以及活性炭(AC)和还原氧化石墨烯(RGO)复合材料的太阳能光催化技术去除水溶液中的模型污染物亚甲基蓝(MB)。这项研究引入了连续太阳能反应器,而不是传统的批量实验,以调查其设计配置。利用响应面方法(RSM),研究确定了最佳工艺条件(甲基溴浓度为 30 毫克/升,pH 值为 8.82,辐照时间为 138 分钟),在此条件下,TiO2 的甲基溴去除率达到 93.13%。研究进一步发现,TiO2 与 AC 和 RGO(5% wt.)的结合显著提高了甲基溴的光催化降解能力。TiO2/AC 复合材料在太阳照射 138 分钟内实现了 98.3% 的甲基溴降解,这与其 146 m2/g 的大比表面积和 0.439 cm3/g 的孔体积有关。同样,TiO2/RGO 复合材料的比表面积为 102 m2/g,孔体积为 0.476 cm3/g,去除率为 97%,明显优于纳米二氧化钛。此外,研究还调查了太阳能反应器配置对甲基溴去除的作用。在倾斜 30° 的抛物线铝聚光器上使用直径 26 毫米、长 15 厘米的派莱克斯管,可以达到最佳的甲基溴降解效率峰值。可回收性测试表明,在没有再生的情况下,纳米二氧化钛的效率明显降低到 56.03%;然而,在第三个循环再生后,效率明显恢复到 70.07%。因此,本文介绍了一种创新的、连续的、精心设计的用于染料去除的太阳能反应器系统,该系统采用纳米二氧化钛及其与 AC 和 RGO 的复合材料,在统计优化的工艺条件下提高了光催化效率。
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引用次数: 0
Enhanced cadmium (Cd2+) removal from wastewater using integrated inclined plate settler and composite adsorbent coating 利用一体化斜板沉淀器和复合吸附涂层提高废水中镉 (Cd2+) 的去除率
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-09-19 DOI: 10.1007/s13201-024-02292-2
Gilbert C. Chintokoma, Yonas Chebude, Shimelis K. Kassahun, Abayneh G. Demesa, Tuomas Koiranen

Bottlenecks inherent in batch and column adsorption configurations have impeded the implementation of the adsorption technique in large-scale wastewater treatment systems. This study mainly aimed to develop an innovative wastewater treatment prototype that integrates inclined plate settlers (IPS) and composite adsorbent coating (CAC). The objective is to enable the removal of Cd2+ from aqueous solutions in a continuous setup, thereby enhancing its practicality for large-scale applications. The combined IPS-CAC system was optimized at various angle of inclination (θ), influent flow rate (Q) and adsorbate initial concentration (Co) using the Box–Behnken Design (BBD) of the Response Surface Methodology (RSM). At optimized operating parameters (θ = 45°, Q = 5 ml/min and Ci = 1.87 mg/L) the IPS-CAC Cd2+ predicted (R2 = 0.9926) and experimental removal efficiencies were 75.8% and 69.7 ± 4.67%, respectively. The IPS-CAC breakthrough adsorption capacity was 9.6 mg/g. Comparing IPS-CAC performance with a tank without plates and IPS with plain plates, the Cd2+ removal efficiencies were 2.4 ± 0.1% and 4.6 ± 1.1%, respectively, confirming the synergistic effect of IPS and CAC. Additionally, breakthrough curves were acquired for various flow rates, cadmium influent concentrations, and plate inclination angles. Only a 10% decline in the removal effectiveness (from 69.7 to 59.7%) of the CAC after three adsorption–regeneration cycles was observed, indicating its stability for heavy metal removal. The results underpin the potential of using IPS-CAC for industrial wastewater treatment and enhancing the use of adsorption on a larger scale.

间歇式和柱吸附配置固有的瓶颈阻碍了吸附技术在大规模废水处理系统中的应用。本研究的主要目的是开发一种创新的废水处理原型,将倾斜板沉淀器(IPS)和复合吸附涂层(CAC)整合在一起。其目的是通过连续设置去除水溶液中的 Cd2+,从而提高大规模应用的实用性。采用响应面方法(RSM)的箱-贝肯设计(BBD),在不同的倾角(θ)、进水流速(Q)和吸附剂初始浓度(Co)条件下对 IPS-CAC 组合系统进行了优化。在优化操作参数(θ = 45°、Q = 5 ml/min 和 Ci = 1.87 mg/L)下,IPS-CAC Cd2+ 的预测去除率(R2 = 0.9926)和实验去除率分别为 75.8% 和 69.7 ± 4.67%。IPS-CAC 的突破吸附容量为 9.6 毫克/克。比较 IPS-CAC 与无板槽和 IPS 与普通板的性能,Cd2+ 去除率分别为 2.4 ± 0.1% 和 4.6 ± 1.1%,证实了 IPS 和 CAC 的协同效应。此外,还获得了不同流速、镉进水浓度和平板倾角下的突破曲线。经过三个吸附-再生周期后,CAC 的去除效果只下降了 10%(从 69.7% 降至 59.7%),这表明它具有去除重金属的稳定性。这些结果证明了将 IPS-CAC 用于工业废水处理的潜力,并促进了吸附技术在更大范围内的应用。
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引用次数: 0
Surface-coated PVDF@TAPEG selective ultrafiltration membranes: an investigation on membranes’ hydrophilicity, and antifouling characteristics for effective humic acid removal from wastewater 表面涂层 PVDF@TAPEG 选择性超滤膜:研究膜的亲水性和防污特性以有效去除废水中的腐植酸
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-09-19 DOI: 10.1007/s13201-024-02291-3
Leila Emadinezhad, Bita Ayati

This research aimed to synthesize polyvinyl fluoride membranes and coat them with tannic acid (TA) nanoparticles and polyethylene glycol (PEG) additives so that the membrane’s removal efficacy for humic acid (HA) pollutant from agricultural wastewater was investigated. Thus, six membranes with PEG:TA ratios of 0:0, 1:0, 0:1, 1:1, 4:1, and 1:4 were synthesized. Then, the membranes’ characteristics were identified by FTIR-ATR, FESEM, and AFM analysis, and HA’s particle size and zeta potential were also investigated. Based on optimizing effective parameters, the operating pressure of 1.5 bar and HA concentration of 80 ppm were selected as optimal values. The membrane with PEG:TA = 4:1, as the optimally modified membrane, had a pure water flux of 446.03 L/m2.h, effluent flux of 72.43 L/m2.h, and pollutant removal rate of 86.62% at pH = 7 after 60 min had passed. These values for the pristine membrane (PEG:TA = 0:0) were 265.64 L/m2.h, 89.39 L/m2.h, and 75.59%, respectively. The results showed that although the effluent flux was lower in the optimized modified membrane than in the pristine membrane, HA removal percentage was increased.

本研究旨在合成聚氟乙烯膜,并在膜上涂覆单宁酸(TA)纳米颗粒和聚乙二醇(PEG)添加剂,从而研究膜对农业废水中腐植酸(HA)污染物的去除效果。因此,合成了六种 PEG:TA 比例为 0:0、1:0、0:1、1:1、4:1 和 1:4 的膜。然后,通过 FTIR-ATR、FESEM 和 AFM 分析确定了膜的特性,并研究了 HA 的粒度和 zeta 电位。在优化有效参数的基础上,选择了 1.5 巴的操作压力和 80 ppm 的 HA 浓度作为最佳值。PEG:TA = 4:1 的膜为最佳改性膜,60 分钟后,在 pH = 7 的条件下,纯水通量为 446.03 L/m2.h,污水通量为 72.43 L/m2.h,污染物去除率为 86.62%。原始膜(PEG:TA = 0:0)的这一数值分别为 265.64 升/平方米.小时、89.39 升/平方米.小时和 75.59%。结果表明,虽然优化改性膜的污水通量低于原始膜,但 HA 的去除率却提高了。
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引用次数: 0
Basics of modern modeling and expansion of the relativity theory of time in the field of classical physics 时间相对论在经典物理学领域的现代建模和扩展的基础知识
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-09-19 DOI: 10.1007/s13201-024-02263-7
Shayan Shamohammadi

Throughout history, many scientists considered time as the result of changing the world and believed that time is not true. Among those who say that time is not true, Einstein is the only one who was able to mathematically explain the relativity of time in the field of geometry (space time) and present his equations in relativistic physics. Although Einstein, like other scientists, did not provide a clear definition of time, he presented the relativity of time well. He showed that time is not independent of space and bends along with space. Also, Einstein used the speed of light to convert mass into energy to introduce the law of mass–energy equivalence. Currently, basic laws such as conservation of mass, conservation of energy and equivalence of mass and energy have been presented. Recently, due to the importance of time in the development of science, especially in the field of water and chemistry, “timemass equivalence law” has also been presented (by the author). In this research, with the aim of expanding the relativity of time in the flows of mass and energy (not the field of motion and geometry), while presenting new definitions of “phenomenon”, “time” and “specific speed of transformation”, in addition to the theory of “mass equivalence law” “Time” was completed, the general equations of equivalence of energy time—and timemass were introduced. Then, to check the results more accurately, the general masstime equation (in this study, absorption kinetics) by performing surface absorption experiments of heavy metals (Fe + 2, Pb + 2, Zn + 2, Ni + 2, Cd + 2, Cu + 2)) was investigated by the adsorbents of green walnut shell (GWH) and its biochar (GWHB), and the results are tested in different ways.

纵观历史,许多科学家认为时间是世界变化的结果,认为时间是不真实的。在那些认为时间不存在的人中,爱因斯坦是唯一一个能够在几何学(空间时间)领域用数学解释时间的相对性,并在相对论物理学中提出他的方程的人。虽然爱因斯坦和其他科学家一样,没有给出明确的时间定义,但他很好地阐述了时间的相对性。他表明时间并非独立于空间,而是与空间一起弯曲。此外,爱因斯坦还利用光的速度将质量转化为能量,提出了质能相当定律。目前,已经提出了质量守恒、能量守恒、质能等效等基本定律。最近,由于时间在科学发展中的重要性,特别是在水和化学领域,"时间-质量等效定律 "也被提出(作者)。在这项研究中,为了拓展时间在质量流和能量流(而不是运动和几何领域)中的相对性,在提出 "现象"、"时间 "和 "转化的具体速度 "的新定义的同时,除了完成 "质量等效律""时间 "的理论外,还引入了能量时间和时间质量等效的一般方程。然后,为了更准确地检验结果,通过进行重金属(Fe + 2、Pb + 2、Zn + 2、Ni + 2、Cd + 2、Cu + 2)的表面吸附实验,研究了青核桃壳(GWH)及其生物炭(GWHB)的一般质量时间方程(本研究中为吸附动力学),并从不同方面检验了结果。
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引用次数: 0
Impact of polyvinyl alcohol application and wheat straw mulching on soil loss and infiltration rate in semi-arid tropics 施用聚乙烯醇和小麦秸秆覆盖物对半干旱热带地区土壤流失和渗透率的影响
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-09-18 DOI: 10.1007/s13201-024-02290-4
Mahesh Chand Singh, Gaganpreet Singh, Chetak Bishnoi, Anurag Malik, Nadhir Al-Ansari, Mohamed A. Mattar

A study was conducted at Punjab Agricultural University, Ludhiana, Punjab, with the aim of monitoring soil loss and infiltration rate in loamy sand soil. The study focused on the effects of applying polyvinyl alcohol (PVA) and mulch under simulated rainfall conditions. The experimental setup involved testing three levels of PVA (0.5%, 0.75%, and 1.0%), one level of wheat-straw mulch (600 g/m2), and a Control treatment (untreated soil). Each of these treatments was replicated four times. The lowest soil loss (20.9 g/m2) was recorded under the 1.0% PVA treatment, while the highest (120.1 g/m2) was seen under the 0.5% PVA treatment. The 1.0% PVA treatment showed a significant reduction in soil loss compared to the 0.5% PVA, 0.75% PVA, mulch, and Control treatments, with reductions of approximately 82.6%, 45.1%, 81.2%, and 89.6%, respectively. Regarding infiltration rates, the Control treatment exhibited the lowest rate (2.4 cm/h), while the 1.0% PVA treatment displayed the highest rate (9.6 cm/h). Additionally, the use of mulch led to a 44.7% reduction in soil loss compared to the treatment without mulch, likely due to the mitigated impact of raindrops. The infiltration rate was significantly higher (4.8 cm/h) under the mulched treatment compared to the unmulched treatment (2.4 cm/h). Overall, the application of PVA and mulch resulted in a drastic reduction in soil loss, likely attributable to the enhanced stability of soil aggregates, improved infiltration rate, and reduced runoff.

旁遮普省卢迪亚纳的旁遮普农业大学开展了一项研究,目的是监测壤质砂土的土壤流失和渗透率。研究重点是在模拟降雨条件下施用聚乙烯醇(PVA)和覆盖物的效果。实验设置包括测试三种水平的 PVA(0.5%、0.75% 和 1.0%)、一种水平的麦秸覆盖物(600 克/平方米)和一种对照处理(未处理的土壤)。每个处理重复四次。1.0% PVA 处理的土壤流失量最低(20.9 克/平方米),而 0.5% PVA 处理的土壤流失量最高(120.1 克/平方米)。与 0.5% PVA、0.75% PVA、覆盖物和对照处理相比,1.0% PVA 处理的土壤流失量显著减少,分别减少了约 82.6%、45.1%、81.2% 和 89.6%。在渗透率方面,对照组处理的渗透率最低(2.4 厘米/小时),而 1.0% PVA 处理的渗透率最高(9.6 厘米/小时)。此外,与不使用覆盖物的处理相比,使用覆盖物使土壤流失减少了 44.7%,这可能是由于雨滴的影响得到了缓解。与未覆盖地膜的处理(2.4 厘米/小时)相比,覆盖地膜的处理的渗透率(4.8 厘米/小时)明显更高。总体而言,施用 PVA 和覆盖物后,土壤流失量大幅减少,这可能归因于土壤团聚体的稳定性增强、渗透率提高以及径流减少。
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引用次数: 0
Correction: Hydrodynamic modeling of dam breach floods for predicting downstream inundation scenarios using integrated approach of satellite data, unmanned aerial vehicles (UAVs), and Google Earth Engine (GEE) 更正:利用卫星数据、无人驾驶飞行器(UAV)和谷歌地球引擎(GEE)的综合方法,建立溃坝洪水的水动力模型,预测下游淹没情况
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-09-18 DOI: 10.1007/s13201-024-02277-1
Kishanlal Darji, Dhruvesh Patel, Indra Prakash, Hamad Ahmed Altuwaijri
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引用次数: 0
Performance of combined organic precipitation, electrocoagulation, and electrooxidation in treating anaerobically treated palm oil mill effluents 有机沉淀、电凝和电氧化联合处理厌氧处理棕榈油厂污水的性能
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-09-16 DOI: 10.1007/s13201-024-02288-y
Peerawat Khongkliang, Kaewmada Chalearmkul, Kettawan Boonloh, Nunthakan Kanjanasombun, Tipaporn Darnsawat, Jarungwit Boonnorat, Abudukeremu Kadier, Putu Teta Prihartini Aryanti, Chantaraporn Phalakornkule

Palm oil mill effluent (POME), wastewater generated from palm oil production, is known for its extremely high chemical oxygen demand and brownish color. Anaerobic digestion is the primary treatment method for POME in the palm oil industry; however, anaerobically treated POME has high concentrations of residual contaminants and color intensity. This study proposes an approach to treat anaerobically-treated POME in recycled water for industrial applications by integrating preliminary organic precipitation, electrocoagulation, and electrooxidation (EO). The EO process was optimized in terms of the current density, electrolysis time, electrode arrangement, and feed flow rate. At a current density of 60 mA/cm2 and an electrolysis time of 9 min, the EO process with a graphite anode and stainless-steel cathode in the monopolar electrode configuration reduced the phenolic concentration and color in the preliminary-treated POME from 8.95 mg/L and 317.19 ADMI to 0.25 mg/L and 26.10 ADMI, respectively. Additionally, the EO process exhibited a 92.26% efficiency in lowering the ammonium-nitrogen content.

棕榈油厂废水(POME)是棕榈油生产过程中产生的废水,以其极高的化学需氧量和棕褐色而闻名。厌氧消化是棕榈油行业处理 POME 的主要方法;然而,经厌氧处理的 POME 具有较高的残留污染物浓度和色度。本研究提出了一种方法,通过整合初步有机沉淀、电凝和电氧化(EO)来处理工业用循环水中经厌氧处理的 POME。EO 工艺在电流密度、电解时间、电极排列和进料流速等方面进行了优化。在电流密度为 60 mA/cm2 和电解时间为 9 分钟的条件下,采用石墨阳极和不锈钢阴极单极电极配置的 EO 工艺可将初步处理的 POME 中的酚浓度和色度分别从 8.95 mg/L 和 317.19 ADMI 降低到 0.25 mg/L 和 26.10 ADMI。此外,环氧乙烷工艺在降低铵态氮含量方面的效率为 92.26%。
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引用次数: 0
Microplastic removal using Okra (Abelmoschus esculentus) seed from aqueous solutions 利用秋葵(Abelmoschus esculentus)种子从水溶液中去除微塑料
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-09-14 DOI: 10.1007/s13201-024-02249-5
Mohaddeseh Eydi Gabrabad, Ziaeddin Bonyadi, Mojtaba Davoudi, Behnam Barikbin

The ubiquitous presence of MPs in water bodies presents an escalating concern, as these minuscule plastic particles could ultimately reach humans via the drinking water supply. This study explores the efficacy and underlying mechanisms of removing PE and PVC MPs using Abelmoschus esculentus seeds (commonly known as okra), a natural and environmentally benign coagulant. Through experiments conducted under varying conditions—such as pH level, coagulant dosage, MP concentration, and EC—using the standard method and a Jar test apparatus, the sedimentation rate was assessed. ZP analysis revealed that charge neutralization and bridging cause pivotal in enhancing the removal efficiency of MPs. FESEM and FTIR analyses corroborated the formation of new bonds during the interaction between the MPs and the okra seed-based coagulant. The findings indicate that the optimal parameters for PVC removal were a coagulant dosage of 70 mg/L, a pH of 10, and an MP concentration of 20 mg/L, achieving a removal efficiency of 80.11%. Conversely, for PE, the maximum removal efficiency of 64.76% was realized at a coagulant dosage of 70 mg/L, a pH of 3, and an MP concentration of 20 mg/L. Abelmoschus esculentus seeds offer a practical and eco-friendly option, potentially substituting chemical coagulants, to efficiently eliminate MPs from aquatic environments.

水体中无处不在的 MPs 日益引起人们的关注,因为这些微小的塑料颗粒最终可能通过饮用水源进入人体。本研究利用秋葵种子(俗称 "秋葵")这种对环境无害的天然混凝剂,探讨了去除聚乙烯和聚氯乙烯多孔塑料的功效和基本机制。通过使用标准方法和 Jar 测试仪器在不同条件下(如 pH 值、混凝剂用量、MP 浓度和导电率)进行的实验,对沉降率进行了评估。ZP 分析表明,电荷中和与架桥在提高 MPs 去除效率方面起着关键作用。FESEM 和 FTIR 分析证实了 MPs 与黄秋葵种子混凝剂相互作用过程中新键的形成。研究结果表明,去除聚氯乙烯的最佳参数是混凝剂用量为 70 毫克/升、pH 值为 10、MP 浓度为 20 毫克/升,去除率达到 80.11%。相反,对于聚乙烯,混凝剂用量为 70 毫克/升、pH 值为 3、MP 浓度为 20 毫克/升时,去除率最高,为 64.76%。槟榔树种子提供了一种实用且环保的选择,有可能替代化学混凝剂,有效去除水生环境中的 MPs。
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引用次数: 0
Enhancing references evapotranspiration forecasting with teleconnection indices and advanced machine learning techniques 利用远程连接指数和先进的机器学习技术加强参考蒸散量预报
IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES Pub Date : 2024-09-14 DOI: 10.1007/s13201-024-02289-x
Jalil Helali, Mehdi Mohammadi Ghaleni, Ameneh Mianabadi, Ebrahim Asadi Oskouei, Hossein Momenzadeh, Liza Haddadi, Masoud Saboori Noghabi

After precipitation, reference evapotranspiration (ETO) plays a crucial role in the hydrological cycle as it quantifies water loss. ETO significantly impacts the water balance and holds great importance at the basin level because of the spatial distribution of managing water resources. Large scale teleconnection indices (LSTIs) play a vital role by influencing climatic variables and can be pivotal in determining ETO and its predictive variables. This study aimed to model and forecast annual ETO in Iran’s basins by utilizing LSTIs and employing various machine learning models (MLMs) such as least squares support vector machine, generalized regression neural network, multi-linear regression (MLR), and multi-layer perceptron (MLP). Initially, climate data from 122 synoptic stations covering six and 30, main and sub basins were collected, and annual ETO values were computed using the Food and Agriculture Organization 56 (PMF 56) Penman–Monteith equation. The correlations between these values and 37 LSTIs were examined within lead times ranging from 7 to 12 months. Through a stepwise approach, the most influential predictor indices (LSTIs) were selected as input datasets for the MLMs. The findings revealed the significant influence of factors such as carbon dioxide (CO2), Atlantic multidecadal oscillation, Atlantic Meridional Mode, and East Atlantic on annual ETO. Overall, all MLMs performed well in terms of the Scatter Index during both training and testing phases across all sub-basins. Furthermore, the MLP and MLR models displayed superior performance compared to other models in the training and testing evaluations based on various assessment metrics.

在降水之后,参考蒸散量(ETO)在水文循环中起着至关重要的作用,因为它量化了水的损失。由于管理水资源的空间分布,参考蒸散量对水量平衡有重大影响,在流域层面具有重要意义。大尺度遥感指数(LSTIs)通过影响气候变量发挥着重要作用,在确定 ETO 及其预测变量方面起着关键作用。本研究旨在利用大尺度遥感指数和各种机器学习模型(MLMs),如最小二乘支持向量机、广义回归神经网络、多线性回归(MLR)和多层感知器(MLP),来模拟和预测伊朗各流域的年度 ETO。最初,收集了来自 122 个同步站的气候数据,涵盖 6 个和 30 个主盆地和副盆地,并使用粮食及农业组织 56(PMF 56)彭曼-蒙蒂斯方程计算了年 ETO 值。在 7 至 12 个月的准备时间内,对这些数值与 37 个 LSTI 之间的相关性进行了研究。通过逐步法,选出了最有影响力的预测指数(LSTIs)作为多变量模型的输入数据集。研究结果表明,二氧化碳(CO2)、大西洋多年涛动、大西洋经向模式和东大西洋等因素对年 ETO 有重大影响。总体而言,在所有子流域的训练和测试阶段,所有 MLM 的散点指数都表现良好。此外,在基于各种评估指标的训练和测试评估中,MLP 和 MLR 模型显示出优于其他模型的性能。
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Applied Water Science
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