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AnCMBR-AFB-integrated process for the treatment of high nitrogen and phosphorus wastewater. 用于处理高氮和高磷废水的 CMBR-AFB 一体化工艺。
IF 2.7 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2024-01-01 DOI: 10.2166/wst.2023.426
Huayu Xu, Shoubin Zhang, Fengchao Wang, Kang Xie, Guicai Liu, Yutian Liu

Improving the nitrogen and phosphorus removal rates and efficiently controlling membrane fouling are the keys to fully exploiting the applicability of anaerobic membrane bioreactor (AnMBR) process in high-concentration wastewater treatment. To that purpose, an integrated reactor composed of an anaerobic ceramic membrane bioreactor and N anaerobic fluidized bed (AnCMBR-AFB) was built and pollutant removal efficiency, nitrogen and phosphorus recovery characteristics, and membrane pollution features of this integrated reactor were investigated. The results revealed that the integrated reactor had good pollutant removal efficiency, with turbidity, chromaticity, and UV254 average values of the effluent being 0.470 NTU, 0.011 A, and 0.057 cm-1, respectively, and the average CODCr removal rate was 80%. The nitrogen and phosphorus recoveries were significantly higher than the nitrogen and phosphorus removal rates of conventional AnMBR at 23.20 ± 1.17% and 43.34 ± 1.54%, respectively. Microscopic analysis revealed the formation of magnesium ammonium phosphate (MAP) crystals on the carrier's surface, and friction between the carrier and the membrane surface could delay membrane fouling while allowing the contaminated membrane surface to retain significant roughness. Membrane fouling was mostly brought on by amides and saturated hydrocarbons, and inorganic metal ions also played a role to some extent.

提高氮磷去除率和有效控制膜堵塞是充分发挥厌氧膜生物反应器(AnMBR)工艺在高浓度废水处理中的适用性的关键。为此,研究人员建造了由厌氧陶瓷膜生物反应器和厌氧流化床(AnCMBR-AFB)组成的集成反应器,并对该集成反应器的污染物去除效率、氮磷回收特性和膜污染特征进行了研究。结果表明,该集成反应器具有良好的污染物去除效率,出水浊度、色度和 UV254 平均值分别为 0.470 NTU、0.011 A 和 0.057 cm-1,CODCr 平均去除率为 80%。氮和磷的回收率分别为 23.20 ± 1.17% 和 43.34 ± 1.54%,明显高于传统 AnMBR 的氮和磷去除率。显微分析表明,载体表面形成了磷酸铵镁(MAP)晶体,载体与膜表面之间的摩擦可延缓膜堵塞,同时使受污染的膜表面保持明显的粗糙度。膜污垢主要是由酰胺和饱和碳氢化合物造成的,无机金属离子也在一定程度上起了作用。
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引用次数: 0
Performance of three anion-exchange membranes in fluoride ions removal by electrodialysis. 通过电渗析去除氟离子的三种阴离子交换膜的性能。
IF 2.7 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2024-01-01 DOI: 10.2166/wst.2023.423
Fatima Zahra Addar, Idrisse Mohamed, Sarra Kitanou, Mustapha Tahaikt, Azzedine Elmidaoui, Mohamed Taky

The performance of three anion-exchange membranes (AEMs) in the fluoride ions reduction by electrodialysis (ED) is performed on real and synthetic water. The electric potential method measures the potential difference (PD) between two synthetic anion solutions separated by ACS, AFN and AXE membranes. The selectivity of these three AEMs coupled with the membrane CMX, is a cation-exchange membrane (CEM) towards different ions. The removal rate is influenced by the thickness of the polarization layer (PL) which reduces the material transfer and provides an additional barrier. The greater the thickness δ of the PL, the longer the passage time and consequently the removal rate of anions is small. Using the unstirred layer model, δ for each ion will be determined. According to the potential measurement method, none of the tested AEMs are selective to fluoride ions and the order of selectivity is as follows: AFN> AXE> ACS. Best membrane couple selected for fluoride ion removal is ACS/CMX and ion selectivity follows the order: Cl-> NO-3>F-> HCO-3> SO42-. For ACS membrane, both the demineralization rate (DR) and δ of fluoride ions are influenced by the initial concentration of the co-ion according to the following order: NO-3> Cl-> HCO-3> SO2-4.

三种阴离子交换膜(AEM)通过电渗析(ED)还原氟离子的性能在真实水和合成水中进行了测试。电位法测量了由 ACS、AFN 和 AXE 膜分离的两种合成阴离子溶液之间的电位差 (PD)。这三种 AEM 与 CMX 膜(一种阳离子交换膜(CEM))对不同离子的选择性。去除率受极化层(PL)厚度的影响,极化层可减少物质转移并提供额外的屏障。极化层的厚度 δ 越大,通过时间就越长,因此阴离子的去除率就越小。利用非搅拌层模型,将确定每种离子的 δ。根据电位测量方法,测试的 AEM 对氟离子都没有选择性,选择性顺序如下:AFN> AXE> ACS。为去除氟离子而选择的最佳膜组合是 ACS/CMX,离子选择性的顺序为Cl->NO-3>F->HCO-3>SO42-。对于 ACS 膜,氟离子的脱盐率(DR)和δ均受共离子初始浓度的影响,其顺序如下:NO-3> Cl-> HCO-3> SO42-:NO-3> Cl-> HCO-3> SO2-4。
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引用次数: 0
How do aeration mode and influent carbon/nitrogen ratio affect pollutant removal, gas emission, functional genes and bacterial community in subsurface wastewater infiltration systems? 曝气模式和进水碳氮比如何影响地下污水渗透系统中的污染物去除、气体排放、功能基因和细菌群落?
IF 2.7 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-12-01 DOI: 10.2166/wst.2023.383
Lei Zhang, Zhixi Cao, Bingqian Yan, Ziqi Li, Jing Pan, Linlin Fan

This study investigated the influences of aeration mode and influent carbon/nitrogen ratio on matrix oxygen concentration, pollutant removal, greenhouse gas emission, functional gene abundances and bacterial community in subsurface wastewater infiltration systems (SWISs). Intermittent or continuous aeration enhanced oxygen supply at 0.6 m depth in the matrix, which improved organics removal, nitrogen removal, the abundances of bacterial 16S rRNA, amoA, nxrA, narG, napA, nirK, nirS, norB, nosZ genes, bacterial community Alpha diversity, the relative abundances of Actinobacteria at 0.6 m depth, the relative abundances of Chloroflexi, Gemmatimonadetes, Bacteroidetes and Firmicutes at 0.9 and 1.2 m depth and reduced CH4 and N2O conversion efficiencies, the abundance of mcrA gene with carbon/nitrogen ratio of 12 and 16 compared with non-aeration. Increased carbon/nitrogen ratio resulted in higher TN removal efficiencies and lower CH4 and N2O conversion efficiencies in aeration SWISs than those in non-aeration SWIS. Intermittent aeration SWIS obtained high removal efficiencies of 83.2, 85.4 and 90.8% for TN, NH4+ -N and COD and low conversion efficiency of 0.21 and 0.65% for N2O and CH4 with optimal carbon/nitrogen ratio of 12. However, high TN (82.6%), NH4+ -N (84.9%) and COD (92.2%) removal efficiencies and low CH4 (0.67%) and N2O (0.23%) conversion efficiencies were achieved in continuous aeration SWIS with carbon/nitrogen ratio of 16.

本研究探讨了曝气模式和进水碳氮比对地下污水渗透系统(SWIS)基质氧浓度、污染物去除率、温室气体排放量、功能基因丰度和细菌群落的影响。间歇或持续曝气提高了基质 0.6 米深处的氧气供应,从而提高了有机物去除率、氮去除率、细菌 16S rRNA、amoA、nxrA、narG、napA、nirK、nirS、norB、nosZ 基因丰度、细菌群落 Alpha 多样性、放线菌在 0.与不通气相比,碳氮比为 12 和 16 时,CH4 和 N2O 转化效率、mcrA 基因的丰度降低。与不曝气的 SWIS 相比,碳氮比的增加导致曝气 SWIS 的 TN 去除率提高,CH4 和 N2O 转化率降低。在最佳碳氮比为 12 时,间歇曝气 SWIS 对 TN、NH4+-N 和 COD 的去除率分别为 83.2%、85.4%和 90.8%,而对 N2O 和 CH4 的转化率分别为 0.21%和 0.65%。然而,在碳/氮比为 16 的连续曝气 SWIS 中,TN(82.6%)、NH4+ -N(84.9%)和 COD(92.2%)的去除率较高,CH4(0.67%)和 N2O(0.23%)的转化率较低。
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引用次数: 0
The porous structure induced heterogeneous and localized failure of the biofilm in microfluidic channels. 多孔结构导致生物膜在微流体通道中发生异质性局部破坏。
IF 2.7 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-12-01 DOI: 10.2166/wst.2023.384
Yangyang Tang, Cong Tao, Zheng Zhang, Song Liu, Fulin Dong, Duohuai Zhang, Jinchang Zhang, Xiaoling Wang

Understanding the mechanism of biofilm distribution and detachment is very important to effectively improve water treatment and prevent blockage in porous media. The existing research is more related to the local biofilm evolving around one or few microposts and the lack of the integral biofilm evolution in a micropost array for a longer growth period. This study combines microfluidic experiments and mathematical simulations to study the distribution and detachment of biofilm in porous media. Microfluidic chips with an array of microposts with different sizes are designed to simulate the physical pore structure of soil. The research shows that the initial formation and distribution of biofilm are influenced by bacterial transport velocity gradients within the pore space. Bacteria prefer to aggregate areas with smaller microposts, leading to the development of biofilm in those regions. Consequently, impermeable blockage structures form in this area. By analyzing experimental images of biofilm structures at the later stages, as well as coupling fluid flow and porous medium, and the finite element simulation, we find that the biofilm detachment is correlated with the morphology and permeability (kb) (from 10-15 to 10-9 m2) of the biofilm. The simulations show that there are two modes of biofilm detachment, such as internal detachment and external erosion.

了解生物膜的分布和脱落机制对于有效改善水处理和防止多孔介质堵塞非常重要。现有的研究更多的是围绕一个或几个微柱进行局部生物膜的演化,而缺乏微柱阵列中生物膜在较长生长期内的整体演化。本研究结合微流体实验和数学模拟,研究生物膜在多孔介质中的分布和脱落。研究人员设计了带有不同尺寸微柱阵列的微流控芯片,以模拟土壤的物理孔隙结构。研究表明,生物膜的最初形成和分布受孔隙内细菌迁移速度梯度的影响。细菌喜欢聚集在微柱较小的区域,从而在这些区域形成生物膜。因此,该区域形成了不透水的堵塞结构。通过分析后期生物膜结构的实验图像,以及流体流动与多孔介质的耦合和有限元模拟,我们发现生物膜的脱落与生物膜的形态和渗透率(kb)(从 10-15 到 10-9 m2)相关。模拟结果表明,生物膜脱落有两种模式,如内部脱落和外部侵蚀。
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引用次数: 0
Hydrodynamic cavitation-enhanced activation of sodium percarbonate for estrogen removal. 水动力空化增强活化过碳酸钠去除雌激素。
IF 2.7 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-12-01 DOI: 10.2166/wst.2023.382
Klára Odehnalová, Petra Přibilová, Eliška Maršálková, Štěpán Zezulka, František Pochylý, Pavel Rudolf, Blahoslav Maršálek

The present paper investigated the potential of hydrodynamic cavitation (HC) as an effective tool for activating sodium percarbonate (SPC). The method's efficiency was demonstrated by effectively removing estrogens, which are pollutants that have adverse impacts on aquatic ecosystems. The effects of the SPC concentration, temperature of solution, and cavitation time were evaluated. After SPC/HC treatment, the removal of estrogens was monitored by liquid chromatography-tandem mass spectrometry (LC -MS/MS). Already after 4 s of treatment and 24 h of reaction time, more than 97% of estrogens (initial concentration of 300 ng/L) were removed. The effect of post-treatment time is not considered in several papers, even though it seems to be crucial and is discussed here. The results were supported by the values of degradation rate constants, which fit the pseudo-first-order kinetic model. We also verified that HC alone was not effective for estrogen removal under the selected conditions. The sustainability of the SPC/HC system was evaluated based on electric energy per order calculation. The combination of SPC and HC is a promising approach for rapidly degrading micropollutants such as estrogenic compounds without the need for additional technological steps, such as pH or temperature adjustment.

本文研究了流体动力空化(HC)作为活化过碳酸钠(SPC)的有效工具的潜力。通过有效去除对水生生态系统有不利影响的污染物雌激素,证明了该方法的高效性。对 SPC 浓度、溶液温度和空化时间的影响进行了评估。SPC/HC 处理后,采用液相色谱-串联质谱法(LC -MS/MS)监测雌激素的去除情况。经过 4 秒钟的处理和 24 小时的反应时间后,97% 以上的雌激素(初始浓度为 300 ng/L)已被去除。虽然后处理时间的影响似乎至关重要,但多篇论文都没有考虑到这一影响,因此在此进行讨论。降解速率常数的值符合伪一阶动力学模型,为研究结果提供了支持。我们还证实,在选定的条件下,单独使用 HC 并不能有效去除雌激素。根据每阶电能计算,对 SPC/HC 系统的可持续性进行了评估。SPC 和 HC 的结合是一种快速降解微污染物(如雌激素化合物)的有效方法,无需额外的技术步骤,如 pH 值或温度调节。
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引用次数: 0
A new evaluation framework for the assessment of wastewater heat recovery potential coupled with wastewater reuse. 用于评估废水热回收潜力和废水再利用的新评估框架。
IF 2.7 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-12-01 DOI: 10.2166/wst.2023.380
Eza Ramadhan, Jeill Oh

The integration of wastewater heat recovery (WWHR) and wastewater reuse offers a numerous advantage, making its application possible in various sectors. Nevertheless, this concept faced challenges to the identification of appropriate location. Existing research lacks comprehensive evaluation methods that encompass a various factor for effective decision-making. This study introduces a new evaluation framework that involves different aspects, including thermal energy potential and spatial distribution analysis. The novelty of this research lies in its unique focus on the combination of WWHR and wastewater reuse. Moreover, it introduces a structured evaluation framework that considers multiple criteria and expert opinions, enhancing decision-making precision. Multi-criteria decision analysis (MCDA) was applied to select assessment criteria, which were categorized into three aspects: water-energy supplier, water-energy consumers, and water-energy station. The relative importance of criteria was determined using the analytical hierarchical process (AHP). The results of the AHP highlight significance of factors: treated wastewater flow rate; treated wastewater temperature; water-energy supply distance, and type of water-energy consumer. These factors were assigned weight values of 0.297, 0.186, 0.123, and 0.096, respectively. It is emphasizing their influence in the decision-making process that potential locations depend on the water-energy supplier and water-energy consumer as supply and demand sources.

废水热回收(WWHR)与废水回用的结合具有诸多优势,使其在各行各业的应用成为可能。然而,这一概念在确定适当地点方面面临挑战。现有研究缺乏全面的评估方法,无法涵盖有效决策所需的各种因素。本研究引入了一个新的评估框架,涉及热能潜力和空间分布分析等不同方面。这项研究的新颖之处在于它独特地将重点放在了世界水资源和人 力资源与废水回用的结合上。此外,它还引入了一个结构化的评估框架,考虑了多种标准和专家意见,提高了决策的精确性。多标准决策分析(MCDA)被用于选择评估标准,这些标准被分为三个方面:水-能源供应方、水-能源消费者和水-能源站。采用层次分析法(AHP)确定标准的相对重要性。AHP 的结果突出了以下因素的重要性:处理后的废水流量、处理后的废水温度、水能供应距离和水能消费者类型。这些因素的权重值分别为 0.297、0.186、0.123 和 0.096。在决策过程中,潜在地点取决于作为供需来源的水能源供应方和水能源消费方,这就强调了它们的影响。
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引用次数: 0
Growth of microalgae adapted to high-light temperature conditions in different types of wastewater. 不同类型废水中适应高光照温度条件的微藻的生长。
IF 2.7 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-12-01 DOI: 10.2166/wst.2023.381
Hussein Abdel-Shafy, Reda Moghazy, Mona Mansour, Martin Kerner

To obtain microalgae strains adapted to wastewater in the Mediterranean region, microalgae present in the Nile River were cultivated at both high-light temperature (HLT) and low-light temperature (LLT) conditions. It was found that the species which became dominant under HLT was chlorophyta of the genus Scenedesmus. In contrast, under LLT, bacillariophyta became dominant. The microalgae strain (Scenedesmus arcuatus) was subsequently isolated and cultivated in different types of primary treated wastewater under HLT and LLT conditions. The different types of primary treated wastewater were black water (BW), grey water (GW), and sewage water (SW). Growth rates reached during the exponential phase at HLT using GW, BW, and SW were between 0.38 and 0.4 (day-1). At LLT, 1.5-2.7 folds of lower growth rates were determined due to limitation by CO2. Removal of COD and inorganic N and P from sewage wastewater reached up to 88, 96, and 100%, respectively. Results thus indicate that microalgae adapted to the climate conditions can be efficiently used for COD removal and nutrient recovery from wastewater in the Mediterranean.

为了获得适应地中海地区废水的微藻菌株,在高光照温度(HLT)和低光照温度(LLT)条件下培养尼罗河中的微藻。结果发现,在高光照温度条件下占优势的物种是叶绿藻属 Scenedesmus。与此相反,在低光照温度条件下,叶绿藻属(bacillariophyta)成为优势物种。随后,分离出微藻菌株(Scenedesmus arcuatus),并在 HLT 和 LLT 条件下在不同类型的初级处理废水中进行培养。不同类型的初级处理废水分别为黑水(BW)、灰水(GW)和污水(SW)。在 HLT 条件下,GW、BW 和 SW 在指数期的增长率介于 0.38 和 0.4(天-1)之间。在 LLT 条件下,由于受到 CO2 的限制,生长率降低了 1.5-2.7 倍。污水中 COD 和无机氮、磷的去除率分别达到 88%、96% 和 100%。因此,研究结果表明,在地中海地区,适应当地气候条件的微藻类可有效去除废水中的 COD 并回收营养物质。
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引用次数: 0
Distribution pattern of dissolved organic matter in pore water of sediments from three typical areas of western Lake Taihu and its environmental implications. 西太湖三个典型区域沉积物孔隙水中溶解有机物的分布模式及其环境意义
IF 2.7 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-12-01 DOI: 10.2166/wst.2023.364
Zhichun Li, Songjun Wu, Hao Yu, Huili Qiu, Quanliang Jiang, Yang Deng, Herong Gui, Guoxiang Wang, Xiaoguang Xu

The migration, transformation, and accumulation of dissolved organic matter (DOM) in pore water of sediment cores play a pivotal role in lacustrine carbon cycling. In order to understand the dynamics of DOM in the sediments of large shallow eutrophic lakes, we examined the vertical profiles of DOM and the benthic fluxes of dissolved organic carbon (DOC) in sediment cores located in algae accumulated, dredged, and central areas of eutrophic Lake Taihu, China. Optical properties showed the significant influence of terrestrial inputs on the DOM components of pore water in the algae accumulated area but an abundant accumulation of autochthonous DOM in the central area. The benthic fluxes of DOC ranging from -458.2 to -139.4 mg·m-2·d-1 in the algae accumulated area displayed an opposite diffusion direction to the other two areas. The flux ranges of 9.5-31.2 mg·m-2·d-1 in the dredged area and 14.6-48.0 mg·m-2·d-1 in the central area were relatively smaller than those in the previously reported lake ecosystems with low trophic levels. Dredging engineering disturbed the pre-dredging distribution patterns of DOM in sediment cores. The deposition, accumulation, and transformation of massive algae scums in eutrophic lakes probably promoted the humification degree of sediments.

沉积岩芯孔隙水中溶解有机物(DOM)的迁移、转化和积累在湖泊碳循环中起着关键作用。为了了解大型浅表富营养化湖泊沉积物中溶解有机物的动态变化,我们研究了中国太湖富营养化藻类堆积区、疏浚区和中心区沉积物岩心中溶解有机物的垂直剖面和底栖生物溶解有机碳(DOC)通量。光学性质表明,陆地输入对藻类堆积区孔隙水的 DOM 成分有显著影响,但在中心区则有大量的自生 DOM 累积。藻类堆积区底栖 DOC 通量为-458.2--139.4 mg-m-2-d-1,其扩散方向与其他两个区域相反。疏浚区的通量范围为 9.5-31.2 mg-m-2-d-1,中心区为 14.6-48.0 mg-m-2-d-1,与之前报道的低营养级湖泊生态系统的通量范围相比相对较小。疏浚工程破坏了沉积物岩心中 DOM 疏浚前的分布格局。富营养化湖泊中大量藻类浮渣的沉积、积累和转化可能促进了沉积物的腐殖化程度。
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引用次数: 0
Inflow and infiltration assessment of a prototype sanitary sewer network in a coastal city in China. 中国沿海城市原型卫生污水管网的流入和渗透评估。
IF 2.7 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-12-01 DOI: 10.2166/wst.2023.386
Licheng Ye, Yu Qian, David Z Zhu, Biao Huang

A 16-month monitoring program was conducted on a prototype sanitary system in a coastal city in China. The groundwater infiltration (GWI) on dry weather days and the rain-derived inflow and infiltration (RDII) on wet weather days were quantified and analyzed. The proportion of monthly averaged GWI to total flow can be as high as 70% during the observation period mainly due to the high groundwater level. The results also show that the ratio of RDII volume to total rainfall volume (defined as R-value) reaches a limited value of approximately 10% for the studied system when the total rainfall depth increases. A reference indicator Rlim for the limited R-value was proposed for assessing the conditions of sewer systems in terms of RDII. The Rlim value depends on local sewer conditions and in general, a lower Rlim value represents a better performance on RDII and vice versa. This study enriches the case studies on the performance of a specific sanitary sewer system on inflow and infiltration in a typical coastal city with exceptionally high groundwater levels, excess rainfall events in the monitoring season and possible typhoon events, which addresses the unique locational and hydrological properties of a representative coastal city.

对中国某沿海城市的原型卫生系统进行了为期 16 个月的监测。对干燥天气日的地下水入渗量(GWI)和潮湿天气日的雨水入渗量(RDII)进行了量化和分析。在观测期间,月平均地下水入渗量占总流量的比例高达 70%,这主要是由于地下水位较高。结果还显示,当总降雨深度增加时,研究系统的 RDII 流量与总降雨量之比(定义为 R 值)达到一个有限值,约为 10%。为有限 R 值提出了一个参考指标 Rlim,用于评估下水道系统的 RDII 条件。Rlim 值取决于当地的下水道条件,一般来说,Rlim 值越低,RDII 性能越好,反之亦然。在一个典型的沿海城市,地下水位特别高,监测季节降雨量过大,还可能发生台风事件,这项研究丰富了关于特定卫生下水道系统流入和渗出性能的案例研究,解决了具有代表性的沿海城市独特的地理和水文特性问题。
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引用次数: 0
Alleviating sample imbalance in water quality assessment using the VAE-WGAN-GP model. 利用 VAE-WGAN-GP 模型缓解水质评估中的样本不平衡问题。
IF 2.7 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2023-12-01 DOI: 10.2166/wst.2023.373
Jingbin Xu, Degang Xu, Kun Wan, Ying Zhang

Water resources are essential for sustaining human life and promoting sustainable development. However, rapid urbanization and industrialization have resulted in a decline in freshwater availability. Effective prevention and control of water pollution are essential for ecological balance and human well-being. Water quality assessment is crucial for monitoring and managing water resources. Existing machine learning-based assessment methods tend to classify the results into the majority class, leading to inaccuracies in the outcomes due to the prevalent issue of imbalanced class sample distribution in practical scenarios. To tackle the issue, we propose a novel approach that utilizes the VAE-WGAN-GP model. The VAE-WGAN-GP model combines the encoding and decoding mechanisms of VAE with the adversarial learning of GAN. It generates synthetic samples that closely resemble real samples, effectively compensating data of the scarcity category in water quality evaluation. Our contributions include (1) introducing a deep generative model to alleviate the issue of imbalanced category samples in water quality assessment, (2) demonstrating the faster convergence speed and improved potential distribution learning ability of the proposed VAE-WGAN-GP model, (3) introducing the compensation degree concept and conducting comprehensive compensation experiments, resulting in a 9.7% increase in the accuracy of water quality assessment for multi-classification imbalance samples.

水资源对于维持人类生活和促进可持续发展至关重要。然而,快速的城市化和工业化导致淡水供应量下降。有效预防和控制水污染对生态平衡和人类福祉至关重要。水质评估对于监测和管理水资源至关重要。现有的基于机器学习的评估方法倾向于将结果划分为多数类,由于实际场景中普遍存在类样本分布不平衡的问题,导致结果不准确。为解决这一问题,我们提出了一种利用 VAE-WGAN-GP 模型的新方法。VAE-WGAN-GP 模型将 VAE 的编码和解码机制与 GAN 的对抗学习相结合。它生成的合成样本与真实样本非常相似,能有效补偿水质评价中的稀缺类数据。我们的贡献包括:(1)引入了一种深度生成模型来缓解水质评估中类别样本不平衡的问题;(2)证明了所提出的 VAE-WGAN-GP 模型具有更快的收敛速度和更强的势分布学习能力;(3)引入了补偿度概念并进行了全面的补偿实验,使得多分类不平衡样本的水质评估准确率提高了 9.7%。
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引用次数: 0
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