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Evaluation of water quality and trophic status in relation to seasonal water mixing in a highland Lake Ardibo, Ethiopia 评估埃塞俄比亚阿迪博高原湖泊水质和营养状态与季节性水混合的关系
Pub Date : 2024-04-24 DOI: 10.2166/wst.2024.128
Adem Mohammed, S. Mengistou, T. Fetahi
The aim of the present study was to evaluate the spatio-temporal variability of various physical and chemical parameters of water quality and to determine the trophic state of Lake Ardibo. Water samples were collected from October 2020 to September 2021 at three sampling stations in four different seasons. A total of 14 physico-chemical parameters, such as water temperature, pH, dissolved oxygen (DO), electrical conductivity, turbidity, alkalinity, Secchi-depth, nitrate, ammonia, silicon dioxide, soluble reactive phosphorus, total phosphorus, chloride, and fluoride were measured using standard methods. The results demonstrated that seasonal variation existed throughout the study period. Except for turbidity, the water quality of the lake varied significantly within the four seasons (ANOVA, p < 0.05). DO levels decreased significantly during the dry season following water mixing events. Chlorophyll-a measurements exhibit significant seasonal differences ranging from 0.58 μg L−1 in the main-rainy season to 8.44 μg L−1 in the post-rainy period, indicating a moderate algal biomass production. The overall category of Lake Ardibo was found to be under a mesotrophic state with medium biological productivity. A holistic lake basin approach management is suggested to maintain water quality and ecological processes and to improve the lake ecosystem services.
本研究旨在评估阿迪博湖水质的各种物理和化学参数的时空变化,并确定其营养状态。从 2020 年 10 月至 2021 年 9 月,在三个采样站采集了四个不同季节的水样。采用标准方法测量了水温、pH 值、溶解氧 (DO)、电导率、浊度、碱度、Secchi-depth、硝酸盐、氨氮、二氧化硅、可溶性活性磷、总磷、氯化物和氟化物等共 14 项物理化学参数。结果表明,在整个研究期间存在季节性变化。除浑浊度外,湖水水质在四个季节中均有显著变化(方差分析,p < 0.05)。溶解氧水平在混水事件后的旱季明显下降。叶绿素-a 测量值显示出明显的季节性差异,从主要雨季的 0.58 μg L-1 到雨季后的 8.44 μg L-1,表明藻类生物量产量适中。研究发现,阿迪博湖总体上处于中营养状态,生物生产力中等。建议采用湖泊流域综合管理方法,以保持水质和生态过程,改善湖泊生态系统服务。
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引用次数: 0
Research progress and perspective on sludge anaerobic digestion technology: A bibliometric analysis 污泥厌氧消化技术的研究进展与展望:文献计量分析
Pub Date : 2024-04-23 DOI: 10.2166/wst.2024.121
Denglong Lu, Yang Song, Zhao-guang Yang, Hai-pu Li
Rational disposal of sludge is an ongoing concern. This work is the first attempt for in-depth statistical analysis of anaerobic digestion (AD) research in recent three decades (1986–2022) using both quantitative and qualitative approaches in bibliometrics to investigate the research progress, trends and hot spots. All publications in the Web of Science Core Collection database from 1986 to April 4, 2022 were analyzed. Results showed that the research on AD started in 1999 and the number of papers significantly increased since 2012. The research about the disposal of sewage sludge mainly focuses on energy recovery (e.g. methane and short chain volatile organic acids) by AD. Besides, different pretreatment technologies were studied in this study to eliminate the negative effects on the disposal of sludge caused by hydrolysis (rate-limiting step of AD), water content (increasing the costs) and heavy metal (toxic to the environment) of sludge. Of those, the treatment technologies related to direct interspecies electron transfer were worth further studied in the future. Towards that end, iron conductive material, iron-based advanced oxidation and biological treatment were concluded as the prospective technologies and worth to further study.
污泥的合理处置是一个持续关注的问题。本研究首次尝试采用文献计量学的定量和定性方法对近三十年(1986-2022 年)的厌氧消化(AD)研究进行深入的统计分析,以探究研究进展、趋势和热点。分析了从1986年到2022年4月4日Web of Science Core Collection数据库中的所有出版物。结果显示,有关厌氧消化(AD)的研究始于 1999 年,论文数量自 2012 年以来显著增加。有关污水污泥处置的研究主要集中在厌氧消化(AD)技术的能源回收(如甲烷和短链挥发性有机酸)方面。此外,本研究还研究了不同的预处理技术,以消除污泥水解(AD 的限速步骤)、含水率(增加成本)和重金属(对环境有毒)对污泥处置的负面影响。其中,与种间直接电子转移相关的处理技术值得在未来进一步研究。为此,铁导电材料、铁基高级氧化和生物处理被认为是有前景的技术,值得进一步研究。
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引用次数: 0
Establishing a river health evaluation index system for seven rivers in Jiamusi City of China 建立佳木斯市七条河流健康评价指标体系
Pub Date : 2024-04-17 DOI: 10.2166/wst.2024.126
W. Shao, Guang Han, Jiaqi Li, Zhiyong Yang, Jiahong Liu, Tianyin Xu
The Jiamusi section of the Songhua River is one of the first 17 model river construction sections in China. The implementation of river health assessments can determine the health dynamics of rivers and test the management's effectiveness. Targeting seven rivers, this study conducted river zoning and monitoring point deployment to conduct sufficient field research and monitoring. The authors selected hydrological and water resources, physical structure, water quality, aquatic life, social service functions, and management as guideline layers and 15 indicator layers. Subsequently, the authors established an evaluation index system to evaluate and analyze the ecological status and social service status of each river. The results showed that the Yindamu, Alingda, and Gejie Rivers scored well as healthy rivers, with health evaluation scores of 78.98, 76.06, and 75.83, respectively. The Wangsanwu, Lujiagang, and Lingdangmai Rivers are generally sub-healthy rivers with scores of 71.55, 67.97, and 60.7, respectively. The Yinggetu River has a score of 54.52 and is therefore assessed as unhealthy. Based on the scientific evaluation index method, this study analyses the current river health state in Jiamusi City to provide the basis for the evaluation of the river chief's work and future river management.
松花江佳木斯段是全国首批 17 个河道建设示范段之一。开展河流健康评估,可以掌握河流健康动态,检验治理成效。本研究以 7 条河流为对象,进行了河流分区和监测点布设,开展了充分的实地调研和监测。作者选择了水文和水资源、物理结构、水质、水生生物、社会服务功能和管理作为指导层和 15 个指标层。随后,作者建立了评价指标体系,对各河流的生态状况和社会服务状况进行评价和分析。结果表明,英达木河、阿凌达河和革热河为健康河流,健康评价得分分别为 78.98 分、76.06 分和 75.83 分。万三五河、鲁家岗河和岭当麦河总体上属于亚健康河流,健康评价得分分别为 71.55 分、67.97 分和 60.7 分。莺歌谷河得分为 54.52 分,因此被评定为不健康河流。本研究以科学评价指标法为基础,对佳木斯市河流健康现状进行分析,为河长制工作评价和今后的河流管理提供依据。
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引用次数: 0
Research on the connectivity of urban river network–wetland and water quality simulation 城市河网-湿地连通性及水质模拟研究
Pub Date : 2024-04-17 DOI: 10.2166/wst.2024.127
Tuantuan Liu, Peng Jia, Chao Hu, Beibei Zhang, Aiming Zhang
The connectivity of urban river networks plays an important role in cities in many aspects, such as urban water safety, water quality (WQ), and aquatic ecological balance. This study focuses on the river network and the Majiawan Wetland in the Chaoyang District of Beijing by establishing a two-dimensional hydrological WQ model employing various water allocation schemes between the river network and the wetland. Water circulation and WQ are the main indexes, and the effects of different scenarios on improving water circulation and WQ are simulated and compared. This study demonstrates that the addition of water replenishment at the intersection of river network and internal slow-water zones of the wetland (Scheme 2) has greater effectiveness in improving both hydrology and WQ compared to two other schemes. The water area of the Majiawan Wetland has expanded, and water velocity has increased. Using chemical oxygen demand, total nitrogen, and total phosphorus as the index values for determining the water class, the WQ of about 20% of the wetland area was reached Water Class II (domestic drinking water), with Water Class III (general industrial water) accounting for the other 80%. This study provides valuable evaluation and reference for similar areas of urban river network connectivity.
城市河网的连通性在城市用水安全、水质(WQ)和水生态平衡等诸多方面发挥着重要作用。本研究以北京市朝阳区的河网和马家湾湿地为研究对象,建立了一个二维水文水质模型,在河网和湿地之间采用了多种水量分配方案。以水循环和水质为主要指标,模拟并比较了不同方案对改善水循环和水质的影响。研究表明,与其他两个方案相比,在河网与湿地内部慢水区交汇处增加补水(方案 2)对改善水文和水质的效果更好。马家湾湿地水域面积扩大,水流速度加快。以化学需氧量、总氮、总磷为指标值确定水质级别,约 20%的湿地面积水质达到Ⅱ类水(生活饮用水),其余 80%达到Ⅲ类水(一般工业用水)。这项研究为类似地区的城市河网连通性提供了有价值的评估和参考。
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引用次数: 0
Estimation of instantaneous peak flows in Canadian rivers: an evaluation of conventional, nonlinear regression, and machine learning methods 加拿大河流瞬时峰值流量估算:传统、非线性回归和机器学习方法评估
Pub Date : 2024-04-17 DOI: 10.2166/wst.2024.096
Muhammad Naveed Khaliq
Instantaneous peak flows (IPFs) are often required to derive design values for sizing various hydraulic structures, such as culverts, bridges, and small dams/levees, in addition to informing several water resources management-related activities. Compared to mean daily flows (MDFs), which represent averaged flows over a period of 24 h, information on IPFs is often missing or unavailable in instrumental records. In this study, conventional methods for estimating IPFs from MDFs are evaluated and new methods based on the nonlinear regression framework and machine learning architectures are proposed and evaluated using streamflow records from all Canadian hydrometric stations with natural and regulated flow regimes. Based on a robust model selection criterion, it was found that multiple methods are suitable for estimating IPFs from MDFs, which precludes the idea of a single universal method. The performance of machine learning-based methods was also found reasonable compared to conventional and regression-based methods. To build on the strengths of individual methods, the fusion modeling concept from the machine learning area was invoked to synthesize outputs of multiple methods. The study findings are expected to be useful to the climate change adaptation community, which currently heavily relies on MDFs simulated by hydrologic models.
瞬时峰值流量(IPFs)通常需要用于推导设计值,以确定涵洞、桥梁和小型水坝/堤坝等各种水力结构的大小,此外还可为一些与水资源管理相关的活动提供信息。日平均流量 (MDF) 代表 24 小时内的平均流量,与之相比,仪器记录中往往缺少或无法获得 IPF 的信息。本研究评估了根据 MDFs 估算 IPFs 的传统方法,提出了基于非线性回归框架和机器学习架构的新方法,并利用加拿大所有具有自然和管制流量制度的水文站的流量记录进行了评估。基于稳健的模型选择标准,研究发现多种方法都适用于从 MDFs 估算 IPFs,这就排除了单一通用方法的想法。与传统方法和基于回归的方法相比,基于机器学习的方法的性能也比较合理。为了发挥单个方法的优势,我们引用了机器学习领域的融合建模概念来综合多种方法的输出结果。目前,气候变化适应界在很大程度上依赖于水文模型模拟的 MDFs,预计研究结果将对这一领域有所帮助。
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引用次数: 0
The influence of the acid water of the Banyupait River on the community health in Bantal village, Asembagus, Indonesia 班尤派特河酸性水对印度尼西亚阿森巴古斯班塔尔村社区健康的影响
Pub Date : 2024-04-16 DOI: 10.2166/wst.2024.125
D. Yudiantoro, Bambang Irawan, I. P. Haty, Setia Pambudi, Shalva Tmy, A. Suproborini, Sekar Bawaningrum, P. Ismaya, M. Abdurrachman, Isao Takashima, Temmy Wikaningrum, Noor Cahyo Aryanto
Mount Ijen crater water has a pH value of (0–2), resulting in water that is acidic and sulfurous. This acidic water flows into the Banyupait River. Chemical elements and heavy metals originating from the river pollute groundwater and plants. Communities around the river consume heavy metals, causing health risks, such as dental fluorosis. This research aims to determine the quality of Banyupait River water and groundwater, as well as determine community factors that are susceptible to dental fluorosis. The methods used in this research are field mapping and laboratory analysis. Analysis of water samples was done using the Atomic Absorption Spectrophotometer (AAS) method. River water has one parameter that exceeds the quality standard of the six parameters tested, namely pH 4–5.5. Meanwhile, groundwater has two parameters that exceed quality standards: fluorine of 0.6171 and 0.687 mg/L, and sulfate ranging from 325 to 683 mg/L. Groundwater quality parameters that influence the symptoms of dental fluorosis are fluorine and sulfate. Community factors such as adult age and the latest level of education, namely elementary school, are the most susceptible to dental fluorosis. This is because river water and ground water are exposed to fluorine and sulfate water originating from seepage from the Mount Ijen Crater.
伊坚火山口水的 pH 值为(0-2),因此水呈酸性和硫酸性。这种酸性水流入巴纽派特河。河水中的化学元素和重金属污染了地下水和植物。河流附近的社区居民摄入重金属,导致氟斑牙等健康风险。本研究旨在确定巴纽派特河水和地下水的质量,并确定易患氟斑牙的社区因素。本研究采用的方法是实地测绘和实验室分析。水样分析采用原子吸收分光光度法(AAS)。在检测的六个参数中,河水有一个参数超过了质量标准,即 pH 值 4-5.5。同时,地下水有两项参数超过质量标准:氟含量为 0.6171 和 0.687 毫克/升,硫酸盐含量为 325 至 683 毫克/升。影响氟斑牙症状的地下水质量参数是氟和硫酸盐。社区因素,如成人年龄和最近的教育水平,即小学教育水平,最容易导致氟斑牙。这是因为河水和地下水都会接触到源自伊坚火山口渗出的氟水和硫酸盐水。
{"title":"The influence of the acid water of the Banyupait River on the community health in Bantal village, Asembagus, Indonesia","authors":"D. Yudiantoro, Bambang Irawan, I. P. Haty, Setia Pambudi, Shalva Tmy, A. Suproborini, Sekar Bawaningrum, P. Ismaya, M. Abdurrachman, Isao Takashima, Temmy Wikaningrum, Noor Cahyo Aryanto","doi":"10.2166/wst.2024.125","DOIUrl":"https://doi.org/10.2166/wst.2024.125","url":null,"abstract":"\u0000 Mount Ijen crater water has a pH value of (0–2), resulting in water that is acidic and sulfurous. This acidic water flows into the Banyupait River. Chemical elements and heavy metals originating from the river pollute groundwater and plants. Communities around the river consume heavy metals, causing health risks, such as dental fluorosis. This research aims to determine the quality of Banyupait River water and groundwater, as well as determine community factors that are susceptible to dental fluorosis. The methods used in this research are field mapping and laboratory analysis. Analysis of water samples was done using the Atomic Absorption Spectrophotometer (AAS) method. River water has one parameter that exceeds the quality standard of the six parameters tested, namely pH 4–5.5. Meanwhile, groundwater has two parameters that exceed quality standards: fluorine of 0.6171 and 0.687 mg/L, and sulfate ranging from 325 to 683 mg/L. Groundwater quality parameters that influence the symptoms of dental fluorosis are fluorine and sulfate. Community factors such as adult age and the latest level of education, namely elementary school, are the most susceptible to dental fluorosis. This is because river water and ground water are exposed to fluorine and sulfate water originating from seepage from the Mount Ijen Crater.","PeriodicalId":298320,"journal":{"name":"Water Science &amp; Technology","volume":"7 16","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140697714","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhancing pollutant removal efficiency in urban domestic wastewater treatment through the hybrid multi-soil-layering (MSL) system: A case study in Morocco 通过混合多土层(MSL)系统提高城市生活污水处理的污染物去除效率:摩洛哥案例研究
Pub Date : 2024-04-16 DOI: 10.2166/wst.2024.124
Aya Kammoun, N. Ouazzani, Abdelhafid El Alaoui El Fels, A. Hejjaj, L. Mandi
This paper evaluates the performance and potential of a full-scale hybrid multi-soil-layering (MSL) system for the treatment of domestic wastewater for landscape irrigation reuse. The system integrates a solar septic tank and sequential vertical flow MSL and horizontal flow MSL components with alternating layers of gravel and soil-based material. It operates at a hydraulic loading rate of 250 L/m2/day. Results show significant removal of pollutants and pathogens, including total suspended solids (97%), chemical oxygen demand (COD) (88.57%), total phosphorus (TP) (79.93%), and total nitrogen (88.49%), along with significant reductions in fecal bacteria indicators (4.21 log for fecal coliform and 3.90 log for fecal streptococci) and the pathogen Staphylococcus sp. (2.43 log). The principal component analysis confirms the effectiveness of the system in reducing the concentrations of NH4, COD, TP, PO4, fecal coliforms, fecal streptococci, and fecal staphylococci, thus supporting the reliability of the study. This work highlights the promising potential of the hybrid MSL technology for the treatment of domestic wastewater, especially in arid regions such as North Africa and the Middle East, to support efforts to protect the environment and facilitate the reuse of wastewater for landscape irrigation and agriculture.
本文评估了用于处理景观灌溉回用的生活污水的全规模混合多土层(MSL)系统的性能和潜力。该系统集成了太阳能化粪池以及交替铺设砾石层和土壤层的连续垂直流 MSL 和水平流 MSL 组件。该系统的水力负荷率为 250 升/平方米/天。结果显示,污染物和病原体的去除率很高,包括总悬浮固体(97%)、化学需氧量(88.57%)、总磷(79.93%)和总氮(88.49%),同时粪便细菌指标(粪大肠菌群 4.21 log、粪链球菌 3.90 log)和病原体葡萄球菌(2.43 log)也明显减少。主成分分析证实了该系统在降低 NH4、COD、TP、PO4、粪大肠菌群、粪链球菌和粪葡萄球菌浓度方面的有效性,从而证明了研究的可靠性。这项工作凸显了混合 MSL 技术在处理生活废水方面的巨大潜力,尤其是在北非和中东等干旱地区,以支持保护环境和促进景观灌溉和农业废水回用的努力。
{"title":"Enhancing pollutant removal efficiency in urban domestic wastewater treatment through the hybrid multi-soil-layering (MSL) system: A case study in Morocco","authors":"Aya Kammoun, N. Ouazzani, Abdelhafid El Alaoui El Fels, A. Hejjaj, L. Mandi","doi":"10.2166/wst.2024.124","DOIUrl":"https://doi.org/10.2166/wst.2024.124","url":null,"abstract":"\u0000 \u0000 This paper evaluates the performance and potential of a full-scale hybrid multi-soil-layering (MSL) system for the treatment of domestic wastewater for landscape irrigation reuse. The system integrates a solar septic tank and sequential vertical flow MSL and horizontal flow MSL components with alternating layers of gravel and soil-based material. It operates at a hydraulic loading rate of 250 L/m2/day. Results show significant removal of pollutants and pathogens, including total suspended solids (97%), chemical oxygen demand (COD) (88.57%), total phosphorus (TP) (79.93%), and total nitrogen (88.49%), along with significant reductions in fecal bacteria indicators (4.21 log for fecal coliform and 3.90 log for fecal streptococci) and the pathogen Staphylococcus sp. (2.43 log). The principal component analysis confirms the effectiveness of the system in reducing the concentrations of NH4, COD, TP, PO4, fecal coliforms, fecal streptococci, and fecal staphylococci, thus supporting the reliability of the study. This work highlights the promising potential of the hybrid MSL technology for the treatment of domestic wastewater, especially in arid regions such as North Africa and the Middle East, to support efforts to protect the environment and facilitate the reuse of wastewater for landscape irrigation and agriculture.","PeriodicalId":298320,"journal":{"name":"Water Science &amp; Technology","volume":"113 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140695150","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of carbonization temperature and time on the characteristics of carbonized sludge 碳化温度和时间对碳化污泥特性的影响
Pub Date : 2024-04-15 DOI: 10.2166/wst.2024.119
Junjie Wan, Xin Feng, Biqing Li, Mingsheng Wang, Xia Tang, Jun Chen, Jianyun Rong, ShanShan Ma, Yiwen Jiang, Zemin Zhang
To investigate the influence of carbonization process parameters on the characteristics of municipal sludge carbonization products, this study selected carbonization temperatures of 300–700 °C and carbonization times of 0.5–1.5 h to carbonize municipal sludge. The results showed that with an increase in temperature and carbonization time, the sludge was carbonized more completely, and the structure and performance characteristics of the sludge changed significantly. Organic matter was continuously cracked, the amorphous nature of the material was reduced, its morphology was transformed into an increasing number of regular crystalline structures, and the content of carbon continued to decrease, from the initial 52.85 to 38.77%, while the content of inorganic species consisting continued to increase. The conductivity was reduced by 87.8%, and the degree of conversion of salt ions into their residual and insoluble states was significant. Natural water absorption in the sludge decreased from 8.13 to 1.29%, and hydrophobicity increased. The dry-basis higher calorific value decreased from 8,703 to 3,574 kJ/kg. Heavy metals were concentrated by a factor of 2–3, but the content of the available state was very low. The results of this study provide important technological support for the selection of suitable carbonization process conditions and for resource utilization.
为研究碳化工艺参数对城市污泥碳化产物特性的影响,本研究选择碳化温度为 300-700 ℃、碳化时间为 0.5-1.5 h 的城市污泥进行碳化。结果表明,随着温度和碳化时间的增加,污泥的碳化更加完全,污泥的结构和性能特征发生了显著变化。有机物不断裂解,无定形物质减少,其形态转变为越来越多的规则结晶结构,碳含量不断降低,从最初的 52.85% 降至 38.77%,而无机物含量不断增加。电导率降低了 87.8%,盐离子转化为残余态和不溶态的程度显著提高。污泥的天然吸水率从 8.13% 降至 1.29%,疏水性增加。干基较高热值从 8 703 千焦/千克降至 3 574 千焦/千克。重金属浓缩了 2-3 倍,但可用状态的含量非常低。该研究结果为选择合适的碳化工艺条件和资源利用提供了重要的技术支持。
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引用次数: 0
Identification of agricultural surface source pollution in plain river network areas based on 3D-EEMs and convolutional neural networks 基于 3D-EEMs 和卷积神经网络的平原河网地区农业面源污染识别
Pub Date : 2024-04-15 DOI: 10.2166/wst.2024.122
Juan Huan, Jialong Yuan, Hao Zhang, Xiangen Xu, Bing Shi, Yong J. Zheng, Xincheng Li, Chen Zhang, Qucheng Hu, Yixiong Fan, Jiapeng Lv, Liwan Zhou
Agricultural non-point sources, as major sources of organic pollution, continue to flow into the river network area of the Jiangnan Plain, posing a serious threat to the quality of water bodies, the ecological environment, and human health. Therefore, there is an urgent need for a method that can accurately identify various types of agricultural organic pollution to prevent the water ecosystems in the region from significant organic pollution. In this study, a network model called RA-GoogLeNet is proposed for accurately identifying agricultural organic pollution in the river network area of the Jiangnan Plain. RA-GoogLeNet uses fluorescence spectral data of agricultural non-point source water quality in Changzhou Changdang Lake Basin, based on GoogLeNet architecture, and adds an ECA attention mechanism to its A-Inception module, which enables the model to automatically learn the importance of independent channel features. ResNet are used to connect each A-Reception module. The experimental results show that RA-GoogLeNet performs well in fluorescence spectral classification of water quality, with an accuracy of 96.3%, which is 1.2% higher than the baseline model, and has good recall and F1 score. This study provides powerful technical support for the traceability of agricultural organic pollution.
农业非点源作为有机污染的主要来源,不断流入江南平原河网地区,对水体质量、生态环境和人类健康构成严重威胁。因此,迫切需要一种能够准确识别各类农业有机污染的方法,以防止该地区的水生态系统受到严重的有机污染。本研究提出了一种名为 RA-GoogLeNet 的网络模型,用于准确识别江南平原河网地区的农业有机污染。RA-GoogLeNet 采用常州长荡湖流域农业非点源水质荧光光谱数据,基于 GoogLeNet 架构,在其 A-Inception 模块中加入了 ECA 关注机制,使模型能够自动学习独立河道特征的重要性。各A-Reception模块之间使用ResNet连接。实验结果表明,RA-GoogLeNet 在水质荧光光谱分类中表现良好,准确率达到 96.3%,比基线模型高出 1.2%,并且具有良好的召回率和 F1 分数。该研究为农业有机污染溯源提供了有力的技术支持。
{"title":"Identification of agricultural surface source pollution in plain river network areas based on 3D-EEMs and convolutional neural networks","authors":"Juan Huan, Jialong Yuan, Hao Zhang, Xiangen Xu, Bing Shi, Yong J. Zheng, Xincheng Li, Chen Zhang, Qucheng Hu, Yixiong Fan, Jiapeng Lv, Liwan Zhou","doi":"10.2166/wst.2024.122","DOIUrl":"https://doi.org/10.2166/wst.2024.122","url":null,"abstract":"\u0000 \u0000 Agricultural non-point sources, as major sources of organic pollution, continue to flow into the river network area of the Jiangnan Plain, posing a serious threat to the quality of water bodies, the ecological environment, and human health. Therefore, there is an urgent need for a method that can accurately identify various types of agricultural organic pollution to prevent the water ecosystems in the region from significant organic pollution. In this study, a network model called RA-GoogLeNet is proposed for accurately identifying agricultural organic pollution in the river network area of the Jiangnan Plain. RA-GoogLeNet uses fluorescence spectral data of agricultural non-point source water quality in Changzhou Changdang Lake Basin, based on GoogLeNet architecture, and adds an ECA attention mechanism to its A-Inception module, which enables the model to automatically learn the importance of independent channel features. ResNet are used to connect each A-Reception module. The experimental results show that RA-GoogLeNet performs well in fluorescence spectral classification of water quality, with an accuracy of 96.3%, which is 1.2% higher than the baseline model, and has good recall and F1 score. This study provides powerful technical support for the traceability of agricultural organic pollution.","PeriodicalId":298320,"journal":{"name":"Water Science &amp; Technology","volume":"34 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140700291","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pollutant removal in an experimental bioretention cell situated in a northern Chinese sponge City 中国北方海绵城市实验性生物滞留池的污染物去除情况
Pub Date : 2024-04-15 DOI: 10.2166/wst.2024.123
Chunyan Shi, Xia Feng, Weining Sun, Hong Qiu, Genlan Liu, Si-yang Li, Jing Xie, Pengxuan Wang, Yingzi Lin, Xindong Wei, Tongyu Xu, Weijun Gao
To assess the viability and effectiveness of bioretention cell in enhancing rainwater resource utilization within sponge cities, this study employs field monitoring, laboratory testing, and statistical analysis to evaluate the water purification capabilities of bioretention cell. Findings indicate a marked purification impact on surface runoff, with removal efficiencies of 59.81% for Suspended Solids (SS), 39.01% for Chemical Oxygen Demand (COD), 37.53% for Ammonia Nitrogen (NH3-N), and 30.49% for Total Phosphorus (TP). The treated water largely complies with rainwater reuse guidelines and tertiary sewage discharge standards. Notably, while previous research in China has emphasized water volume control in sponge city infrastructures, less attention has been given to the qualitative aspects and field-based evaluations. This research not only fills that gap but also offers valuable insights and practical implications for bioretention cell integration into sponge city development. Moreover, the methodology and outcomes of this study serve as a benchmark for future sponge city project assessments, offering guidance to relevant authorities.
为了评估生物滞留池在提高海绵城市雨水资源利用率方面的可行性和有效性,本研究采用了实地监测、实验室测试和统计分析等方法来评估生物滞留池的水净化能力。研究结果表明,生物滞留池对地表径流有明显的净化作用,其悬浮固体(SS)去除率为 59.81%,化学需氧量(COD)去除率为 39.01%,氨氮(NH3-N)去除率为 37.53%,总磷(TP)去除率为 30.49%。处理后的水基本符合雨水回用准则和三级污水排放标准。值得注意的是,虽然中国以往的研究强调海绵城市基础设施的水量控制,但较少关注质量方面和实地评估。本研究不仅填补了这一空白,还为生物滞留小区融入海绵城市建设提供了宝贵的见解和实践意义。此外,本研究的方法和成果可作为未来海绵城市项目评估的基准,为相关部门提供指导。
{"title":"Pollutant removal in an experimental bioretention cell situated in a northern Chinese sponge City","authors":"Chunyan Shi, Xia Feng, Weining Sun, Hong Qiu, Genlan Liu, Si-yang Li, Jing Xie, Pengxuan Wang, Yingzi Lin, Xindong Wei, Tongyu Xu, Weijun Gao","doi":"10.2166/wst.2024.123","DOIUrl":"https://doi.org/10.2166/wst.2024.123","url":null,"abstract":"\u0000 \u0000 To assess the viability and effectiveness of bioretention cell in enhancing rainwater resource utilization within sponge cities, this study employs field monitoring, laboratory testing, and statistical analysis to evaluate the water purification capabilities of bioretention cell. Findings indicate a marked purification impact on surface runoff, with removal efficiencies of 59.81% for Suspended Solids (SS), 39.01% for Chemical Oxygen Demand (COD), 37.53% for Ammonia Nitrogen (NH3-N), and 30.49% for Total Phosphorus (TP). The treated water largely complies with rainwater reuse guidelines and tertiary sewage discharge standards. Notably, while previous research in China has emphasized water volume control in sponge city infrastructures, less attention has been given to the qualitative aspects and field-based evaluations. This research not only fills that gap but also offers valuable insights and practical implications for bioretention cell integration into sponge city development. Moreover, the methodology and outcomes of this study serve as a benchmark for future sponge city project assessments, offering guidance to relevant authorities.","PeriodicalId":298320,"journal":{"name":"Water Science &amp; Technology","volume":"9 7","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140702054","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Water Science &amp; Technology
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