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A missing data processing method for dam deformation monitoring data using spatiotemporal clustering and support vector machine model 利用时空聚类和支持向量机模型的大坝变形监测数据缺失数据处理方法
IF 3.7 Q1 WATER RESOURCES Pub Date : 2024-08-30 DOI: 10.1016/j.wse.2024.08.003
Yan-tao Zhu , Chong-shi Gu , Mihai A. Diaconeasa
Deformation monitoring is a critical measure for intuitively reflecting the operational behavior of a dam. However, the deformation monitoring data are often incomplete due to environmental changes, monitoring instrument faults, and human operational errors, thereby often hindering the accurate assessment of actual deformation patterns. This study proposed a method for quantifying deformation similarity between measurement points by recognizing the spatiotemporal characteristics of concrete dam deformation monitoring data. It introduces a spatiotemporal clustering analysis of the concrete dam deformation behavior and employs the support vector machine model to address the missing data in concrete dam deformation monitoring. The proposed method was validated in a concrete dam project, with the model error maintaining within 5%, demonstrating its effectiveness in processing missing deformation data. This approach enhances the capability of early-warning systems and contributes to enhanced dam safety management.
变形监测是直观反映大坝运行行为的关键措施。然而,由于环境变化、监测仪器故障和人为操作失误等原因,变形监测数据往往不完整,从而经常阻碍对实际变形模式的准确评估。本研究提出了一种通过识别混凝土大坝变形监测数据的时空特征来量化测点间变形相似性的方法。它引入了对混凝土大坝变形行为的时空聚类分析,并采用支持向量机模型来解决混凝土大坝变形监测中的数据缺失问题。所提出的方法在一个混凝土大坝项目中得到了验证,模型误差保持在 5%以内,证明了其在处理缺失变形数据方面的有效性。该方法提高了预警系统的能力,有助于加强大坝安全管理。
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引用次数: 0
Perspectives on risk analysis and control for real-time operation of flood control systems 防洪系统实时运行的风险分析与控制视角
IF 3.7 Q1 WATER RESOURCES Pub Date : 2024-06-26 DOI: 10.1016/j.wse.2024.06.002
Juan Chen , Lu Zhang , Guo-zhi Li , Ping-an Zhong
Flood control operation, a non-engineering measure, can efficiently manage flood disasters within a river basin. However, numerous uncertainties exit in the real-time operation of flood control systems, creating risks in decision-making. As an efficient tool to mitigate these risks, risk management has garnered increasing attention in real-time flood control operation. This communication offers a series of suggestions for future research concerning risk management in real-time flood control operation, including risk assessment, risk diagnosis, and risk control methods.
防洪运行作为一种非工程措施,可以有效管理流域内的洪水灾害。然而,防洪系统的实时运行存在诸多不确定性,给决策带来风险。作为降低这些风险的有效工具,风险管理在实时防洪运行中日益受到重视。本文就实时洪水控制运行中的风险管理,包括风险评估、风险诊断和风险控制方法,提出了一系列未来研究建议。
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引用次数: 0
Microbial community diversity during algal inhibition using slow-release microcapsules of tea polyphenols 使用茶多酚缓释微胶囊抑制藻类生长过程中的微生物群落多样性
IF 4 Q1 WATER RESOURCES Pub Date : 2024-05-23 DOI: 10.1016/j.wse.2024.05.004
Li-xiao Ni , Yuan-yi Fang , Cun-hao Du , Jia-jia Wang , Cheng-jie Zhu , Chu Xu , Shi-yin Li , Jian Xu , Xu-qing Chen , Hua Su

Harmful algal blooms (HABs) resulting from eutrophication pose a major threat to ecosystems and human health, necessitating effective control measures. Allelochemicals have shown their importance in slowing down algal proliferation due to their proven efficacy and low ecological impacts. In this study, allelopathy tea polyphenols (TPs) and β-cyclodextrin were combined to prepare slow-release algicidal microcapsules, and the diversity of microbial community in the algal inhibition process was analyzed. Results showed that TP slow-release microcapsules had strong algicidal activity. When against Microcystis aeruginosa within 20 d, their constant inhibitory rate was up to 99% compared to the control group. Microbial diversity decreased with an increase in algae density, and the species richness and diversity of algae increased under the stress of TP slow-release microcapsules. The redundancy analysis showed that the environmental factors with impacts on the abundance and diversity of bacterial communities in descending order were dissolved oxygen, pH, and temperature. This study provides a theoretical basis for the application of TP slow-release microcapsules to actual water.

富营养化导致的有害藻华(HABs)对生态系统和人类健康构成重大威胁,必须采取有效的控制措施。等位化学物质因其公认的功效和较低的生态影响,在减缓藻类增殖方面显示出其重要性。本研究将等位基因茶多酚(TPs)与β-环糊精结合,制备了缓释杀藻微胶囊,并分析了抑藻过程中微生物群落的多样性。结果表明,TP 缓释微胶囊具有很强的杀藻活性。与对照组相比,在 20 d 内对铜绿微囊藻的持续抑制率高达 99%。微生物多样性随藻类密度的增加而降低,而在 TP 缓释微胶囊的胁迫下,藻类的物种丰富度和多样性均有所增加。冗余分析表明,对细菌群落丰度和多样性有影响的环境因素依次为溶解氧、pH 值和温度。该研究为 TP 缓释微胶囊在实际水体中的应用提供了理论依据。
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引用次数: 0
Hydrological responses to permafrost degradation on Tibetan Plateau under changing climate 气候变化下青藏高原冻土退化的水文响应
IF 4 Q1 WATER RESOURCES Pub Date : 2024-04-15 DOI: 10.1016/j.wse.2024.04.002
Xue-gao Chen , Zhong-bo Yu , Hui Lin , Tong-qing Shen , Peng Jiang

The Tibetan Plateau (TP) has undergone significant warming and humidification in recent years, resulting in rapid permafrost degradation and spatiotemporal variations in hydrological processes, such as subsurface water transport, hydrothermal conversion, and runoff generation. Understanding the mechanisms of hydrological processes in permafrost areas under changing climate is crucial for accurately evaluating hydrological responses on the TP. This study comprehensively discusses the permafrost hydrological processes of the TP under changing climate. Topics include climate conditions and permafrost states, subsurface water transport under freeze–thaw conditions, development of thermokarst lakes and hydrothermal processes, and runoff response during permafrost degradation. This study offers a comprehensive understanding of permafrost changes and their hydrological responses, contributing significantly to water security and sustainable development on the TP.

近年来,青藏高原(TP)经历了显著的变暖和增湿,导致冻土快速退化和水文过程的时空变化,如地下水传输、热液转换和径流生成。了解气候变化下永久冻土区的水文过程机制对于准确评估冻土带的水文响应至关重要。本研究全面讨论了气候变化下的永久冻土水文过程。主题包括气候条件和永久冻土状态、冻融条件下的地下水传输、热钾湖的发展和热液过程以及永久冻土退化过程中的径流响应。这项研究提供了对永久冻土变化及其水文响应的全面了解,对永久冻土带的水安全和可持续发展做出了重大贡献。
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引用次数: 0
A novel approach for quantifying upper reservoir leakage 量化上层储层渗漏的新方法
IF 3.7 Q1 WATER RESOURCES Pub Date : 2024-03-04 DOI: 10.1016/j.wse.2024.03.001
Wen-jie Yang , Yong Huang , Xiao-song Dong , Xu-feng Zhu , Zhong-bo Yu , Ke-han Miao
During the operational phases of the upper reservoir in a pumped storage power station, the water level, leakage area, and hydraulic gradient of the upper reservoir alter dynamically due to the cyclic pumping and draining activities. The rising groundwater level during storage introduces distinct leakage conditions within the reservoir basin, characterized by unsaturated, partially saturated, and saturated states. Consequently, reservoir basin leakage exhibits variability across these states. To address this issue, this study formulated rational assumptions corresponding to the three leakage states in a reservoir basin and derived analytical expressions for seepage calculation based on Darcy's law and the principles governing groundwater flow refraction. A case study was conducted to investigate the relationship between various factors and leakage. The results showed that leakage primarily depended on the permeability of the impermeable layer in the reservoir basin. The upper reservoir leakage was estimated, and the calculated leakage generally agreed with the measurements, offering insights into the leakage mechanism of the Liyang pumped storage power station. In addition, the reasons for disparities between measured and calculated leakage were analyzed, and the reliability of the developed method was validated. The findings of this study provide a foundation for the seepage control design of upstream reservoirs in similar projects.
在抽水蓄能电站的上水库运行阶段,由于循环抽水和排水活动,上水库的水位、渗漏面积和水力坡度会发生动态变化。蓄水期间地下水位的上升会在水库流域内引入不同的渗漏条件,其特征为非饱和、部分饱和和饱和状态。因此,水库流域的渗漏在这些状态下表现出差异性。为解决这一问题,本研究根据达西定律和地下水流折射原理,提出了与水库流域三种渗漏状态相对应的合理假设,并推导出渗流计算的分析表达式。通过案例研究,探讨了各种因素与渗漏之间的关系。结果表明,渗漏主要取决于水库盆地不透水层的渗透性。对水库上部的渗漏量进行了估算,计算出的渗漏量与测量值基本吻合,为溧阳抽水蓄能电站的渗漏机理提供了启示。此外,还分析了实测渗漏量与计算渗漏量不一致的原因,验证了所开发方法的可靠性。研究结果为类似工程上游水库的防渗设计提供了依据。
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引用次数: 0
Health diagnosis of ultrahigh arch dam performance using heterogeneous spatial panel vector model 利用异质空间面板向量模型对超高拱坝性能进行健康诊断
IF 4 Q1 WATER RESOURCES Pub Date : 2024-02-28 DOI: 10.1016/j.wse.2024.02.003
Er-feng Zhao , Xin Li , Chong-shi Gu

Currently, more than ten ultrahigh arch dams have been constructed or are being constructed in China. Safety control is essential to long-term operation of these dams. This study employed the flexibility coefficient and plastic complementary energy norm to assess the structural safety of arch dams. A comprehensive analysis was conducted, focusing on differences among conventional methods in characterizing the structural behavior of the Xiaowan arch dam in China. Subsequently, the spatiotemporal characteristics of the measured performance of the Xiaowan dam were explored, including periodicity, convergence, and time-effect characteristics. These findings revealed the governing mechanism of main factors. Furthermore, a heterogeneous spatial panel vector model was developed, considering both common factors and specific factors affecting the safety and performance of arch dams. This model aims to comprehensively illustrate spatial heterogeneity between the entire structure and local regions, introducing a specific effect quantity to characterize local deformation differences. Ultimately, the proposed model was applied to the Xiaowan arch dam, accurately quantifying the spatiotemporal heterogeneity of dam performance. Additionally, the spatiotemporal distribution characteristics of environmental load effects on different parts of the dam were reasonably interpreted. Validation of the model prediction enhances its credibility, leading to the formulation of health diagnosis criteria for future long-term operation of the Xiaowan dam. The findings not only enhance the predictive ability and timely control of ultrahigh arch dams’ performance but also provide a crucial basis for assessing the effectiveness of engineering treatment measures.

目前,中国已建和在建的超高拱坝有十余座。安全控制对这些大坝的长期运行至关重要。本研究采用柔性系数和塑性补能规范来评估拱坝的结构安全。研究进行了全面分析,重点关注了在描述中国小湾拱坝结构行为时传统方法之间的差异。随后,探讨了小湾拱坝测量性能的时空特征,包括周期性、收敛性和时间效应特征。这些发现揭示了主要因素的支配机制。此外,考虑到影响拱坝安全和性能的共性因素和特殊因素,建立了异质性空间面板向量模型。该模型旨在全面说明整个结构和局部区域之间的空间异质性,引入特定效应量来描述局部变形差异。最终,提出的模型被应用于小湾拱坝,准确量化了大坝性能的时空异质性。此外,还合理解释了大坝不同部位环境荷载效应的时空分布特征。对模型预测的验证提高了模型的可信度,从而为小湾大坝未来的长期运行制定了健康诊断标准。研究结果不仅提高了对超高拱坝性能的预测能力和及时控制能力,也为评估工程治理措施的有效性提供了重要依据。
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引用次数: 0
Big data-driven water research towards metaverse 大数据驱动的水研究迈向元宇宙
IF 4 Q1 WATER RESOURCES Pub Date : 2024-02-13 DOI: 10.1016/j.wse.2024.02.001
Minori Uchimiya

Although big data is publicly available on water quality parameters, virtual simulation has not yet been adequately adapted in environmental chemistry research. Digital twin is different from conventional geospatial modeling approaches and is particularly useful when systematic laboratory/field experiment is not realistic (e.g., climate impact and water-related environmental catastrophe) or difficult to design and monitor in a real time (e.g., pollutant and nutrient cycles in estuaries, soils, and sediments). Data-driven water research could realize early warning and disaster readiness simulations for diverse environmental scenarios, including drinking water contamination.

虽然有关水质参数的大数据已经公开,但虚拟仿真尚未充分应用于环境化学研究。数字孪生不同于传统的地理空间建模方法,在系统的实验室/现场实验不现实(如气候影响和与水有关的环境灾难)或难以设计和实时监测(如河口、土壤和沉积物中的污染物和营养物循环)时特别有用。以数据为驱动的水研究可以针对不同的环境情景(包括饮用水污染)实现早期预警和灾难准备模拟。
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引用次数: 0
Hydraulic performance assessment of various submerged pile designs around an emerged dike 出露堤坝周围各种水下桩设计的水力性能评估
IF 3.7 Q1 WATER RESOURCES Pub Date : 2024-02-10 DOI: 10.1016/j.wse.2024.02.002
This study aimed to devise strategies for alleviating the detrimental impacts of floods in the vicinity of a dike. Experiments were conducted in an open rectangular channel to investigate the flow dynamics under varying dike conditions. To address concerns related to intense whirls and concentrated flow around the dike head, comparative analysis was performed in terms of flow structures and energy reduction around I-shaped and T-shaped dikes with two ratios of wing length (lw) to dike length (ld) (lw/ld = 1.41 and 2.43). The T-shaped dike wings were equipped with diverse designs: angled footing, delta vane, and streamlined tapered, resulting in elevated backwater in front of the dike, reduced velocity, and enhanced energy reduction. The findings indicated that elongating the wing reciprocally affected the depth-averaged velocity (at the dike head and near the adjacent dike bank), concurrently impacting flow deflection, backwater rise, and energy reduction rate. The T-shaped dike, specifically with an angled footing (lw/ld = 2.43), yielded optimal outcomes. These included significant reductions in maximum energy (46%), tip velocity (98%), and dike adjacent bank velocity (90%), as well as significant flow deflection towards the mainstream, outperforming the I-shaped impermeable dike. The proposed solutions exhibit efficacy in mitigating rapid deterioration during floods, securing both the dike head and the neighboring bank to avert failures in high-energy flow.
本研究旨在制定减轻堤坝附近洪水有害影响的策略。实验在一个开放的矩形水道中进行,以研究不同堤坝条件下的水流动力学。为了解决与堤坝头部周围的强烈漩涡和集中流有关的问题,对 I 形和 T 形堤坝周围的流动结构和能量减少情况进行了比较分析,这两种堤坝的翼长(ld)与堤坝长度(ld)之比分别为 lw/ld = 1.41 和 2.43。T 形堤翼采用了不同的设计:斜脚、三角叶片和流线型锥形,从而提高了堤前的回水位,降低了流速,增强了减能效果。研究结果表明,拉长翼片会对深度平均流速(堤坝头部和邻近堤岸附近)产生相互影响,同时对水流偏转、回水上升和能量减少率产生影响。T 形堤坝,特别是带有倾斜基脚(lw/ld = 2.43)的堤坝,产生了最佳效果。这包括最大能量(46%)、顶端流速(98%)和堤岸邻岸流速(90%)的显著降低,以及流向主流的显著偏转,优于 I 型防渗堤。所提出的解决方案可有效缓解洪水期间的快速恶化,确保堤顶和邻近堤岸的安全,避免在高能量水流中发生溃堤。
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引用次数: 0
Thanks to our academic editors and peer reviewers 感谢我们的学术编辑和同行评审员
IF 4 Q1 WATER RESOURCES Pub Date : 2024-01-30 DOI: 10.1016/S1674-2370(24)00016-4
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引用次数: 0
Enhanced photocatalytic degradation of dyes using a novel waste toner-based TiO2/Fe2O3@nanographite nanohybrid: A sustainable approach 利用新型废墨粉基 TiO2/Fe2O3@ 纳米石纳米杂化物增强染料的光催化降解:一种可持续的方法
IF 4 Q1 WATER RESOURCES Pub Date : 2024-01-23 DOI: 10.1016/j.wse.2024.01.005
Kenneth Mensah , Hassan Shokry , Marwa Elkady , Hamada B. Hawash , Mahmoud Samy

This study synthesized a ferric oxide–nanographite (NG) nanocomposite (Fe2O3@NG) from waste toner powder through carbonization. Subsequently, a TiO2/Fe2O3@NG nanohybrid was fabricated using the sol–gel technique to improve the photocatalytic degradation of dyes. TiO2/Fe2O3@NG nanocomposites were prepared at TiO2:Fe2O3@NG ratios of 2:1 (Ti:T-21), 1:1 (Ti:T-11), and 1:2 (Ti:T-12). The porosity, morphology, surface chemistry, and chemical interactions between TiO2, Fe2O3, and graphite in the prepared TiO2/Fe2O3@NG nanocomposites were characterized using the Brunauer–Emmett–Teller (BET) method and microscopic and spectroscopic analyses. The TiO2/Fe2O3@NG nanohybrid exhibited a reduced bandgap (2.4–2.9 eV) and enhanced charge carrier separation through charge transfer at the junction of the hetero-structured TiO2/Fe2O3@NG nanohybrid. Preliminary experiments revealed that Ti:T-21 was the most effective photocatalyst for degrading acid blue-25 (AB-25) compared to Ti:T-11, Ti:T-12, sole TiO2, and Fe2O3@NG. This study also investigated the impacts of catalyst dose and initial dye concentration on the AB-25 photocatalytic degradation. Notably, 97% of 5-mg/L AB-25 was removed using 1.25-g/L Ti:T-21 at an unmodified pH of 6.4 within 120 min. Furthermore, Ti:T-21 exhibited remarkable recyclability in its immobilized form, achieving degradation ratios of 74.7%–71.8% over five consecutive runs, compared to removal efficiencies of 85.0%–62.3% in the suspended mode. Trapping experiments identified hydroxyl radicals, holes, and superoxide as the principal reactive radicals. The TiO2/Fe2O3@NG/light system was effective in disintegrating and mineralizing other synthetic dyes such as Congo red, methylene blue, and methyl red, indicating its potential for industrial-scale degradation of authentic dye wastewater. The utilization of waste toner for water treatment is highlighted as a strategy to promote environmental sustainability, foster a circular economy, and contribute to pollution remediation.

本研究利用废碳粉通过碳化法合成了氧化铁-纳米碳酸钙(NG)纳米复合材料(Fe2O3@NG)。随后,利用溶胶-凝胶技术制备了 TiO2/Fe2O3@NG 纳米杂化物,以改善染料的光催化降解。制备的 TiO2/Fe2O3@NG 纳米复合材料的 TiO2:Fe2O3@NG 比例分别为 2:1(Ti:T-21)、1:1(Ti:T-11)和 1:2(Ti:T-12)。利用布鲁纳-艾美特-泰勒(BET)法以及显微镜和光谱分析,对制备的 TiO2/Fe2O3@NG 纳米复合材料中的孔隙率、形貌、表面化学以及 TiO2、Fe2O3 和石墨之间的化学作用进行了表征。TiO2/Fe2O3@NG 纳米杂化物的带隙减小(2.4-2.9 eV),并通过异质结构 TiO2/Fe2O3@NG 纳米杂化物交界处的电荷转移增强了电荷载流子分离。初步实验表明,与 Ti:T-11、Ti:T-12、单一 TiO2 和 Fe2O3@NG 相比,Ti:T-21 是降解酸性蓝-25(AB-25)最有效的光催化剂。该研究还考察了催化剂剂量和初始染料浓度对 AB-25 光催化降解的影响。值得注意的是,在未改性 pH 值为 6.4 的条件下,使用 1.25-g/L 的 Ti:T-21 在 120 分钟内可去除 97% 的 5 mg/L AB-25。此外,Ti:T-21 在其固定化形式下表现出显著的可回收性,在连续五次运行中实现了 74.7%-71.8% 的降解率,而在悬浮模式下的去除率为 85.0%-62.3% 。捕集实验发现羟基自由基、空穴和超氧化物是主要的活性自由基。TiO2/Fe2O3@NG/light 系统还能有效分解和矿化其他合成染料,如刚果红、亚甲基蓝和甲基红,这表明该系统具有工业规模降解真实染料废水的潜力。利用废墨粉进行水处理是促进环境可持续发展、促进循环经济和污染修复的一项战略。
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引用次数: 0
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Water science and engineering
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