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Enhancing Evapotranspiration Estimations through Multi-Source Product Fusion in the Yellow River Basin, China 通过多源产品融合加强中国黄河流域的蒸散量估算
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.3390/w16182603
Runke Wang, Xiaoni You, Yaya Shi, Chengyong Wu
An accurate estimation of evapotranspiration (ET) is critical to understanding the water cycle in watersheds and promoting the sustainable utilization of water resources. Although there are various ET products in the Yellow River Basin, various ET products have many uncertainties due to input data, parameterization schemes, and scale conversion, resulting in significant uncertainties in regional ET data products. To reduce the uncertainty of a single product and obtain more accurate ET data, more accurate ET data can be obtained by fusing different ET data. Addressing this challenge, by calculating the uncertainty of three ET data products, namely global land surface satellite (GLASS) ET, Penman–Monteith–Leuning (PML)-V2 ET, and reliability-affordable averaging (REA) ET, the weight of each product is obtained to drive the Bayesian three-cornered Hat (BTCH) algorithm to obtain higher quality fused ET data, which are then validated at the site and basin scales, and the accuracy has significantly improved compared to a single input product. On a daily scale, the fused data’s root mean square error (RMSE) is 0.78 mm/day and 1.14 mm/day. The mean absolute error (MAE) is 0.53 mm/day and 0.84 mm/day, respectively, which has a lower RMSE and MAE than the model input data; the correlation coefficients (R) are 0.9 and 0.83, respectively. At the basin scale, the RMSE and MAE of the annual average ET of the fused data are 11.77 mm/year and 14.95 mm/year, respectively, and the correlation coefficient is 0.84. The results show that the BTCH ET fusion data are better than single-input product data. An analysis of the fused ET data on a spatiotemporal scale shows that from 2001 to 2017, the ET increased in 85.64% of the area of the Yellow River Basin. Fluctuations in ET were greater in the middle reaches of the Yellow River than in the upstream and downstream regions. The BTCH algorithm has indispensable reference value for regional ET estimation research, and the ET data after BTCH algorithm fusion have higher data quality than the original input data. The fused ET data can inform the development of management strategies for water resources in the YRB and provide a deeper understanding of the regional water supply and demand balance mechanism.
准确估算蒸散量(ET)对于了解流域水循环和促进水资源的可持续利用至关重要。虽然黄河流域有多种蒸散发产品,但由于输入数据、参数化方案、尺度转换等原因,各种蒸散发产品都存在很多不确定性,导致区域蒸散发数据产品存在很大的不确定性。为了减少单一产品的不确定性,获得更准确的蒸散发数据,可以通过融合不同的蒸散发数据来获得更准确的蒸散发数据。针对这一难题,通过计算全球陆表卫星(GLASS)ET、Penman-Monteith-Leuning(PML)-V2 ET 和可靠性-可负担性平均(REA)ET 三种 ET 数据产品的不确定性,得到每种产品的权重,从而驱动贝叶斯三角帽(BTCH)算法,得到更高质量的融合 ET 数据,然后在站点和流域尺度上进行验证,与单一输入产品相比,精度有了显著提高。在日尺度上,融合数据的均方根误差(RMSE)分别为 0.78 毫米/天和 1.14 毫米/天。平均绝对误差(MAE)分别为 0.53 毫米/天和 0.84 毫米/天,RMSE 和 MAE 均低于模式输入数据;相关系数(R)分别为 0.9 和 0.83。在流域尺度上,融合数据的年平均蒸散发均方根误差和均方根误差分别为 11.77 毫米/年和 14.95 毫米/年,相关系数为 0.84。结果表明,BTCH ET 融合数据优于单一输入产品数据。对融合后的蒸散发数据进行时空尺度分析表明,2001-2017 年,黄河流域 85.64%的区域蒸散发增加。黄河中游地区的蒸散发波动大于上下游地区。BTCH算法对区域蒸散发估算研究具有不可或缺的参考价值,BTCH算法融合后的蒸散发数据比原始输入数据具有更高的数据质量。融合后的蒸散发数据可为制定长江流域水资源管理策略提供依据,并加深对区域水资源供需平衡机制的理解。
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引用次数: 0
Characteristics of Water Vapor Transport during the “7·20” Extraordinary Heavy Rain Process in Zhengzhou City Simulated by the HYSPLIT Model HYSPLIT 模型模拟的郑州市 "7-20 "特大暴雨过程的水汽输送特征
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.3390/w16182607
Xiuzhu Sha, Jianfang Ding, Ronghao Chu, Xinxin Ma, Xingyu Li, Yao Xiao, Bo Cheng, Fan Zhang, Can Song, Shanhai Wang
Water vapor transport is an important foundation and prerequisite for the occurrence of rainstorms. Consequently, the understanding of water vapor transport as well as the sources of water vapor during rainstorm processes should be considered as essential to study the formation mechanism of rainstorms. In this study, the Hybrid Single-Particle Lagrangian Integrated Trajectory (HYSPLIT) model is adopted for backward tracking of water vapor transport trajectories and sources during the “7·20” extraordinary heavy rain process in Zhengzhou City of China that occurred on 20 July 2021. On this basis, the trajectory clustering method is applied to quantitatively analyze the contributions of water vapor sources, aiming to provide a basis for exploring the maintenance mechanism of this extreme rainstorm event. The spatio-temporal characteristics of this rainstorm event show that there are 4 consecutive days with the precipitation reaching or exceeding the rainstorm level across the whole Zhengzhou City, with the daily rainfall amounts at eight national meteorological stations all breaking their respective historical extreme values. The regional-averaged rainfall amount in Zhengzhou City is 527.4 mm, while the maximum accumulated rainfall amount reaches 985.2 mm at Xinmi station and the maximum hourly rainfall amount at Zhengzhou national meteorological station reaches 201.9 mm h−1. The water vapor sources for this rainfall process, ranked in descending order of contribution, are the Western Pacific, inland areas of Northwest China and South China, and South China Sea. The water vapor at lower levels is mainly transported from the Western Pacific and the South China Sea, while those from the inland areas of Northwest China and South China provide a supply of water vapor at upper levels to a certain extent. The water vapor at 950 hPa is mainly sourced from the Western Pacific and South China Sea, accounting for 56% and 44%, respectively. The water vapor at 850 hPa mainly derives from the Western Pacific and the inland areas of South China, contributing 58% and 34% of the total, respectively. The water vapor at 700 hPa mainly comes from the inland areas of Northwest China and South China Sea. Specifically, the water vapor from inland Northwest China contributes 44% of the total, acting as the primary source. The water vapor at 500 hPa is mainly transported from the inland areas of South China and Northwest China, with that from the inland South China (56%) being more prominent. The water vapor at all levels is mainly transported to the rainstorm region through the eastern and southern regions of China from the source areas. Additionally, there are some differences in the water vapor trajectories at a 6 h interval.
水汽输送是暴雨发生的重要基础和前提。因此,了解暴雨过程中的水汽输送和水汽来源对研究暴雨的形成机理至关重要。本研究采用混合单粒子拉格朗日综合轨迹(HYSPLIT)模型,对 2021 年 7 月 20 日郑州市 "7-20 "特大暴雨过程中的水汽输送轨迹和水汽源进行了反演。在此基础上,应用轨迹聚类方法定量分析水汽源的贡献,旨在为探索此次极端暴雨事件的维持机制提供依据。此次暴雨事件的时空特征显示,郑州市全境连续4天降水量达到或超过暴雨量级,8个国家级气象站日降水量均突破各自历史极值。郑州市区域平均降雨量为 527.4 毫米,新密站最大累积降雨量达 985.2 毫米,郑州国家气象站最大小时降雨量达 201.9 毫米 h-1。这次降雨过程的水汽来源从多到少依次为西太平洋、西北和华南内陆地区以及南海。低层水汽主要来自西太平洋和南海,而来自中国西北内陆地区和华南内陆地区的水汽则在一定程度上提供了高层水汽。950 hPa 的水汽主要来自西太平洋和南海,分别占 56% 和 44%。850 hPa 的水汽主要来自西太平洋和华南内陆地区,分别占总量的 58% 和 34%。700 hPa 的水汽主要来自中国西北内陆地区和南海。具体来说,来自中国西北内陆地区的水汽占总量的 44%,是主要来源。500 hPa 的水汽主要来自华南和西北内陆地区,其中华南内陆地区的水汽(56%)更为突出。各层次的水汽主要从水汽源区通过华东和华南地区输送到暴雨区。此外,间隔 6 小时的水汽轨迹也存在一些差异。
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引用次数: 0
Chemical Fractions and Magnetic Simulation Based on Machine Learning for Trace Metals in a Sedimentary Column of Lake Taihu 基于机器学习的太湖沉积柱中痕量金属化学组分和磁性模拟
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.3390/w16182604
Hui Xiao, Tong Ke, Liming Chen, Dehu Li, Wanru Yang, Xin Qian, Long Chen, Ligang Deng, Huiming Li
In this study, the chemical fractions (CFs) of trace metal (TMs) and multiple magnetic parameters were analysed in the sedimentary column from the centre of Lake Taihu. The sedimentary column, measuring 53 cm in length, was dated using 210Pb and 137Cs to be 124 years old. Surface layers of the column were found to contain significantly higher concentrations of Cd, Co, Cu, Pb, Sb, Ti, and Zn than the middle and bottom layers. The sedimentary core contained a substantial amount of ferrimagnetic minerals. Most of the TMs were present in the residual state, except for Mn and Pb. The chemical fractions of Cd exhibited the most significant variation with depth. The pollution load index (PLI) indicated moderate TMs pollution levels in the region, whereas the risk assessment code (RAC) classified Mn as being heavily polluted. Multiple linear regression (MLR) and random forest (RF), support vector machine (SVM), and XGBoost (1.7.7.1) machine learning models were used to simulate the RAC and total concentration of TMs, using physical and chemical indicators and magnetic parameters of the sediments as input variables. The MLR model outperformed RF, SVM, and XGBoost in simulating the CFs and total concentrations of most TMs in the sedimentary column, with R2 up to 0.668 and 0.87. The SHapley Additive exPlanations (SHAP) method reveals that χarm/χ is the dominant factor influencing the RAC of As in the XGBoost models. For the RAC of Co and Cu in RF models, C% and N% exhibit greater contributions.
本研究分析了太湖中心沉积柱中痕量金属(TMs)的化学组分(CFs)和多个磁性参数。根据 210Pb 和 137Cs 测定,沉积柱长度为 53 厘米,距今 124 年。研究发现,沉积柱表层的镉、钴、铜、铅、锑、钛和锌含量明显高于中层和底层。沉积岩芯含有大量铁磁性矿物。除了锰和铅之外,大多数铁磁性矿物都以残余状态存在。镉的化学组分随深度的变化最为显著。污染负荷指数(PLI)表明该地区的 TMs 污染程度为中度,而风险评估代码(RAC)则将锰列为重度污染。采用多元线性回归(MLR)、随机森林(RF)、支持向量机(SVM)和 XGBoost(1.7.7.1)机器学习模型,以沉积物的理化指标和磁性参数为输入变量,模拟 RAC 和锰的总浓度。在模拟沉积柱中大多数 TMs 的 CFs 和总浓度方面,MLR 模型优于 RF、SVM 和 XGBoost,R2 分别高达 0.668 和 0.87。SHapley Additive exPlanations(SHAP)方法表明,在 XGBoost 模型中,χarm/χ 是影响 As RAC 的主要因素。对于射频模型中 Co 和 Cu 的 RAC,C% 和 N% 的贡献更大。
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引用次数: 0
The Convergence of Antibiotic Contamination, Resistance, and Climate Dynamics in Freshwater Ecosystems 淡水生态系统中抗生素污染、抗药性和气候动态的融合
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.3390/w16182606
Marcelo Pedrosa Gomes
The convergence of antibiotic contamination, antimicrobial resistance (AMR), and climate dynamics poses a critical environmental and public health challenge. Freshwater ecosystems are increasingly threatened by the persistent presence of antibiotics, which, coupled with rising global temperatures, accelerate the development and spread of AMR. This review examines the sources, pathways, and mechanisms through which antibiotics enter freshwater systems and how climate change exacerbates these processes. This review discusses this convergence’s ecological and human health impacts, highlighting the implications for biodiversity and public health. It also explored the current monitoring and mitigation strategies, including advanced oxidation processes, natural-based solutions, and policy interventions. Finally, this review identifies critical research gaps and proposes future directions for managing the intertwined threats of antibiotic contamination, resistance, and climate change. It emphasizes the need for integrated, multidisciplinary approaches to protect freshwater resources in an increasingly volatile global environment.
抗生素污染、抗菌药耐药性(AMR)和气候动态的交汇构成了严峻的环境和公共卫生挑战。淡水生态系统正日益受到抗生素持续存在的威胁,而抗生素的存在加上全球气温的升高,加速了 AMR 的发展和传播。本综述探讨了抗生素进入淡水系统的来源、途径和机制,以及气候变化如何加剧这些过程。本综述讨论了这种融合对生态和人类健康的影响,强调了对生物多样性和公共卫生的影响。它还探讨了当前的监测和缓解策略,包括高级氧化过程、基于自然的解决方案和政策干预。最后,本综述指出了关键的研究缺口,并提出了管理抗生素污染、抗药性和气候变化等相互交织的威胁的未来方向。它强调了在日益动荡的全球环境中保护淡水资源需要综合、多学科的方法。
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引用次数: 0
Hydraulic and Hydrogeochemical Characterization of Carbonate Aquifers in Arid Regions: A Case from the Western Desert, Egypt 干旱地区碳酸盐含水层的水力和水文地质化学特征:埃及西部沙漠案例
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.3390/w16182610
Mahmoud M. Khalil, Mostafa Mahmoud, Dimitrios E. Alexakis, Dimitra E. Gamvroula, Emad Youssef, Esam El-Sayed, Mohamed H. Farag, Mohamed Ahmed, Peiyue Li, Ahmed Ali, Esam Ismail
Using geochemical and pumping test data from 80 groundwater wells, the chemical, hydrologic, and hydraulic properties of the fractured Eocene carbonate aquifer located west of the Al-Minya district, the Western Desert, Egypt, have been characterized and determined to guarantee sustainable management of groundwater resources under large-scale desert reclamation projects. The hydrochemical data show that groundwater from the fractured Eocene carbonate aquifer has a high concentration of Na+ and Cl− and varies in salinity from 2176 to 2912 mg/L (brackish water). Water–rock interaction and ion exchange processes are the most dominant processes controlling groundwater composition. The carbonate aquifer exists under confined to semi-confined conditions, and the depth to groundwater increases eastward. From the potentiometric head data, deep-seated faults are the suggested pathways for gas-rich water ascending from the deep Nubian aquifer system into the overlying shallow carbonate aquifer. This mechanism enhances the dissolution and karstification of carbonate rocks, especially in the vicinity of faulted sites, and is supported by the significant loss of mud circulation during well drilling operations. The average estimated hydraulic parameters, based on the analysis of step-drawdown, long-duration pumping and recovery tests, indicate that the Eocene carbonate aquifer has a wide range of transmissivity (T) that is between 336.39 and 389,309.28 m2/d (average: 18,405.21 m2/d), hydraulic conductivity (K) between 1.31 and 1420.84 m/d (average: 70.29 m/d), and specific capacity (Sc) between 44.4 and 17,376.24 m2/d (average: 45.24 m2/d). On the other hand, the performance characteristics of drilled wells show that well efficiency ranges between 0.47 and 97.08%, and well losses range between 2.92 and 99.53%. In addition to variations in carbonate aquifer thickness and clay/shale content, the existence of strong karstification features, i.e., fissures, fractures or caverns, and solution cavities, in the Eocene carbonate aquifer are responsible for variability in the K and T values. The observed high well losses might be related to turbulent flow within and adjacent to the wells drilled in conductive fracture zones. The current approach can be further used to enhance local aquifer models and improve strategies for identifying the most productive zones in similar aquifer systems.
利用来自 80 口地下水井的地球化学和抽水试验数据,对位于埃及西部沙漠 Al-Minya 区以西的断裂始新世碳酸盐含水层的化学、水文和水力特性进行了描述和确定,以确保在大规模沙漠开垦项目中对地下水资源进行可持续管理。水化学数据显示,来自断裂的始新世碳酸盐含水层的地下水具有较高的 Na+ 和 Cl- 浓度,盐度从 2176 毫克/升到 2912 毫克/升(咸水)不等。水与岩石的相互作用和离子交换过程是控制地下水成分的最主要过程。碳酸盐含水层存在于封闭到半封闭条件下,地下水深度向东增加。根据水位数据,深层断层是富含气体的水从深层努比亚含水层系统上升到上覆浅层碳酸盐含水层的途径。这一机制促进了碳酸盐岩的溶解和岩溶化,尤其是在断层附近,钻井过程中泥浆循环的大量流失也证明了这一点。根据阶梯式降水、长时间抽水和回采试验分析得出的平均估计水力参数表明,始新世碳酸盐岩含水层的渗透率(T)范围很宽,介于 336.39 至 389,309.0 之间。39 至 389,309.28 平方米/日(平均值:18,405.21 平方米/日)之间,导水性(K)在 1.31 至 1420.84 平方米/日(平均值:70.29 平方米/日)之间,比容(Sc)在 44.4 至 17,376.24 平方米/日(平均值:45.24 平方米/日)之间。另一方面,钻井的性能特征显示,油井效率在 0.47 至 97.08% 之间,油井损失在 2.92 至 99.53% 之间。除了碳酸盐含水层厚度和粘土/页岩含量的变化外,始新世碳酸盐含水层中存在的强烈岩溶化特征,即裂隙、裂缝或溶洞,也是造成 K 值和 T 值变化的原因。观测到的高井损可能与在导电断裂带钻井内部和附近的湍流有关。目前的方法可进一步用于加强当地含水层模型,并改进战略,以确定类似含水层系统中最具生产力的区域。
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引用次数: 0
Sensitivity Analysis and Parameterization of Gridded and Lumped Models Representation for Heterogeneous Land Use and Land Cover 针对异质土地利用和土地覆盖的网格模型和块状模型表示的灵敏度分析和参数化
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.3390/w16182608
Prakash Pudasaini, Thaine H. Assumpção, Andreja Jonoski, Ioana Popescu
Hydrological processes can be highly influenced by changes in land use land cover (LULC), which can make hydrological modelling also very sensitive to land cover characterization. Therefore, obtaining up-to-date LULC data is a crucial process in hydrological modelling, and as such, different sources of LULC data raises questions on their quality and applicability. This is especially true with new data sources, such as citizen science-based land cover maps. Therefore, this research aims to explore the influence of LULC data sources on hydrological models via their parameterization and by performing sensitivity analyses. Kiffissos catchment, in Greece, a poorly gauged and highly urbanized basin including the city of Athens, is the case study area. In total, 12 continuous hydrological models were developed by mainly varying their structure and parametrization (lumped and gridded) and using three LULC datasets: coordination of information on the environment (CORINE), Urban Atlas and Scent (citizen-based). It was found that excess precipitation is negligibly contributed to by soil saturation and is dominated by the runoff over impervious areas. Therefore, imperviousness was the main parameter influencing both sensitivity to land cover and parameterization. Lastly, although the parametrization as lumped and gridded models affected the representation of hydrological processes in pervious areas, it was not relevant in terms of excess precipitation.
水文过程受土地利用、土地覆被 (LULC) 变化的影响很大,这使得水文建模对土地覆被特征非常敏感。因此,获取最新的 LULC 数据是水文建模的关键步骤,而不同来源的 LULC 数据在质量和适用性方面都存在问题。新的数据源(如基于公民科学的土地覆被图)尤其如此。因此,本研究旨在通过参数化和敏感性分析,探讨 LULC 数据源对水文模型的影响。希腊的 Kiffissos 流域是一个包括雅典市在内的测量条件较差、城市化程度较高的流域。共开发了 12 个连续水文模型,主要是通过改变其结构和参数化(整块和网格化),并使用三个 LULC 数据集:环境信息协调(CORINE)、城市地图集和气味(基于公民)。研究发现,土壤饱和对过量降水的影响微乎其微,主要是不透水区域的径流。因此,不透水是影响土地覆被敏感性和参数化的主要参数。最后,虽然参数化为块状模型和网格模型会影响对不透水区域水文过程的表述,但与超量降水无关。
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引用次数: 0
Comprehensive Resilience Assessment Framework for Water Distribution Networks 配水管网抗灾能力综合评估框架
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.3390/w16182611
Joana Carneiro, Dália Loureiro, Marta Cabral, Dídia Covas
A novel comprehensive resilience assessment framework for drinking water systems is proposed integrating different resilience perspectives (i.e., robustness, autonomy, flexibility, reliability, preparedness and recovery), oriented by objectives, criteria and metrics, applicable at the tactical level. The resilience assessment framework is applied to a Portuguese real water distribution network, enabling the evaluation of the system’s resilience. The infrastructure dimension is the main contributor to the low resilience results, particularly in terms of infrastructural robustness, as the infrastructure has exceeded the average service life and has low rehabilitation rates. In terms of autonomy, the system highly depends on external water and energy sources. Regarding the service dimension, most of the drinking water available is used for non-potable uses (e.g., irrigation), without alternative sources. The detailed diagnosis identified network area R6 as the priority area. Assets rehabilitation, increasing storage capacity, finding alternative water and energy sources, and minimizing non-potable uses are relevant improvement measures that promote the reinforcement of the system’s resilience. The resilience assessment framework is a very useful tool for the daily and tactical management of drinking water systems.
针对饮用水系统提出了一个新颖的综合复原力评估框架,该框架整合了不同的复原力视角(即稳健性、自主性、灵活性、可靠性、准备性和恢复性),以目标、标准和指标为导向,适用于战术层面。该复原力评估框架适用于葡萄牙的一个实际供水网络,可对系统的复原力进行评估。基础设施方面是导致复原力低下的主要原因,特别是在基础设施的稳健性方面,因为基础设施已经超过了平均使用寿命,而且修复率很低。在自主性方面,系统高度依赖外部水源和能源。在服务方面,大部分可用饮用水被用于非饮用水用途(如灌溉),没有替代水源。详细分析确定 R6 管网区为优先领域。修复资产、增加储水能力、寻找替代水源和能源、尽量减少非饮用水的使用,这些都是促进加强系统恢复能力的相关改进措施。复原力评估框架是对饮用水系统进行日常和战术管理的一个非常有用的工具。
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引用次数: 0
Transforming Hydrology Python Packages into Web Application Programming Interfaces: A Comprehensive Workflow Using Modern Web Technologies 将水文 Python 软件包转化为网络应用编程接口:使用现代网络技术的综合工作流程
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.3390/w16182609
Sarva T. Pulla, Hakan Yasarer, Lance D. Yarbrough
The accessibility and deployment of complex hydrological models remain significant challenges in water resource management and research. This study presents a comprehensive workflow for converting Python-based hydrological models into web APIs, addressing the need for more accessible and interoperable modeling tools. The workflow leverages modern web technologies and containerization to streamline the deployment process. The workflow was applied to three distinct models: a GRACE downscaling model, a synthetic time series generator, and a MODFLOW groundwater model. The implementation process for each model was completed in approximately 15 min with a reliable internet connection, demonstrating the efficiency of the approach. The resulting APIs provide standardized interfaces for model execution, progress tracking, and result retrieval, facilitating integration with various applications. This workflow significantly reduces barriers to model deployment and usage, potentially broadening the user base for sophisticated hydrological tools. The approach aligns hydrological modeling with contemporary software development practices, opening new avenues for collaboration and innovation. While challenges such as performance scaling and security considerations remain, this work provides a blueprint for making complex hydrological models more accessible and operational, paving the way for enhanced research and practical applications in hydrology.
复杂水文模型的可访问性和部署仍然是水资源管理和研究中的重大挑战。本研究介绍了一种将基于 Python 的水文模型转换为网络应用程序接口的综合工作流程,以满足对更易于访问和可互操作的建模工具的需求。该工作流程利用现代网络技术和容器化来简化部署过程。该工作流适用于三种不同的模型:GRACE 降尺度模型、合成时间序列生成器和 MODFLOW 地下水模型。在可靠的互联网连接条件下,每个模型的实施过程大约在 15 分钟内完成,这证明了该方法的高效性。由此产生的应用程序接口为模型执行、进度跟踪和结果检索提供了标准化接口,便于与各种应用程序集成。这种工作流程大大减少了模型部署和使用的障碍,有可能扩大复杂水文工具的用户群。这种方法将水文建模与当代软件开发实践相结合,为合作与创新开辟了新途径。虽然性能扩展和安全考虑等挑战依然存在,但这项工作为使复杂的水文模型更易于访问和操作提供了蓝图,为加强水文研究和实际应用铺平了道路。
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引用次数: 0
Analysis and Identification of Eccentricity of Axial-Flow Impeller by Variational Mode Decomposition 用变量模式分解分析和识别轴流叶轮的偏心率
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.3390/w16182605
Houyu Zhang, Yingbo Guan, Zilong Hu, Weilong Guang, Di Zhu, Ran Tao, Ruofu Xiao
The axial-flow impellers are widely applied to industry due to their excellent hydraulic performance and simple structure, but they may be affected by their eccentricity during operation. This study compared and studied the effects of the axial-flow eccentricity of an impeller on hydraulic performance, impeller radial force, and downstream pressure pulsation of the unit. The research results indicate that impeller eccentricity has a small effect on hydraulic performance. Compared with the design conditions, the efficiency, power, and head changes caused by impeller eccentricity are all less than 1%, but the impeller eccentricity leads to a sharp increase in the radial force of the impeller. Under the design conditions, the average value of the radial force of the impeller is 31.38 N; under eccentric conditions, the average value of the radial force of the impeller increased by nine times, reaching 316.30 N. By analyzing the pressure pulsation signals decomposed by the VMD method, it is shown that the influence of eccentricity on pressure pulsation is mainly reflected in the increase in impeller frequency on pressure pulsation. Under design conditions, the corresponding amplitude of the impeller frequency is 2.6; under eccentric conditions, the amplitude corresponding to the impeller frequency increased by 100 times, reaching 274.4. This study elucidates the specific effects of axial impeller eccentricity, providing theoretical guidance for the safe and stable operation of axial-flow units, and has important engineering significance.
轴流式叶轮因其优异的水力性能和简单的结构被广泛应用于工业领域,但其在运行过程中可能会受到偏心的影响。本研究比较并研究了叶轮的轴向偏心对水力性能、叶轮径向力和机组下游压力脉动的影响。研究结果表明,叶轮偏心率对水力性能的影响较小。与设计工况相比,叶轮偏心引起的效率、功率和水头变化均小于 1%,但叶轮偏心导致叶轮径向力急剧增加。设计工况下,叶轮径向力的平均值为 31.38 N,而在偏心工况下,叶轮径向力的平均值增加了 9 倍,达到 316.30 N。通过分析用 VMD 方法分解的压力脉动信号,可以看出偏心对压力脉动的影响主要体现在叶轮频率的增加对压力脉动的影响。在设计工况下,叶轮频率对应的幅值为 2.6;在偏心工况下,叶轮频率对应的幅值增加了 100 倍,达到 274.4。该研究阐明了轴流叶轮偏心的具体影响,为轴流机组的安全稳定运行提供了理论指导,具有重要的工程意义。
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引用次数: 0
Optimization of Advance Drainage Borehole Layout Based on Visual Modflow 基于可视化模型流程的超前排水钻孔布局优化
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.3390/w16182613
Yue Li, Yunpeng Zhang, Yajie Ma, Fangang Meng
It is an effective measure to prevent water damage in coal mines in order to construct drainage boreholes in water-filled aquifers of a working face roof. The hydrogeological parameters of the roof water-filled aquifer and the parameters of the drainage borehole are closely related to the underground drainage effect. Taking the 3085 working face of the Donghuantuo Mine in Kailuan as an example, the influence degree of hydrogeological parameters and hydrophobic borehole parameters on the amount of drainage water was analyzed using the generalized gray correlation degree. Based on Visual Modflow, the 3D groundwater visualization model was established and the dredging borehole was generalized into the pumping borehole. By changing the main influencing factors, the design optimization of the advanced hydrophobic borehole was discussed. The results showed that the aquifer thickness had a great influence on the amount of water discharged, and the influence degree of the sharp angle between the formation and the direction of drilling, the depth of the final hole, the azimuth angle of drilling, the dip angle of drilling, the elevation of the final hole and the elevation of the borehole on the amount of water discharged decreased successively. Based on the simulation calculation, it could be observed that the hydrophobic borehole should be placed in a position with a larger accumulated thickness of the aquifer to have a better effect of hydrophobic depressurization.
在工作面顶板充水含水层中打排水钻孔,是防止煤矿水害的有效措施。顶板充水含水层的水文地质参数和排水钻孔的参数与井下排水效果密切相关。以开滦东黄土矿3085工作面为例,利用广义灰色关联度分析了水文地质参数和疏水钻孔参数对排水量的影响程度。基于 Visual Modflow,建立了三维地下水可视化模型,并将掘进钻孔概化为抽水钻孔。通过改变主要影响因素,讨论了先进疏水钻孔的优化设计。结果表明,含水层厚度对出水量影响较大,地层与钻孔方向的锐角、终孔深度、钻孔方位角、钻孔倾角、终孔高程和钻孔高程对出水量的影响程度依次减小。根据模拟计算可知,疏水钻孔应布置在含水层累积厚度较大的位置,以获得更好的疏水降压效果。
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