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Hybrid Evolutionary-Exact Optimization Method for the Bi-Objective Design-For-Control of Water Distribution Networks 配水管网双目标控制设计的混合进化精确优化方法
IF 5.4 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-02-14 DOI: 10.1029/2025wr040688
Aly-Joy Ulusoy, Ivan Stoianov
This work considers the design-for-control of water distribution networks (WDN) for the joint optimization of performance and cost-related objectives. In particular, we focus on the problem of optimizing the placement (design) and settings (control) of pressure reducing valves to minimize leakage at minimum cost. We present an integrative hybrid method combining the complementary advantages of deterministic and evolutionary algorithms (EA) to efficiently approximate the Pareto front of the resulting non-convex bi-objective mixed-integer non-linear program. Design decisions are fixed by an outer multi-objective EA, while a non-linear programming solver is called during the fitness evaluation stage to compute continuous control settings. The algorithm is applied to case study and operational networks and evaluated against alternative heuristic methods based on computational performance and quality of the solutions returned. Our results show that the proposed method converges faster and more consistently than existing approaches, producing better trade-offs between cost and leakage reduction. In particular, the Pareto front approximations computed using the proposed integrative hybrid method are characterized by a more marked knee (i.e., more efficient trade-offs), while the achieved computational improvements facilitate the integration of expert feedback into the design-for-control of WDNs during offline planning.
本文考虑了配水网络(WDN)的控制设计,以实现性能和成本相关目标的联合优化。我们特别关注的问题是优化减压阀的放置(设计)和设置(控制),以最小的成本减少泄漏。我们提出了一种综合的混合方法,结合确定性算法和进化算法的互补优势,有效地逼近非凸双目标混合整数非线性规划的Pareto前。设计决策由外部多目标EA确定,在适应度评估阶段调用非线性规划求解器计算连续控制设置。该算法应用于案例研究和操作网络,并根据计算性能和返回解决方案的质量对替代启发式方法进行评估。我们的研究结果表明,所提出的方法比现有方法收敛更快,更一致,在成本和减少泄漏之间取得了更好的平衡。特别是,使用所提出的综合混合方法计算的帕累托前近似具有更明显的膝盖(即更有效的权衡),而所实现的计算改进有助于在离线规划期间将专家反馈集成到wdn的控制设计中。
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引用次数: 0
Event-Type-Based Multi-Dimensional Diagnostics of Process Limitations in Hydrological Models 基于事件类型的水文模型过程限制的多维诊断
IF 5.4 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-02-13 DOI: 10.1029/2025wr040264
Zhenyu Wang, Larisa Tarasova, Ralf Merz
Aggregated evaluation metrics and overlooked hydrological process variability in individual streamflow events hinder understanding of how well hydrological processes are encoded in models. This study introduces a novel event-type-based multi-dimensional diagnostic framework to enhance model performance assessment and to identify process limitations. It evaluates the performance variation (in terms of timing and relative magnitude errors) for streamflow events of different types (e.g., snow-related events, rainfall on dry or wet soils) and using explainable machine learning (XAI) analyzes the relative importance of three possible error drivers: event properties, model process limitations (i.e., model fluxes and states), and initial model errors. The effectiveness of the proposed framework is assessed through a case study of a conceptual hydrological model applied to 340 German catchments. In this case study, the rainfall events on dry soils have higher timing errors, while relative magnitude errors prevail for the snow-related events. Across all event types, initial model errors before the streamflow event are the primary driver of both timing and magnitude errors. We also find that the hydrograph-related event properties and the model fluxes representing land surface dynamics are also important for magnitude errors regardless of the event type. The proposed framework provides valuable insights into how and why model performance varies across different error dimensions and under different event conditions, making it a powerful tool for advancing hydrological research and practice.
在单个溪流事件中,汇总的评估指标和被忽视的水文过程变异性阻碍了对水文过程在模型中编码程度的理解。本研究引入了一种新的基于事件类型的多维诊断框架,以增强模型性能评估并识别过程限制。它评估了不同类型的水流事件(例如,与雪有关的事件,干燥或潮湿土壤上的降雨)的性能变化(在时间和相对量级误差方面),并使用可解释的机器学习(XAI)分析了三种可能的误差驱动因素的相对重要性:事件属性、模型过程限制(即模型通量和状态)和初始模型误差。通过对340个德国集水区应用的概念水文模型的案例研究,评估了拟议框架的有效性。在本研究中,干燥土壤上的降雨事件具有较高的时间误差,而与雪有关的事件则存在相对量级误差。在所有事件类型中,流事件之前的初始模型误差是时间和震级误差的主要驱动因素。我们还发现,无论事件类型如何,与水文相关的事件性质和代表陆地表面动力学的模式通量对震级误差也很重要。所提出的框架为模型性能在不同误差维度和不同事件条件下的变化方式和原因提供了有价值的见解,使其成为推进水文研究和实践的有力工具。
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引用次数: 0
Mapping Evapotranspiration and Diffuse Recharge via Variational Assimilation of GOES LST and SMAP Soil Moisture 利用GOES地表温度和SMAP土壤水分的变分同化绘制蒸散发和弥散补给图
IF 5.4 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-02-13 DOI: 10.1029/2025wr040507
Asif Mahmood, Leila Farhadi
Evapotranspiration (ET) and groundwater recharge are fundamental components of the terrestrial water cycle, critical for understanding land–atmosphere interactions, ecosystem dynamics, and climate feedbacks. However, large-scale mapping of these fluxes is hindered by sparse in situ observations and uncertainties in land surface models. We present a scalable variational data assimilation (VDA) framework—the Land Integrated Data Assimilation system (LIDA-2)—for mapping ET and recharge by jointly assimilating hourly GOES land surface temperature (LST; 5 km) and SMAP surface soil moisture (SSM; 9 km, every 2–3 days) into a coupled water balance and dual-source energy model. LIDA-2 estimates key parameters—soil and canopy evaporative fractions (EFs, EFc), bulk heat transfer coefficients (CHN), and the Brooks–Corey parameter (B)—while quantifying uncertainty via second-order Hessian analysis. Implemented over the Oklahoma Panhandle and Southern Great Plains (2016–2018) at 5 km resolution, LIDA-2 produces high-resolution maps of ET and recharge. Model outputs were evaluated against in situ soil moisture, latent heat flux, ERA5-Land data, and groundwater well anomalies. Results show substantial improvement in ET and soil moisture estimates relative to open-loop runs, particularly during dry-down periods. Annual recharge patterns match hydrogeologic gradients and prior regional studies, while daily soil moisture and EF outputs reveal seasonally varying land–atmosphere coupling: strongest in spring, greater in sandy soils, and higher in grasslands than croplands. The framework preserves physical realism, supports ecohydrological analysis, and offers a robust, observation-informed approach—explicitly designed for GOES LST and SMAP SSM—for mapping water and energy fluxes at scale, with applications to drought monitoring, groundwater sustainability, and climate feedback research.
蒸散发(ET)和地下水补给是陆地水循环的基本组成部分,对理解陆地-大气相互作用、生态系统动力学和气候反馈至关重要。然而,这些通量的大规模制图受到稀疏的原位观测和陆地表面模式的不确定性的阻碍。我们提出了一个可扩展变分数据同化(VDA)框架——土地综合数据同化系统(LIDA-2)——通过联合同化每小时GOES地表温度(LST; 5 km)和SMAP地表土壤水分(SSM; 9 km,每2-3天),将ET和补给映射成一个耦合的水平衡和双源能量模型。LIDA-2估算关键参数——土壤和冠层蒸发组分(EFs, EFc)、体积传热系数(CHN)和Brooks-Corey参数(B)——同时通过二阶Hessian分析对不确定性进行量化。LIDA-2在俄克拉何马州狭长地带和南部大平原(2016-2018)以5公里分辨率实施,可生成ET和补给的高分辨率地图。模型输出根据原位土壤湿度、潜热通量、ERA5-Land数据和地下水井异常进行评估。结果表明,相对于开环运行,特别是在干旱期,蒸散发和土壤湿度估算有了实质性的改善。年补给模式与水文地质梯度和先前的区域研究相匹配,而土壤日湿度和EF输出揭示了季节变化的陆地-大气耦合:春季最强,沙质土壤更强,草地高于农田。该框架保留了物理现实性,支持生态水文分析,并提供了一种强大的、基于观测的方法(明确为GOES LST和SMAP ssm设计),用于大规模绘制水和能量通量,并应用于干旱监测、地下水可持续性和气候反馈研究。
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引用次数: 0
Role of Dead-End Regions and Transmitting Pores in Mixing and Reactivity in Unsaturated Porous Media 终端区和透射孔在非饱和多孔介质混合和反应性中的作用
IF 5.4 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-02-13 DOI: 10.1029/2025wr041699
Saif Farhat, Guillem Sole-Mari, Diogo Bolster
Mixing-limited reactions in unsaturated porous media are controlled by complex pore-scale processes arising from air and water phases coexistence. Decreasing water saturation increases flow heterogeneity, creating preferential flow paths and dead-end regions (DER) that alter solute distribution and reaction efficiency. Transmitting pores (TP) enhance mixing via interface deformation driven by stretching and shrinking. Conversely, DER act as low-velocity traps, contributing to mixing through diffusion and delayed reactant release. A unified understanding of their distinct roles in mixing interface evolution and upscaled reaction rates remains limited. Using high-resolution multiphase flow simulations, we investigate how water saturation influences mixing interface evolution across Péclet numbers. We develop a two-compartment model that separately accounts for interface deformation in TP and solute trapping in dead-end regions. We show that, even under unsaturated conditions, the mixing interface deformation within TP eventually plateaus once a balance between stretching and diffusion is reached. In contrast, interface segments in DER are governed by the dynamic interplay between the generation of new trapped segments and the decay of existing ones. This controls the late-time behavior of interface length, which continues to grow until it reaches saturation. Our framework reproduces the observed mixing dynamics and provides a simple expression linking reaction rate to the total mixing interface length. The results demonstrate that under low saturation, the prolonged elongation of the interface substantially enhances reaction rates, highlighting the critical role of saturation-driven heterogeneity in reactive transport.
非饱和多孔介质中的混合限制反应受空气相和水相共存所产生的复杂孔隙尺度过程控制。含水饱和度的降低增加了流动的非均质性,形成了优先流动路径和死角区,改变了溶质分布和反应效率。透射孔(TP)通过拉伸和收缩驱动界面变形来增强混合。相反,DER作为低速陷阱,有助于通过扩散和延迟反应物释放的混合。对它们在混合界面演化和反应速率提升中的独特作用的统一认识仍然有限。利用高分辨率多相流模拟,我们研究了含水饱和度如何影响混合界面的演变。我们开发了一个双室模型,分别考虑了TP中的界面变形和死角区域的溶质捕获。我们表明,即使在非饱和条件下,一旦达到拉伸和扩散之间的平衡,TP内的混合界面变形最终趋于平稳。相反,DER中的界面段是由新捕获段的产生和现有捕获段的衰变之间的动态相互作用所控制的。这控制了界面长度的后期行为,它继续增长直到达到饱和。我们的框架再现了观察到的混合动力学,并提供了一个将反应速率与混合界面总长度联系起来的简单表达式。结果表明,在低饱和度下,界面延伸的延长大大提高了反应速率,突出了饱和驱动的非均质性在反应输运中的关键作用。
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引用次数: 0
Salinity Variations in the Venice Lagoon (Italy) Induced by Safeguard Structures: A Challenging Trade-Off Between Urban and Ecosystem Protection in the Face of Climate Change 防护结构导致的威尼斯泻湖盐度变化:气候变化下城市与生态系统保护之间的挑战权衡
IF 5.4 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-02-13 DOI: 10.1029/2025wr041173
Alessandro Michielotto, Alvise Finotello, Bruno Matticchio, Davide Tognin, Riccardo A. Mel, Alessandra Feola, Daniele P. Viero, Luca Carniello, Andrea D’Alpaos
Estuaries provide vital ecosystem services, but the communities and ecosystems they support are increasingly threatened by flooding driven by climate change and sea level rise. Hard-engineering solutions like levees, seawalls, river diversions, and storm-surge barriers help mitigate flooding risk, but their combined operation within the same estuary can result in complex interactions, leading to unintended and difficult-to-predict ecological and environmental consequences. Here, we investigated the northern Venice Lagoon, where a spillway in a river levee bordering the lagoon and a floodgate system at the lagoon inlets operate as flood defenses. Using numerical modeling informed by field data, we evaluated their combined impacts on lagoon hydrodynamics during November 2019—a month marked by extreme rainfall and storm surges that triggered multiple spillway activations and severe flooding in Venice City. We compared scenarios with and without floodgate activation and assessed the effects of projected sea level rise over a 40-year timespan. Our results show that floodgate closures reduce salinity by limiting tidal propagation and increasing hydraulic heads at the spillway, which enhances freshwater inflow by up to 40%. Future sea-level rise scenarios predict more frequent and longer floodgate closures (up to +174 hr monthly), boosting freshwater inflow through the spillway and increasing lagoonal water levels (up to +3.6 cm). This might necessitate earlier floodgate activations, further widening areas affected by salinity changes. Our findings highlight the need to carefully evaluate interactions between flood-defense measures to protect coastal cities while safeguarding estuarine ecosystem resilience under climate change and rising anthropogenic pressures.
河口提供重要的生态系统服务,但它们所支持的社区和生态系统日益受到气候变化和海平面上升导致的洪水的威胁。硬工程解决方案,如堤防、海堤、河流改道和风暴潮屏障,有助于减轻洪水风险,但它们在同一河口内的联合操作可能导致复杂的相互作用,导致意想不到的和难以预测的生态和环境后果。在这里,我们调查了威尼斯北部的泻湖,在那里,与泻湖接壤的河堤上有一个泄洪道,泻湖入口处有一个防洪闸门系统。利用现场数据提供的数值模拟,我们评估了2019年11月它们对泻湖水动力学的综合影响——这个月的极端降雨和风暴潮引发了威尼斯市的多个溢洪道激活和严重洪水。我们比较了有闸门启动和没有闸门启动的情景,并评估了40年时间跨度内海平面上升的预测影响。我们的研究结果表明,闸门关闭通过限制潮汐传播和增加溢洪道的水力水头来降低盐度,这使淡水流入增加了40%。未来海平面上升的情景预测,闸门关闭的频率和时间会更频繁(每月最多174小时),这会增加通过溢洪道的淡水流入,并增加泻湖水位(最多3.6厘米)。这可能需要更早地启动闸门,进一步扩大受盐度变化影响的区域。我们的研究结果强调需要仔细评估防洪措施之间的相互作用,以保护沿海城市,同时在气候变化和人为压力上升的情况下保护河口生态系统的恢复能力。
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引用次数: 0
Diagnosing the Flocculation–Transport Dynamics of Suspended Particulate Matter Using a Two-Class Population Balance Model and Bayesian Calibration 基于两类种群平衡模型和贝叶斯校正的悬浮颗粒物絮凝-迁移动力学诊断
IF 5.4 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-02-13 DOI: 10.1029/2025wr041729
Byung Joon Lee, Trung Tin Huynh, Thi Thuy Trang Pham, Michael Fettweis, Jin Hur, Sang Deuk Lee, Jasper A. Vrugt, Qilong Bi, Xiaoteng Shen, Nathan Terseleer, Sungyun Lee, Yun Young Choi
The dynamics of suspended particulate matter (SPM) plays a crucial role in determining water quality, sediment transport, and biogeochemical cycles in inland, estuarine, and coastal water resources. Flocculation processes strongly influence the SPM dynamics via aggregation and breakage under various hydrodynamic and biogeochemical conditions. This study introduces a mechanistic and diagnostic framework that combines a two-class population balance equation (TCPBE) model with Bayesian calibration to simulate flocculation–transport behavior in both laboratory- (time-dependent batch) and field-scale (one-dimensional vertical) systems. Laboratory experiments with biopolymer–clay and microalgae–clay mixtures and field observations from an estuarine turbidity maximum zone are used to derive a comprehensive data set for model validation. Bayesian inference enables the estimation of uncertain model parameters while characterizing their statistical properties, thus supporting the mechanistic interpretation of flocculation dynamics. By quantifying how ionic strength and microbial physiology regulate flocculation kinetics and elucidating the turbulence-driven coupling between flocculation kinetics and sediment transport over tidal cycles, the framework demonstrates its suitability as a process-based diagnostic tool capable of effectively capturing SPM dynamics under various conditions. This framework has strong potential to advance the understanding of flocculation dynamics and support a range of applications in inland and estuarine sediment-laden water systems, including river, reservoir, esturine and coastal waters.
悬浮颗粒物(SPM)的动态在决定内陆、河口和沿海水资源的水质、泥沙运移和生物地球化学循环中起着至关重要的作用。在不同的水动力和生物地球化学条件下,絮凝过程通过聚集和破碎对SPM动力学产生强烈影响。本研究引入了一个机制和诊断框架,该框架将两类种群平衡方程(TCPBE)模型与贝叶斯校准相结合,以模拟实验室(时间依赖的批量)和现场尺度(一维垂直)系统中的絮凝迁移行为。利用生物聚合物-粘土和微藻-粘土混合物的实验室实验和河口浊度最大带的现场观测,获得了用于模型验证的综合数据集。贝叶斯推理能够估计不确定的模型参数,同时表征其统计特性,从而支持絮凝动力学的机制解释。通过量化离子强度和微生物生理如何调节絮凝动力学,阐明絮凝动力学与潮汐循环中泥沙输移之间的湍流驱动耦合,该框架证明了其作为一种基于过程的诊断工具的适用性,能够有效捕获各种条件下的SPM动力学。该框架具有强大的潜力,可以促进对絮凝动力学的理解,并支持在内陆和河口含沙水系统中的一系列应用,包括河流、水库、河口和沿海水域。
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引用次数: 0
Quantifying Changes in Water Loading in the U.S. Southwest via Comparison of GNSS, GRACE, and SWE Data Sets 通过GNSS、GRACE和SWE数据集的比较量化美国西南部水负荷的变化
IF 5.4 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-02-12 DOI: 10.1029/2025wr040324
Kenneth C. Gourley, Richard A. Bennett, Christopher Harig
We use geodetic data to show that hydrologically distinct sub-regions in the Southwest United States act independently of one another. The limited number of Global Navigation Satellite System (GNSS) stations and resolution of Gravity Recovery and Climate Experiment (GRACE) make hydrological partitioning difficult to unravel, especially in the Colorado River Basin which comprises a diversity of climates due to its highly variable topography. Here, we compare GNSS station vertical displacement data, GRACE surface mass change data, and snow water equivalent (SWE) data using elastic surface displacement modeling and signal localization techniques. We focus on a region composed of Arizona, New Mexico, Colorado, and Utah, allowing for the examination of variations in the Colorado River Basin, the primary source of water for the region's municipalities, agriculture, and ecosystems. We demonstrate that the accumulation and melt of snow have a first-order control on the timing of vertical displacement in this region. There exists a region-dependent seasonal partitioning between when GNSS and GRACE sense changes in the distribution of terrestrial water storage. In the Wasatch Range of central Utah, GNSS stations sense loading due to changes in the snowpack one to 2 months in advance of GRACE; in the Southern Rocky Mountains of Colorado, GNSS stations sense loading due to changes in the snowpack one to 3 months in advance of GRACE; and in the lower Colorado River Basin of Arizona, GRACE senses loading due to changes in river runoff three or more months in advance of GNSS stations.
我们使用大地测量数据来显示美国西南部水文不同的子区域彼此独立地行动。全球导航卫星系统(GNSS)站点的数量有限,重力恢复和气候实验(GRACE)的分辨率有限,这使得水文分区难以解开,特别是在科罗拉多河流域,由于其高度多变的地形,该流域包括多种气候。在这里,我们使用弹性地表位移建模和信号定位技术比较了GNSS站垂直位移数据、GRACE地表质量变化数据和雪水当量(SWE)数据。我们将重点放在由亚利桑那州、新墨西哥州、科罗拉多州和犹他州组成的地区,允许检查科罗拉多河流域的变化,科罗拉多河流域是该地区市政、农业和生态系统的主要水源。研究表明,积雪的积累和融化对该地区垂直位移的时间具有一阶控制作用。GNSS和GRACE遥感的陆地储水量分布变化存在区域相关的季节分异。在犹他州中部的瓦萨奇山脉,GNSS站在GRACE之前一到两个月就能探测到积雪的变化;在科罗拉多州的南落基山脉,GNSS站在GRACE之前一到三个月就能感知积雪的变化;在亚利桑那州的科罗拉多河下游流域,GRACE比GNSS站提前三个月或更长时间感知到河流径流变化带来的负荷。
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引用次数: 0
Flow History Effects on River Bifurcation Dynamics in a Himalayan River 喜马拉雅河流分岔动力学的流动历史影响
IF 5.4 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-02-12 DOI: 10.1029/2024wr039351
C. Cload, M. J. Creed, E. H. Dingle, L. Quick
Dynamic gravel bed rivers experience frequent changes in channel position and flow distribution between branches, which can alter the location and extent of flooding. Changes in flow routing can significantly impact livelihoods, habitats and infrastructure in adjacent floodplains. Here, we test whether variations in seasonal discharge patterns cause instability in channel position and flow distribution in a gravel bed river system around a major channel bifurcation. Satellite images of the Karnali River, Nepal, were assessed over a 30-year period to identify changes in channel position and flow partitioning downstream of the bifurcation. These observations were compared with daily discharge records to establish whether the sequencing of peak monsoonal flows coincided with geomorphic changes in the river. Changes to flow partitioning trends were consistently preceded by monsoon seasons with two large peak flows, suggesting a history-dependent threshold in the channels. To explain this observation, we use grain-size data from gravel bars that reveal variable grain clustering and bed armoring across the channel network. We propose that two high discharges are needed to transition between phases of bifurcation stability or instability, where the first event acts to break down the bed armor layer, allowing the second high flow to drive enlargement/closure of branches and reworking of the bed. Our findings suggest that flow sequencing is an important driver in flow distribution and stability at bifurcations in gravel bed rivers. Although the focus is on Himalayan rivers, the findings may be of relevance in other areas that experience changing seasonal flood regimes.
动态砾石河床河道位置和支流间水流分布的频繁变化,会改变洪水发生的位置和范围。水流路径的变化会对邻近洪泛平原的生计、栖息地和基础设施产生重大影响。在这里,我们测试了季节性流量模式的变化是否会导致主要河道分叉周围的砾石河床河流系统中河道位置和水流分布的不稳定。对尼泊尔卡纳利河的卫星图像进行了30年的评估,以确定河道位置的变化和分岔下游的水流分配。将这些观测结果与日流量记录进行比较,以确定季风流量峰值的顺序是否与河流的地貌变化相吻合。流动分配趋势的变化始终发生在季风季节之前,季风季节有两个高峰流量,这表明通道存在历史依赖的阈值。为了解释这一观察结果,我们使用了沙砾坝的粒度数据,这些数据揭示了渠道网络中可变的颗粒聚集和床层盔甲。我们认为,在分叉稳定或不稳定阶段之间的过渡需要两次高流量,其中第一次事件破坏了床层的装甲层,允许第二次高流量驱动分支的扩大/关闭和床的改造。研究结果表明,水流顺序是砾石河床分岔水流分布和稳定性的重要驱动因素。尽管研究的重点是喜马拉雅河流,但这些发现可能与其他经历季节性洪水变化的地区有关。
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引用次数: 0
Retrieving Three-Dimensional Deformation in Groundwater Pumping Areas Based on InSAR Data 基于InSAR数据的地下水抽水区三维变形反演
IF 5.4 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-02-11 DOI: 10.1029/2025wr040188
Guangli Su, Chunbao Xiong, Wei Zhan, Nannan Guo, Renjie Wei
Monitoring three-dimensional (3D) surface deformation in groundwater pumping areas remains a significant challenge, as conventional InSAR techniques are constrained by their limited sensitivity to north-south displacement. This study develops an inversion approach—the Vertical Gradient-Constrained Strain Model (VG-SM3D)—that combines multi-track (ascending and descending) InSAR line-of-sight data with a strain model and a physical prior relating horizontal deformation to the vertical deformation gradient. The method is validated using simulated data and applied to the Tianjin region, which experiences substantial subsidence due to groundwater extraction. VG-SM3D successfully reconstructs the 3D deformation field, revealing pronounced subsidence (peaking at ∼150 mm/yr) and horizontal motion (up to ∼20 mm/yr) that converges toward the centers of subsidence funnels. Comparisons with leveling and GNSS measurements demonstrate good agreement, with estimated uncertainties below 4 and 5 mm/yr for the horizontal and vertical components, respectively. The derived horizontal strain field shows compression within funnel centers and extension along their edges. Furthermore, comparisons with groundwater level data indicate that subsidence is spatially correlated with groundwater drawdown cones, while horizontal deformation aligns well with horizontal hydraulic gradients. This study provides an effective framework for retrieving 3D deformation in pumping zones and offers important insights into the interactions between groundwater extraction, aquifer stress, and surface displacement.
由于传统的InSAR技术对南北位移的敏感性有限,因此监测地下水抽水地区的三维(3D)地表变形仍然是一个重大挑战。本研究开发了一种反演方法——垂直梯度约束应变模型(VG-SM3D),该方法将多轨道(上升和下降)InSAR视距数据与应变模型以及与水平变形和垂直变形梯度相关的物理先验相结合。利用模拟数据对该方法进行了验证,并将其应用于天津地区,该地区由于抽取地下水而出现了较大的沉陷。VG-SM3D成功重建了三维变形场,揭示了明显的下沉(峰值为~ 150mm /yr)和水平运动(高达~ 20mm /yr),这些运动向下沉漏斗的中心收敛。与水准测量和GNSS测量的比较显示出良好的一致性,水平和垂直分量的估计不确定度分别低于4和5毫米/年。导出的水平应变场表现为漏斗中心内的压缩和沿漏斗中心边缘的扩展。此外,与地下水位数据的对比表明,沉降在空间上与地下水降锥相关,而水平变形与水平水力梯度一致。该研究为提取抽水带的三维变形提供了有效的框架,并为地下水开采、含水层应力和地表位移之间的相互作用提供了重要的见解。
{"title":"Retrieving Three-Dimensional Deformation in Groundwater Pumping Areas Based on InSAR Data","authors":"Guangli Su, Chunbao Xiong, Wei Zhan, Nannan Guo, Renjie Wei","doi":"10.1029/2025wr040188","DOIUrl":"https://doi.org/10.1029/2025wr040188","url":null,"abstract":"Monitoring three-dimensional (3D) surface deformation in groundwater pumping areas remains a significant challenge, as conventional InSAR techniques are constrained by their limited sensitivity to north-south displacement. This study develops an inversion approach—the Vertical Gradient-Constrained Strain Model (VG-SM3D)—that combines multi-track (ascending and descending) InSAR line-of-sight data with a strain model and a physical prior relating horizontal deformation to the vertical deformation gradient. The method is validated using simulated data and applied to the Tianjin region, which experiences substantial subsidence due to groundwater extraction. VG-SM3D successfully reconstructs the 3D deformation field, revealing pronounced subsidence (peaking at ∼150 mm/yr) and horizontal motion (up to ∼20 mm/yr) that converges toward the centers of subsidence funnels. Comparisons with leveling and GNSS measurements demonstrate good agreement, with estimated uncertainties below 4 and 5 mm/yr for the horizontal and vertical components, respectively. The derived horizontal strain field shows compression within funnel centers and extension along their edges. Furthermore, comparisons with groundwater level data indicate that subsidence is spatially correlated with groundwater drawdown cones, while horizontal deformation aligns well with horizontal hydraulic gradients. This study provides an effective framework for retrieving 3D deformation in pumping zones and offers important insights into the interactions between groundwater extraction, aquifer stress, and surface displacement.","PeriodicalId":23799,"journal":{"name":"Water Resources Research","volume":"224 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146160939","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RESIdual STability (RESIST) Calibration for Improved Hydrological Model Time Generalizability 改进水文模型时间泛化的剩余稳定性(RESIST)校准
IF 5.4 1区 地球科学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2026-02-11 DOI: 10.1029/2025wr041435
Paul C. Astagneau, Jonas Peters, Sandra Pool, Eduardo Muñoz-Castro, Manuela I. Brunner
Hydrological models are calibrated on specific periods based on how well simulations match streamflow observations by selecting the parameter vector(s) that provide the highest accuracy. This accuracy can decrease significantly during extrapolation to periods not seen during calibration, especially when they are characterized by different climate conditions. Here, we develop a novel calibration objective that relies on the joint calibration of model accuracy and time-invariance of residuals, hypothesizing that such invariance can improve the temporal generalizability of hydrological models. We test this approach using a hydrological model and 208 catchments in Western Germany. We evaluate it based on (a) the accuracy loss between calibration and evaluation, (b) the compromise between accuracy and residual invariance, (c) the dependence of residuals on variations in forcings, and (d) the instability of parameters between two calibration periods. We find that our approach reduces the loss in accuracy between calibration and extrapolation as compared to calibration approaches solely based on accuracy. Furthermore, our method combined with the Boxcox streamflow transformation weakens the dependence of residuals on variations in the forcing. However, we find that invariant residuals do not necessarily imply improved parameter stability between different calibration periods. Furthermore, the gain in temporal generalizability comes at the cost of a decrease in accuracy, which should be considered based on the application. Our results highlight that the new RESIdual STability (RESIST) calibration objective has the potential to improve the temporal generalizability of hydrological models for climate-impact studies.
水文模型是在特定时期通过选择提供最高精度的参数矢量,根据模拟与流量观测的匹配程度进行校准的。在外推到校准期间未见的时期时,特别是当它们具有不同气候条件的特征时,这种精度会显著降低。在这里,我们开发了一种新的校准目标,它依赖于模型精度和残差时不变性的联合校准,假设这种不变性可以提高水文模型的时间泛化性。我们使用水文模型和德国西部的208个集水区来测试这种方法。我们基于(a)校准和评估之间的精度损失,(b)精度和残差不变性之间的折衷,(c)残差对强迫变化的依赖,以及(d)两个校准周期之间参数的不稳定性来评估它。我们发现,与仅基于精度的校准方法相比,我们的方法减少了校准和外推之间的精度损失。此外,我们的方法与Boxcox径流变换相结合,减弱了残差对强迫变化的依赖。然而,我们发现不变残差并不一定意味着不同校准周期之间参数稳定性的提高。此外,时间泛化性的增加是以准确性的降低为代价的,这应该根据应用来考虑。我们的研究结果强调,新的剩余稳定性(RESIST)校准目标有可能提高气候影响研究水文模型的时间泛化性。
{"title":"RESIdual STability (RESIST) Calibration for Improved Hydrological Model Time Generalizability","authors":"Paul C. Astagneau, Jonas Peters, Sandra Pool, Eduardo Muñoz-Castro, Manuela I. Brunner","doi":"10.1029/2025wr041435","DOIUrl":"https://doi.org/10.1029/2025wr041435","url":null,"abstract":"Hydrological models are calibrated on specific periods based on how well simulations match streamflow observations by selecting the parameter vector(s) that provide the highest accuracy. This accuracy can decrease significantly during extrapolation to periods not seen during calibration, especially when they are characterized by different climate conditions. Here, we develop a novel calibration objective that relies on the joint calibration of model accuracy and time-invariance of residuals, hypothesizing that such invariance can improve the temporal generalizability of hydrological models. We test this approach using a hydrological model and 208 catchments in Western Germany. We evaluate it based on (a) the accuracy loss between calibration and evaluation, (b) the compromise between accuracy and residual invariance, (c) the dependence of residuals on variations in forcings, and (d) the instability of parameters between two calibration periods. We find that our approach reduces the loss in accuracy between calibration and extrapolation as compared to calibration approaches solely based on accuracy. Furthermore, our method combined with the Boxcox streamflow transformation weakens the dependence of residuals on variations in the forcing. However, we find that invariant residuals do not necessarily imply improved parameter stability between different calibration periods. Furthermore, the gain in temporal generalizability comes at the cost of a decrease in accuracy, which should be considered based on the application. Our results highlight that the new RESIdual STability (RESIST) calibration objective has the potential to improve the temporal generalizability of hydrological models for climate-impact studies.","PeriodicalId":23799,"journal":{"name":"Water Resources Research","volume":"1 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146205039","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Water Resources Research
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