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Global shifts in rainfall drought relationship: weakening association in tropics 降雨干旱关系的全球变化:热带地区关联减弱
IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2026-05-01 Epub Date: 2026-03-05 DOI: 10.1016/j.jhydrol.2026.135240
Gauranshi Raj Singh , C.T. Dhanya , Aniket Chakravorty
<div><div>Climate change–driven warming has amplified the widespread impacts of droughts, causing severe socio-economic stress and resource insecurity, thereby highlighting the need for accurate quantification of drought intensity for timely and effective mitigation. Drought has been traditionally associated with rainfall deficit (below-normal precipitation), yet emerging evidence suggests that changes in distribution of precipitation spells (precipitation variability) may intensify drought risk. In this study, we examine global meteorological drought dynamics during 1951–2016 to assess whether the precipitation–drought linkage has changed. Further an attribution analysis to identify the dominant climatic drivers has also been conducted. Our results reveal that between 1951 and 2016, global drought frequency has increased up to six times, primarily due to changing climatic variables like rainfall deficit, evaporative losses, and rainfall variability. Predominant post the 1980 s, this trend is concentrated in the Tropical and Subtropical regions. Further, the traditional link between drought events and rainfall deficit has weakened, wherein drought likelihood during surplus rainfall years rose by 60 %. While total precipitation remained relatively stable, drought-prone hotspots experienced a 40 % increase in meteorological droughts, attributed to enhanced variability in precipitation distribution. This variability has led to significant drought events, with drought index values falling below −1. This impact is profound, in the Tropical zone, affecting diverse climates from monsoon regions to arid deserts. This pattern highlights how precipitation variability—more than mean rainfall deficit alone— drives tropical drought dynamics, reshaping our understanding of hydroclimate behavior and risk in Earth-system contexts.</div></div><div><h3>Plain language summary</h3><div>From 1951 to 2016, the number of drought episodes worldwide have increased up to six times. This increase was predominant after the 1980 s specially in the tropical and subtropical regions. Interestingly, we find that a nearabout 60 % increase is witnessed in drought events occurring during wetter-than-normal years. Thus, droughts are no longer explained only by reduced total rainfall. This shift signals that rainfall patterns are undergoing uneven distribution over time and space, specially over drought hotspots where drought frequency increased by 40 % with minimal change in rainfall magnitudes. These findings show that rainfall variability, rather than mean rainfall decline alone, is increasingly driving drought risk in the tropics. This can prove to be a vital contribution in modifying drought early-warning systems and water planning measures to better manage future drought impacts.</div></div><div><h3>Key points:</h3><div>1. Global drought frequency exhibits a sixfold increase since 1951, with hints of intensification over the Tropical zone.</div><div>2. The probability of occurr
气候变化导致的气候变暖放大了干旱的广泛影响,造成严重的社会经济压力和资源不安全,因此需要准确量化干旱强度,以便及时有效地缓解干旱。传统上,干旱与降雨不足(低于正常降水量)有关,但新出现的证据表明,降水周期(降水变率)分布的变化可能加剧干旱风险。在这项研究中,我们研究了1951-2016年全球气象干旱动态,以评估降水-干旱联系是否发生了变化。此外,还进行了归因分析,以确定主要的气候驱动因素。我们的研究结果表明,在1951年至2016年期间,全球干旱频率增加了6倍,主要是由于降雨不足、蒸发损失和降雨变率等气候变量的变化。1980年代以后,这一趋势主要集中在热带和亚热带地区。此外,干旱事件与降雨不足之间的传统联系已经减弱,其中降雨过剩年份的干旱可能性上升了60%。在总降水量保持相对稳定的同时,干旱易发热点地区的气象干旱增加了40%,这是由于降水分布变异性增强所致。这种变异性导致了显著的干旱事件,干旱指数值降至−1以下。在热带地区,这种影响是深远的,影响着从季风区到干旱沙漠的各种气候。这一模式突出了降水变化——不仅仅是平均降雨不足——如何驱动热带干旱动态,重塑了我们对地球系统背景下水文气候行为和风险的理解。从1951年到2016年,全球干旱事件的数量增加了6倍。这种增加在1980年代以后最为明显,特别是在热带和亚热带地区。有趣的是,我们发现在比正常年份更潮湿的年份发生的干旱事件增加了近60%。因此,干旱不再仅仅用总降雨量减少来解释。这种变化表明,降雨模式在时间和空间上的分布不均匀,特别是在干旱热点地区,干旱频率增加了40%,降雨量变化很小。这些发现表明,降雨的变异性,而不仅仅是平均降雨量的减少,正在日益加剧热带地区的干旱风险。这可以证明对修改干旱预警系统和水规划措施以更好地管理未来干旱影响作出重要贡献。重点:1。自1951年以来,全球干旱频率增加了六倍,在热带地区有加剧的迹象。尽管全球大部分地区降水过剩,但发生干旱的可能性仍在上升。降雨变率决定了全球热带干旱的演变。
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引用次数: 0
A two-level attribution method for water resource changes based on water budget balance and distributed simulation 基于水收支平衡和分布式模拟的水资源变化两级归因方法
IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2026-05-01 Epub Date: 2026-03-04 DOI: 10.1016/j.jhydrol.2026.135238
Qingsong Wu , Hao Wei , Xing Yuan , Lu Lu , Shengqi Jian , Jiawei Li
Attribution of water resource changes is crucial for revealing the evolutionary laws of water resource systems and improving the efficiency of water resource management. This study conducts systematic research through theoretical interpretation, methodological development and case application. First, the water balance principle and water budget balance theory are integrated to clarify an attribution framework centered on the water cycle process. Second, a water budget balance equation and a distributed human-water relationship model covering the entire “input-transformation-consumption-output” chain are constructed. Third, a two-level attribution system is established by coupling the balance equation, distributed model, control variable method and contribution rate quantification: the first level quantifies the driving contributions of climate change and human activities to changes in natural runoff; the second level analyzes the driving effects of precipitation, incoming surface runoff, natural evapotranspiration, human water consumption, external transferred water and water storage on actual runoff changes. Finally, the method is applied to the Qin River Basin in China across multi-temporal (multi-year average, annual, monthly) and spatial (entire basin, basin divisions) scales. Results show that the method integrates multi-source information to clarify the driving mechanisms of water resource changes, with strong effectiveness and applicability across scales; basin runoff changes during 2001–2022 were dominated by climatic factors, while human activities promoted natural runoff increase but reduced actual runoff; the basin’s natural runoff decreased by 0.982 × 108 m3 when comparing the periods 2001–2010 and 2011–2020, with the contribution rates of climate change and human activities being −118.0% and 18.0%, respectively; the combined effects of reduced precipitation, decreased natural evapotranspiration, increased human water consumption, increased external transferred water, and increased water storage led to a 0.508 × 108 m3 decrease in actual runoff, with the corresponding contribution rates of −47.3%, 276.4%, −173.5%, −1.1%, and −154.5%. The primary novelty lies in a hierarchical framework that distinguishes between natural and actual runoff drivers, providing finer attribution resolution compared with conventional methods.
水资源变化的归因对于揭示水资源系统演化规律、提高水资源管理效率具有重要意义。本研究通过理论阐释、方法发展和案例应用进行系统研究。首先,结合水平衡原理和水收支平衡理论,构建了以水循环过程为中心的归因框架;其次,构建了覆盖“投入-转化-消费-产出”全链条的水收支平衡方程和分布式人水关系模型。第三,通过耦合平衡方程、分布模型、控制变量法和贡献率量化,建立了两级归因体系:第一级量化了气候变化和人类活动对自然径流变化的驱动贡献;第二层分析降水、地表径流来水、自然蒸散、人类用水量、外部调入水量和储水量对实际径流变化的驱动作用。最后,将该方法应用于中国秦河流域,跨越时间尺度(多年平均、年、月)和空间尺度(全流域、流域分区)。结果表明,该方法整合了多源信息,阐明了水资源变化的驱动机制,具有较强的有效性和跨尺度适用性;2001—2022年流域径流变化以气候因子为主,人类活动促进了自然径流量的增加,但减少了实际径流量;与2001-2010年和2011-2020年相比,流域自然径流量减少了0.982 × 108 m3,气候变化贡献率为- 118.0%,人类活动贡献率为18.0%;降水减少、自然蒸散减少、人类用水量增加、外部转移水量增加、储水量增加的综合作用导致实际径流量减少0.508 × 108 m3,贡献率分别为- 47.3%、276.4%、- 173.5%、- 1.1%和- 154.5%。主要的新颖之处在于一个层次框架,它区分了自然和实际的径流驱动因素,与传统方法相比,提供了更精细的归属解决方案。
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引用次数: 0
A multi-tracer approach to constraining water sources of culturally and ecologically significant natural springs: Combining environmental isotopes and environmental DNA 一种多示踪剂方法来限制具有文化和生态意义的天然泉水的水源:结合环境同位素和环境DNA
IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2026-05-01 Epub Date: 2026-03-06 DOI: 10.1016/j.jhydrol.2026.135245
Monica Esmond , Dioni Cendón , Harald Hofmann , Mark de Bruyn , Matthew Currell
Natural springs are vital ecotones which connect surface and groundwaters, play critical ecological roles and sustain important cultural values worldwide. Increasing pressures on hydrological systems from anthropogenic-induced changes threaten springs and their connected waterways. Methods to characterise spring groundwater sources and the dynamics controlling discharge are critical to inform evidence-based management. This study presents an eco-hydrogeological approach synthesising geochemical tracer data (hydrochemistry, stable and radio-isotopes) with environmental DNA (eDNA) from springs and spring-fed surface waters, to develop a conceptual model of groundwater flow paths and water sources for Great Artesian Basin springs in Carnarvon Gorge, northern Australia. Analysis of δ2H, δ18O, 3H, 14C and 36Cl identified vertical inter-aquifer flow as a major control on local groundwater dynamics. 87Sr/86Sr helped to constrain dominant water sources for springs and confirmed multiple recharge zones within and surrounding the gorge. eDNA was in certain areas more sensitive than the isotopic tracers to differences in recharge area and flow paths, e.g., distinguishing between groundwater from the same aquifer(s) emerging at different springs hydraulically separated by gorge topography. 3H showed a statistically significant relationship with eDNA beta diversity and non-linear modelling supported the hypothesised elevation-driven vertical hydraulic gradient controlling groundwater flow to springs. This is among the first studies to demonstrate the value of integrating ecological with isotopic tracers in the context of developing more robust and nuanced conceptual models of complex aquifer-spring-surface water dynamics. We highlight the need for multi-tracer approaches to inform the protection of springs, connected waters, and associated ecological and cultural values.
天然泉水是连接地表水和地下水的重要过渡带,在世界范围内发挥着重要的生态作用,并维持着重要的文化价值。人为变化给水文系统带来的压力越来越大,威胁着泉水及其相连的水道。研究泉水水源特征和动态控制流量的方法对循证管理至关重要。本研究提出了一种生态水文地质方法,将地球化学示踪数据(水化学、稳定同位素和放射性同位素)与来自泉和泉水地表水的环境DNA (eDNA)相结合,建立了澳大利亚北部卡纳冯峡谷大自流盆地泉的地下水流动路径和水源的概念模型。δ2H、δ18O、δ 3H、14C和36Cl的分析表明,垂直含水层间流动是控制当地地下水动态的主要因素。87Sr/86Sr有助于限制泉水的主要水源,并确定峡谷内部和周围的多个补给区。在某些地区,eDNA比同位素示踪剂对补给区域和流动路径的差异更敏感,例如,区分来自不同泉水的同一含水层的地下水,这些地下水由峡谷地形水力分隔。3H与eDNA β多样性的关系具有统计学意义,非线性模型支持海拔驱动的垂直水力梯度控制地下水流向泉水的假设。这是在开发更强大和细致的复杂含水层-泉水-地表水动力学概念模型的背景下,首次证明将生态与同位素示踪剂相结合的价值的研究之一。我们强调需要采用多种示踪方法来保护泉水、相连水域以及相关的生态和文化价值。
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引用次数: 0
Urban wash-off of tire wear particles 轮胎磨损颗粒的城市冲洗
IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2026-05-01 Epub Date: 2026-03-05 DOI: 10.1016/j.jhydrol.2026.135237
Hannah Hapich , Tim H.M. van Emmerik , Kryss Waldschläger , Benjamin Maurer , Zhaoqing Yang , Andrew B. Gray
Tire wear particles (TWPs) are an important class of microplastics due to their toxicity and abundance. Because most TWPs are generated on impervious road surfaces, urban wash-off is the critical first phase of waterborne transport from their zone of production to stormwater drainage. However, little is known about the driving factors behind their mobilization. In this study, we use a rainfall simulator to investigate how surface roughness, rainfall intensity, and surface slope affect wash-off behaviors of TWPs. We also analyze how the size and shape of mobilized TWPs change over the course of simulated storm events. We found that low surface roughness, high rainfall intensity (most significant factor), and low slope result in the most rapid conveyance of TWP load. On average, large particles (>1000 µm) travelled faster than small particles (<125 µm). Particle shape explained a very small amount of variance in TWP wash-off velocity but was found to be more important under higher surface roughness conditions. In addition to wash-off velocity, we found similar conditions controlled the percent mobilization of TWPs. Low surface roughness and high rainfall intensity resulting in higher TWP wash-off rates is consistent with mineral sediment wash-off behavior. Conversely, low surface slope and large particle size leading to faster conveyance is directly opposed to mineral sediment wash-off. Our findings suggest drag-dominated flow, and that sufficient runoff depth is the most important parameter governing TWP wash-off. These findings are important first steps to understanding wash-off behaviors of TWPs and informing future modeling efforts and mitigation strategies.
轮胎磨损颗粒(TWPs)由于其毒性和丰度而成为一类重要的微塑料。由于大多数twp是在不透水的路面上产生的,因此城市冲洗是从其生产区到雨水排放的水运的关键第一阶段。然而,人们对其动员背后的驱动因素知之甚少。在这项研究中,我们使用降雨模拟器来研究表面粗糙度、降雨强度和表面坡度如何影响twp的冲刷行为。我们还分析了在模拟风暴事件过程中动员的twp的大小和形状是如何变化的。研究发现,低地表粗糙度、高降雨强度(最显著因素)和低坡度导致TWP荷载的快速输送。平均而言,大颗粒(>1000µm)比小颗粒(<125µm)移动得快。颗粒形状对TWP冲刷速度的影响很小,但在高表面粗糙度条件下更为重要。除了冲洗速度,我们发现类似的条件控制twp的动员百分比。低表面粗糙度和高降雨强度导致较高的TWP冲刷率与矿物沉积物冲刷行为一致。相反,低地表坡度和大粒径导致的更快的输送与矿物沉积物的冲刷直接相反。我们的研究结果表明,以阻力为主导的水流,足够的径流深度是控制TWP冲刷的最重要参数。这些发现是了解twp冲刷行为的重要第一步,并为未来的建模工作和缓解策略提供信息。
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引用次数: 0
Response and adaptation of global terrestrial vegetation production to extreme precipitation 全球陆地植被生产对极端降水的响应与适应
IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2026-05-01 Epub Date: 2026-02-28 DOI: 10.1016/j.jhydrol.2026.135212
Tianyue Sun , Yuan Zhang , Xiaoming Feng , Bojie Fu , Donggang Guo , Weipeng Wang
Extreme precipitation events (EPEs) are expected to become increasingly frequent and severe in the future. As a critical meteorological factor, extreme precipitation (EPre) strongly regulates ecosystem carbon sequestration, highlighting the need to understand its effects on global terrestrial ecosystems. However, quantitative assessments of how ecosystem carbon sequestration adapts to EPre at the global scale and over the long term are still lacking. To address this issue, we define EPEs using threshold-based methods and extreme climate indices. Using observational data from 29 FLUXNET stations, we employ partial correlation analysis and Random Forest model to systematically quantify the response, adaptation, and recovery of gross primary productivity (GPP) to EPEs. The results demonstrate that: (1) A total of 499 EPEs persisting for more than five days comprised 95% of all identified EPEs. The duration of these EPEs ranged from 5 to 28 days in evergreen needleleaf forest, mixed forest, and deciduous broadleaf forest ecosystems, while woody savannas ecosystems exhibited significantly longer durations. (2) EPre significantly reduced ecosystem carbon sequestration. In most ecosystems (excluding evergreen broadleaf forests and woody savannas), the mean partial correlation coefficient between EPre and GPP was less than −0.66 (p < 0.05). Furthermore, EPre accounted for more than 41% of the observed decline in GPP. (3) Most ecosystems (deciduous broadleaf forests, evergreen broadleaf forests, evergreen needleleaf forests, mixed forests and woody savannas) typically recovered their carbon sequestration capacity within 12 days. The duration of EPEs and vapor pressure deficit during the recovery period were identified as the primary drivers influencing the recovery of GPP. Our findings refine the understanding of diverse ecosystem responses to extreme precipitation and offer a framework for enhancing the simulation of such events in dynamic vegetation models.
预计未来极端降水事件将变得越来越频繁和严重。作为一个关键的气象因子,极端降水(EPre)对生态系统的碳固存有着强烈的调节作用,这凸显了了解其对全球陆地生态系统影响的必要性。然而,在全球范围内和长期内,生态系统固碳如何适应EPre的定量评估仍然缺乏。为了解决这个问题,我们使用基于阈值的方法和极端气候指数来定义epe。利用29个FLUXNET站点的观测数据,采用偏相关分析和随机森林模型,系统量化了总初级生产力(GPP)对EPEs的响应、适应和恢复。结果表明:(1)持续时间大于5 d的EPEs共有499个,占已鉴定EPEs的95%;常绿针叶林、混交林和落叶阔叶林生态系统的EPEs持续时间为5 ~ 28 d,而木本稀树草原生态系统的EPEs持续时间明显更长。(2) EPre显著降低了生态系统固碳。在大多数生态系统中(不包括常绿阔叶林和木本稀树草原),EPre与GPP的平均偏相关系数小于- 0.66 (p < 0.05)。此外,EPre占GPP下降的41%以上。(3)大多数生态系统(落叶阔叶林、常绿阔叶林、常绿针叶林、混交林和木本稀树草原)的固碳能力通常在12 d内恢复。结果表明,EPEs持续时间和恢复期间的蒸汽压赤字是影响GPP恢复的主要驱动因素。我们的发现完善了对极端降水的不同生态系统响应的理解,并为在动态植被模型中加强此类事件的模拟提供了一个框架。
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引用次数: 0
A wetland partitioning method based on the hydrological connectivity and the underlying causes of their occurrence 基于水文连通性及其发生原因的湿地分区方法
IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2026-05-01 Epub Date: 2026-03-03 DOI: 10.1016/j.jhydrol.2026.135239
Weize Wang , Peng Hu , Zefan Yang , Qin Yang , Jianhua Wang , Dandong Cheng , Jiwei Zhu
Human activities have reduced hydrological connectivity in many wetlands, leading to weakening of the mediating role of water in facilitating the diffusion and exchange of materials, energy, and ecological information, resulting in ecosystem fragmentation. In this study, hydrodynamic modelling, characteristic value extraction, and spatially constrained hierarchical clustering were employed to develop a wetland partitioning method based on hydrological connectivity. The spatial variations in hydrologically connected subareas in different hydrological years and the impacts of hydraulic engineering and topography on hydrological connectivity in the Zhalong Wetland, China, were investigated. The results indicated that hydrologically connected subareas in wetlands can be delineated via this method. In wet year, the study area can be divided into 7 hydrologically connected subareas. Moreover, the number of subareas is larger in normal and dry years (11 and 12 hydrologically connected subareas, respectively) than in wet year. These subareas are the result of erosion due to reservoir discharge, obstruction of roads and ditches, and natural topography. The surface water quality parameters in wetlands vary among hydrologically connected subareas owing to differences in flow patterns, source‒sink dynamics, and aquatic vegetation distributions. Compared with field sampling and statistical clustering, this method requires substantially less data, which makes it potentially applicable in data-scarce regions. This study provides technical support for hydrological and ecological monitoring and wetland management.
人类活动降低了许多湿地的水文连通性,导致水在促进物质、能量和生态信息扩散和交换方面的中介作用减弱,导致生态系统破碎化。本研究采用水动力建模、特征值提取和空间约束的分层聚类方法,建立了基于水文连通性的湿地分区方法。研究了扎龙湿地不同水文年水文连通分区的空间变化特征,以及水利工程和地形对水文连通性的影响。结果表明,该方法可用于湿地水文连通分区的圈定。在丰水年,研究区可划分为7个水文连通的分区。平旱年和丰水年的子区数量均大于丰水年,分别有11个和12个水文连通子区。这些分区是由于水库排水、道路和沟渠阻塞以及自然地形造成的侵蚀的结果。由于水流模式、源汇动态和水生植被分布的差异,湿地的地表水水质参数在水文连接分区之间存在差异。与现场抽样和统计聚类相比,该方法需要的数据少得多,这使得它在数据稀缺的地区具有潜在的适用性。该研究为水文生态监测和湿地管理提供了技术支持。
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引用次数: 0
Plant-water interactions shape coastal dune evolution in a changing climate 植物-水的相互作用在气候变化中塑造了海岸沙丘的演变
IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2026-04-01 Epub Date: 2026-01-10 DOI: 10.1016/j.jhydrol.2026.134921
Jan-Markus Homberger , Glenn Strypsteen , Abbey L. Marcotte , Sasja van Rosmalen , Michel Riksen , Juul Limpens
Coastal dunes provide critical flood protection for low-lying coastal areas, raising the question of whether these defenses can be maintained in a future climate. Dune development is driven by interactions between sediment transport and vegetation growth. Both processes are affected by climate, notably changes in precipitation. However, tools to assess future precipitation impacts on dune development remain limited.
To address this, we coupled an ecohydrological model with a dune development model (AeoLiS) to simulate plant–water interactions and their influence on dune development. After validating the coupled model against observed dune volumes, we explored how rainfall changes affect dunes formed by planting marram grass and spontaneously forming embryo dunes. We compared dune development under extremely wet, dry, and future climate scenarios against a baseline, running 100 stochastic simulations for each.
Our results show that wet conditions promote rapid vegetation growth, increasing embryonic and artificial dune volumes and crest heights. Dry conditions enhanced inland sediment transport and increased variability in development. Under future projections, embryo dune volumes increased by 2.7% and artificial dune volumes by 0.4%. Compared to embryo dunes, artificial dunes were more affected by extremely dry conditions, reducing the median volume by 1.6% and crest height by 21 cm.
Overall, our findings highlight rainfall as a key driver of dune-building through its control on vegetation growth, which mediates sediment trapping. Therefore, coastal management strategies aimed at dune stabilization may benefit from increased rainfall, while those that rely on active, mobile dune systems may become less effective under enhanced vegetation growth.
海岸沙丘为低洼沿海地区提供了重要的防洪保护,这就提出了一个问题,即这些防御措施能否在未来的气候中保持下去。沙丘的发育是由泥沙运移和植被生长的相互作用驱动的。这两个过程都受到气候的影响,尤其是降水的变化。然而,评估未来降水对沙丘发展影响的工具仍然有限。
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引用次数: 0
Physics-constrained neural network for daily pan evaporation forecasting in hyper-arid climates optimized by the Bat Algorithm 基于Bat算法优化的超干旱气候条件下蒸发皿蒸发量日预报的物理约束神经网络
IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2026-04-01 Epub Date: 2026-01-12 DOI: 10.1016/j.jhydrol.2026.134936
Abdullah A. Alsumaiei
With soaring evaporation rates and shrinking freshwater resources, hyper-arid regions require accurate instruments to measure atmospheric water loss, making pan evaporation forecasting a crucial aspect of contemporary water resources management. This paper proposes a hybrid framework that integrates the Physics-Constrained Neural Network (PCNN) and the Bat Algorithm (BA) to predict daily pan evaporation in Kuwait. The proposed PCNN incorporates physical constraints into the loss function, including vapor pressure deficit, net radiation, and aerodynamic resistance based on surface energy balance theory, to ensure both predictive accuracy and physical plausibility, unlike traditional machine learning models. Daily meteorological data and Class A pan evaporation data from two different stations, Kuwait International Airport (KIA) and Abdaly, are used to train and test the model. The obtained results demonstrate a high accuracy and good generalizability with RMSE of 0.904 mm/day, 1.186 mm/day, and R2 of 0.953 and 0.884 at KIA and Abdaly, respectively. The model’s consistency with thermodynamic principles is also confirmed by a new metric called physics residual RMSE (PRMSE). Tests of robustness in the presence of synthetic noise show that the model is insensitive to uncertainty in its inputs. The added value of the PCNN–BA framework is demonstrated through systematic comparison with established data-driven models, showing that the proposed approach achieves competitive predictive accuracy while explicitly enforcing physical consistency. The resulting framework is computationally efficient and scalable, making it suitable for hyper-arid environments and directly applicable to desert agriculture, irrigation scheduling, and water resources management under data-limited and water-scarce conditions.
随着蒸发率的飙升和淡水资源的萎缩,极度干旱地区需要精确的仪器来测量大气水分流失,这使得蒸发皿蒸发预测成为当代水资源管理的一个重要方面。本文提出了一个混合框架,集成了物理约束神经网络(PCNN)和蝙蝠算法(BA)来预测科威特的每日蒸发皿蒸发量。与传统的机器学习模型不同,PCNN将物理约束纳入损失函数,包括蒸汽压亏缺、净辐射和基于表面能量平衡理论的空气动力阻力,以确保预测精度和物理合理性。使用科威特国际机场(KIA)和Abdaly两个不同站点的每日气象数据和A类蒸发皿蒸发数据来训练和测试模型。在KIA和Abdaly的RMSE分别为0.904 mm/day和1.186 mm/day, R2分别为0.953和0.884,具有较高的准确度和较好的推广性。该模型与热力学原理的一致性也被一个称为物理残差RMSE (PRMSE)的新度量所证实。在合成噪声存在下的鲁棒性测试表明,该模型对输入的不确定性不敏感。通过与已建立的数据驱动模型的系统比较,证明了PCNN-BA框架的附加价值,表明所提出的方法在明确强制物理一致性的同时实现了竞争性的预测准确性。由此产生的框架具有计算效率和可扩展性,使其适用于极度干旱环境,并直接适用于数据有限和缺水条件下的沙漠农业、灌溉调度和水资源管理。
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引用次数: 0
Semi-analytical modeling of transient flow to a partially penetrating variable-discharge well in a complex aquifer-aquitard system 复杂含水层-含水层系统部分穿透变流量井瞬态流动半解析建模
IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2026-04-01 Epub Date: 2026-01-13 DOI: 10.1016/j.jhydrol.2026.134967
Yabing Li , Zhifang Zhou , Ning Zhang
Accurate prediction of transient flow and vertical leakage in multilayer aquifer systems is critical for sustainable groundwater management and contaminant risk assessment. Conventional groundwater models often simplify subsurface conditions by assuming homogeneous aquitards, isotropic aquifers, constant pumping rates, and idealized boundary conditions, limiting their applicability in realistic field settings. This study develops semi-analytical solutions for three-dimensional transient flow toward a partially penetrating well under variable discharge in a complex aquifer-aquitard system. The model incorporates aquifer anisotropy and vertical heterogeneity in aquitard hydraulic conductivity (K) and specific storage (Ss). It considers representative upper boundary conditions: constant head, water table with delayed drainage, and no-flux. Solutions are derived in the Laplace-Hankel domain and numerically inverted to quantify drawdown and leakage response. Results show that stronger aquitard Ss decay enhances early- and mid-time drawdowns, while greater aquitard K decay limits vertical leakage and decreases aquitard and upper aquifer drawdowns. Compared with a homogeneous aquitard K, increasing dimensionless decay exponent of K from 1.5 to 2.5 reduces stable-stage leakage rates by 45% to 86%. Aquifer anisotropy intensifies vertical hydraulic gradient contrasts and promotes drawdown accumulation. Variable pumping induces nonlinear leakage responses and transient flow reversals. Boundary conditions significantly influence stable-stage leakage rates: compared to the constant-head boundary, the leakage rate at the aquifer-aquitard interface is 3% lower under the water table boundary and 10% lower under the no-flux boundary. The model offers a robust tool for evaluating leakage-driven risks to groundwater quality in complex, vertically heterogeneous hydrogeologic systems such as glacial and alluvial basins.
多层含水层系统瞬态流动和垂直泄漏的准确预测对地下水可持续管理和污染物风险评估至关重要。传统的地下水模型通常通过假设均匀的含水层、各向同性含水层、恒定的抽水速率和理想化的边界条件来简化地下条件,限制了它们在实际现场环境中的适用性。本文研究了复杂含水层-含水层系统中变流量下部分穿透井三维瞬态流动的半解析解。该模型考虑了含水层的各向异性和垂向非均质性,包括含水层导水率(K)和比库容(Ss)。考虑了具有代表性的上边界条件:恒定水头、延迟排水的地下水位和无通量。在Laplace-Hankel域中推导了解,并对解进行了数值反演,以量化下降和泄漏响应。结果表明,较强的含水层Ss衰减增强了早期和中期的降水,而较大的含水层K衰减限制了垂向渗漏,降低了含水层和上部含水层的降水。与均匀出水K相比,将K的无量纲衰减指数从1.5提高到2.5,可使稳定级泄漏率降低45%至86%。含水层各向异性加剧了垂直水力梯度对比,促进了压降积累。变量泵送引起非线性泄漏响应和瞬态流动逆转。边界条件对稳定阶段渗漏率影响显著:与等水头边界相比,地下水位边界下含水层-含水层界面渗漏率降低3%,无通量边界下渗漏率降低10%。该模型为在复杂的、垂直非均质水文地质系统(如冰川和冲积盆地)中评估泄漏驱动的地下水质量风险提供了一个强大的工具。
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引用次数: 0
A Discrete fractal set (DFS) method for high–accuracy reconstruction and nonlinear flow simulation in rough rock fractures 基于离散分形集(DFS)的粗糙岩体裂隙高精度重建与非线性流动模拟
IF 6.3 1区 地球科学 Q1 ENGINEERING, CIVIL Pub Date : 2026-04-01 Epub Date: 2026-01-22 DOI: 10.1016/j.jhydrol.2026.135001
Jinjie Liu, Long Xu, Fusheng Zha, Shan Wu, Qiao Wang, Yuan Zhang
Understanding fluid flow through rough rock fractures is essential in numerous geoscientific and engineering applications. Surface roughness introduces enhanced viscous dissipation and inertial effects, thereby amplifying nonlinear flow behavior. Accurate reconstruction of rough fracture geometries, followed by their integration into nonlinear flow models, is crucial for capturing these effects with higher accuracy. This study presents a Discrete Fractal Set (DFS) method for reconstructing rough fracture surfaces and evaluating their influence on nonlinear flow. The approach segments rough profiles into Basic Rough Cells (BRCs), which are then grouped into ordered segments based on a peak ratio criterion. The Weierstrass–Mandelbrot (W–M) function is subsequently applied to each segment for localized fractal refinement. Sensitivity analysis reveals that a peak ratio threshold of 1.0 achieves an optimal balance between reconstruction accuracy and robustness. The DFS method, validated against standard JRC profiles and natural fracture surfaces, outperforms the conventional W–M approach in reconstruction quality, achieving MSE values consistently below 0.11 compared with values often exceeding 0.7 for the W–M equation. To characterize flow behavior, the generated aperture and hydraulic aperture fields are incorporated into the Forchheimer equation, yielding the DFS–Forchheimer equation. Comparative validation against both experimental and numerical results demonstrates that the proposed model improves outlet flow rate prediction accuracy by approximately 4.15% and reduces prediction variability, confirming its enhanced reliability in nonlinear flow simulation.
在许多地球科学和工程应用中,了解流体在粗糙岩石裂缝中的流动是必不可少的。表面粗糙度引入了增强的粘性耗散和惯性效应,从而放大了非线性流动行为。精确重建粗裂缝几何形状,然后将其整合到非线性流动模型中,对于更高精度地捕获这些影响至关重要。提出了一种离散分形集(DFS)方法,用于粗糙断裂面的重建,并评估其对非线性流动的影响。该方法将粗轮廓分割成基本粗细胞(BRCs),然后根据峰值比标准将其分组为有序段。随后将weerstrass - mandelbrot (W-M)函数应用于每个片段进行局部分形细化。灵敏度分析表明,峰值比阈值为1.0可以在重建精度和鲁棒性之间达到最佳平衡。DFS方法在标准JRC剖面和天然裂缝表面上进行了验证,在重建质量方面优于传统的W-M方法,其MSE值始终低于0.11,而W-M方程的MSE值通常超过0.7。为了描述流动特性,将生成的孔径场和水力孔径场合并到Forchheimer方程中,得到DFS-Forchheimer方程。与实验和数值结果的对比验证表明,该模型将出口流量预测精度提高了约4.15%,降低了预测变异性,验证了该模型在非线性流动模拟中的可靠性。
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引用次数: 0
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Journal of Hydrology
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