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Potential for performance enhancement of biological wastewater treatment by bacterial community shift and adaptation of ammonia-oxidizing bacteria: a case study on the nitritation of pig slurry. 细菌群落转移和氨氧化细菌适应性对提高废水生物处理性能的潜力:以猪浆硝化为例研究。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-14 DOI: 10.2166/wst.2026.200
Johannes Reiter, Maike Beier, Stephan Köster

The bacterial groups responsible for nitrogen elimination in biological wastewater treatment are diverse and ubiquitous. This diversity implies the possibility for the enhancement of biotechnological processes by natural selection (adaptation and community shift) in the activated sludge under conditions usually considered unfavourable. The 1-year operation of a partial nitritation reactor - seeded with sludge from a municipal single-stage deammonification reactor and fed with liquid pig slurry (high NH4-N and salinity) - revealed a combined functional and structural change in the activated sludge and the ammonia-oxidizing bacteria (AOB) community to cope with the process's conditions. The relative abundance of AOB within the living microbial biomass increased from 22 to 35%. Initially, the AOB community consisted of Nitrosomonas europaea/eutropha and Nitrosomonas communis. Following adaptation, members of the Nitrosomonas marina lineage and Nitrosococcus mobilis were also identified within the sludge. AOB maximum activity (expressed as autotrophic specific oxygen uptake rate, SOUR) increased from 66.3 to 139.2 mgO2/gVSS/h, while the FA concentration associated with half-maximum SOUR (IC50) rose from 21.7 to 25.4 mg/L NH3 and 62.0 to 73.7 mg/L NH3. Natural selection acting on the microorganisms in the nitritation reactor helped to form a highly specialized and productive activated sludge.

在废水生物处理中,负责除氮的细菌群多种多样,无处不在。这种多样性意味着在通常被认为不利的条件下,通过自然选择(适应和群落转移)在活性污泥中加强生物技术过程的可能性。部分硝化反应器(以城市单级脱氨反应器的污泥为种子,以高NH4-N和高盐度的猪液浆为原料)运行1年,发现活性污泥和氨氧化细菌(AOB)群落在功能和结构上发生了变化,以应对该工艺的条件。活微生物生物量中AOB的相对丰度由22%提高到35%。最初,AOB群落由europaea/eutropha亚硝基单胞菌和communis亚硝基单胞菌组成。在适应之后,在污泥中也发现了码头亚硝化单胞菌谱系和运动亚硝化球菌的成员。AOB最大活性(以自养特定摄氧量SOUR表示)从66.3 mgO2/gVSS/h增加到139.2 mgO2/gVSS/h,与半最大SOUR相关的FA浓度(IC50)从21.7 mg/L NH3增加到25.4 mg/L NH3,从62.0 mg/L NH3增加到73.7 mg/L NH3。自然选择作用于硝化反应器中的微生物,有助于形成高度专业化和高产的活性污泥。
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引用次数: 0
Assessing rainwater harvesting potential based on required roof area per capita in subtropical urban areas. 基于亚热带城市人均屋顶面积的雨水收集潜力评估。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2026-01-01 Epub Date: 2025-12-16 DOI: 10.2166/wst.2025.186
Ming-Cheng Liao, Wen-Pei Sung

Global water scarcity underscores the growing importance of rainwater harvesting systems (RWHS) as a sustainable supplement to conventional water supplies. This study proposes the 'required roof area per capita' as a new quantitative indicator for evaluating the long-term performance and economic feasibility of RWHS in subtropical metropolitan residential environments. Using 40 years of daily rainfall records from 12 representative meteorological stations across Taiwan, system performance was simulated through a water-balance model, and regional characteristics were further classified using K-means clustering. The results identify three distinct potential categories. (1) High-potential regions can maximize water savings by expanding storage capacity and improving substitute water yield ratios. (2) Mid-potential regions benefit from optimally scaled tank volumes - typically five to ten times the baseline demand - combined with adequate roof catchment areas to achieve cost-effective outcomes. (3) Low-potential regions should prioritize increasing roof collection area while limiting tank size to meet essential water-saving targets. By incorporating roof area as a cost component, the study emphasizes the need for region-specific RWHS design strategies that respond to local rainfall patterns and building conditions. These tailored approaches can enhance both system efficiency and overall economic viability, providing practical guidance for sustainable urban water management.

全球水资源短缺凸显了雨水收集系统(RWHS)作为常规供水的可持续补充的日益重要的意义。本研究提出了“人均屋顶面积”作为评价亚热带大都市居住环境下RWHS的长期性能和经济可行性的一个新的量化指标。利用台湾省12个代表性气象站40年的日降雨记录,通过水平衡模型模拟系统性能,并利用K-means聚类进一步分类区域特征。结果确定了三种不同的潜在类别。(1)高潜力区可通过扩大库容和提高替代出水量比实现节水最大化。(2)中等潜力地区受益于最佳规模的水箱容量(通常是基线需求的5至10倍),并结合足够的屋顶集水区,以实现经济有效的结果。(3)低潜力地区应优先增加屋顶收集面积,同时限制水箱尺寸,以满足基本的节水目标。通过将屋顶面积作为成本组成部分,该研究强调了区域特定的RWHS设计策略的必要性,以响应当地的降雨模式和建筑条件。这些量身定制的方法可以提高系统效率和整体经济可行性,为可持续的城市水管理提供实用指导。
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引用次数: 0
Performance evaluation of lateritic soil and fungi (Agaricus impudicus) in the adsorption and desorption of ammonium nitrogen from human urine. 红土和真菌对人尿铵态氮的吸附和解吸性能评价。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-12-01 Epub Date: 2025-12-05 DOI: 10.2166/wst.2025.178
Faith Chepkwony, James M Raude, Patrick Home, Austine Otieno

The recovery of ammonium nitrogen (NH4+-N) from human urine offers a sustainable strategy to mitigate eutrophication and enhance nutrient recovery for agricultural use. Despite numerous adsorbents being explored, low-cost and eco-friendly options remain limited, prompting investigation into locally available lateritic soils (LS) and the fungus Agaricus impudicus as alternative materials. This study evaluated the potential of LS and fungal biomass as adsorbents for NH4+-N recovering from human urine. The materials were characterized using FTIR, SEM, and elemental analysis to determine surface functional groups and morphological features relevant to adsorption. Batch experiments were conducted to assess the adsorption capacity and desorption properties of the adsorbents. The equilibrium data were analyzed using Dubinin-Radushkevich (D-R), Freundlich, and Langmuir isotherm models to determine the adsorption mechanisms and capacities. The D-R model best described NH4+-N adsorption on LS (R2 = 0.968), indicating a predominantly physical adsorption process, while the Freundlich model best fitted the fungal biomass data (R2 = 0.813), suggesting multilayer adsorption on heterogeneous surfaces. LS exhibited a higher adsorption capacity (16.314 mg/g) than fungal biomass, which could be attributed to its mineralogical composition. Overall, both adsorbents demonstrated effective NH4+-N removal and moderate nutrient release, highlighting their potential for sustainable nutrient recovery and reuse in agriculture.

从人类尿液中回收铵态氮(NH4+-N)提供了一种可持续的策略,以减轻富营养化和提高农业利用的养分回收。尽管人们正在探索许多吸附剂,但低成本和环保的选择仍然有限,这促使人们对当地可用的红土(LS)和真菌Agaricus impudicus作为替代材料进行调查。本研究评估了LS和真菌生物量作为人类尿液中NH4+-N吸附剂的潜力。利用FTIR, SEM和元素分析对材料进行了表征,以确定与吸附相关的表面官能团和形态特征。通过批量实验考察了吸附剂的吸附能力和解吸性能。采用Dubinin-Radushkevich (D-R)、Freundlich和Langmuir等温线模型对平衡数据进行分析,确定吸附机理和吸附容量。其中,D-R模型最适合描述氨氮在LS表面的吸附(R2 = 0.968),表明其主要是物理吸附过程;Freundlich模型最适合真菌生物量数据(R2 = 0.813),表明其在非均质表面上有多层吸附。LS的吸附量(16.314 mg/g)高于真菌生物量,这与LS的矿物组成有关。总的来说,这两种吸附剂都显示出有效的NH4+-N去除和适度的养分释放,突出了它们在农业中可持续养分回收和再利用的潜力。
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引用次数: 0
Spatiotemporal dynamics and driving mechanisms of industrial green water resource efficiency in China's Yangtze River Economic Belt. 长江经济带工业绿色水资源效率时空动态及驱动机制
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-12-01 Epub Date: 2025-11-27 DOI: 10.2166/wst.2025.170
Bei Xie, Chengyou Xiao, Jingjing Yang

Promoting industrial green water resource efficiency (IGWRE) is critical for reconciling economic growth with water sustainability in rapidly industrializing basins. This study proposes an integrated 'ecological-economic' evaluation framework within a Super-SBM-DEA model that incorporates undesirable outputs to assess IGWRE across 11 provinces in China's Yangtze River Economic Belt (YREB) from 2014 to 2023. Combining kernel density estimation, ArcGIS spatial mapping, and spatial Durbin models (SDM), we reveal three key findings: (1) IGWRE exhibits a significant long-term upward trend but with persistent regional heterogeneity and recent short-term fluctuations, with downstream regions (Shanghai, Jiangsu, Zhejiang) maintaining efficiency leadership while upstream provinces such as Chongqing and Sichuan demonstrate remarkable catch-up effects. (2) Spatial correlation analysis confirms strong spatial dependence, with technology diffusion generating stronger positive spillovers than pollution transfer. (3) SDM decomposition identifies technological progress as the primary driver, while economic development inhibits local efficiency due to the 'resource curse.' Environmental regulation enhances local IGWRE but triggers negative spillovers, and industrial structure optimization uniformly benefits efficiency. Social investment boosts local efficiency yet suppresses neighboring regions. These findings underscore the necessity for differentiated regional policies, inter-provincial technology transfer mechanisms, and basin-wide industrial water rights trading to reconcile economic growth with water sustainability.

促进工业绿色水资源效率(IGWRE)对于协调快速工业化流域的经济增长和水的可持续性至关重要。本文提出了一个基于super - sgm - dea模型的综合“生态-经济”评价框架,该框架包含了不期望产出,以评估2014 - 2023年中国长江经济带11个省份(YREB)的IGWRE。结合核密度估算、ArcGIS空间制图和空间Durbin模型(SDM),研究发现:(1)IGWRE表现出显著的长期上升趋势,但存在持续的区域异质性和近期的短期波动,下游地区(上海、江苏、浙江)保持效率领先,上游省份(重庆、四川)表现出显著的追赶效应。(2)空间相关性分析表明,技术扩散产生的正溢出效应强于污染转移。(3) SDM分解发现技术进步是主要驱动力,而经济发展由于“资源诅咒”抑制了地方效率。环境规制提高了地方IGWRE,但引发了负外溢,产业结构优化统一有利于效率。社会投资提高了地方效率,却抑制了邻近地区。这些发现强调了采取差别化的区域政策、省际技术转让机制和全流域工业水权交易来协调经济增长与水可持续性的必要性。
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引用次数: 0
Investigation of mechanisms governing turbulence-induced initiation of motion in non-cohesive sediment layers. 非粘性沉积层湍流引发运动的机制研究。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-12-01 Epub Date: 2025-12-04 DOI: 10.2166/wst.2025.177
Jingyan Mao, Seith N Mugume, Yu Qian, David Z Zhu, Doudou Gao, Lifang Yang, Xiaoqi Zhong

In this research, experiments were conducted to quantify how turbulence affects the initiation of three groups of quartz sands with consecutively increasing particle diameter. In the experimental setup, controlled acrylic paddles, a camera equipped with a macro lens and an acoustic Doppler velocimeter (ADV) were applied to generate turbulence, to record the precise moments of sediment initiation and to measure flow velocity and turbulence properties, respectively. Two categories of sediment initiation were characterized: sliding and suspension, with the onset of suspension occurring at higher turbulence intensities when compared to sliding. In addition, turbulent kinetic energy and Reynolds shear stress were identified as the most critical parameters for sediment initiation. The results suggested that the first and third groups required higher turbulent levels compared with the second group, due to variations in particle size and weight. Quadrant analysis showed that sliding events predominantly occurred during ejection and up-acceleration phases, while suspension events were mostly associated with ejections, which confirmed that initiation tends to occur in specific turbulent structures. Last, a single dimensionless parameter (J) that expresses the probability of sediment initiation under turbulent flow conditions, based on the ratio of turbulent kinetic energy to critical incipient shear stress, was proposed.

本研究通过实验量化了湍流对三组粒径连续增大的石英砂起裂的影响。在实验装置中,控制丙烯酸桨、配备微距镜头的相机和声学多普勒测速仪(ADV)分别用于产生湍流,记录沉积物起沉的精确时刻,并测量流速和湍流特性。泥沙起积有两种类型:滑动和悬浮,与滑动相比,悬浮的开始发生在更高的湍流强度下。此外,湍流动能和雷诺剪应力是泥沙起沉的最关键参数。结果表明,由于颗粒大小和重量的变化,第一组和第三组比第二组需要更高的湍流水平。象限分析表明,滑动事件主要发生在弹射和上加速阶段,而悬浮事件主要与弹射有关,这证实了起爆往往发生在特定的湍流结构中。最后,基于湍流动能与临界初始剪应力之比,提出了表达湍流条件下起沙概率的单一无量纲参数J。
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引用次数: 0
Use and performance of timber bunds as a natural flood management (NFM) technique at local and catchment scales. 在地方和流域尺度上,木材带作为自然洪水管理(NFM)技术的使用和性能。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-12-01 Epub Date: 2025-11-24 DOI: 10.2166/wst.2025.168
Chris Davenport, Davide Motta

Natural flood management (NFM) is a sustainable and increasingly popular approach for riverine flooding mitigation, often used in conjunction with traditional flood protection solutions. This investigation focuses on timber bunds, a relatively novel NFM technique. Timber bunds are designed large in-stream dams made of wood sourced on site. Having been installed in only two trial locations in the United Kingdom so far, there is still a limited understanding of their performance at local and catchment scales. In this study, the timber bunds effectiveness in reducing flood peak magnitude and delaying flood arrival, when deployed as individual assets or in a network, is quantified for rainfall events of different return periods. Modelling results indicate positive effects in reducing peak flows, with more favourable results for large return period events and when timber bunds are deployed individually at the sub-basin scale. When deployed in a network, benefits may decrease due to peak synchronisation and the larger runoff volumes. The remarkable cost-effectiveness of timber bunds adds to their potential for successful wider use.

自然洪水管理(NFM)是一种可持续的、日益流行的河流洪水缓解方法,通常与传统的防洪解决方案结合使用。本研究的重点是木材带,一种相对较新的NFM技术。木坝是由就地取材的木材设计而成的大型流内水坝。到目前为止,在英国仅在两个试验地点安装了该系统,因此对其在当地和流域尺度上的性能的了解仍然有限。在本研究中,量化了不同回归期降雨事件中,作为单个资产或在网络中部署的木材带在降低洪峰震级和延迟洪水到来方面的有效性。模拟结果表明,在减少峰值流量方面具有积极作用,对于大的回收期事件和在次流域尺度上单独部署木材带,结果更为有利。当在网络中部署时,由于峰值同步和更大的径流量,收益可能会降低。木材捆带显著的成本效益增加了它们成功地得到更广泛使用的潜力。
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引用次数: 0
Optimization of water networks using bound contraction. 利用约束收缩优化水网。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-12-01 Epub Date: 2025-12-16 DOI: 10.2166/wst.2025.180
Ivone Cristina Barros Pedroza, Mauro Antonio da Silva Sá Ravagnani

In this paper, an optimization model is developed for the synthesis of water reuse networks in industrial processes, considering scenarios with and without pretreatment units. The model has a mixed-integer nonlinear programming (MINLP) formulation containing bilinear terms. The objectives are to reduce freshwater consumption in water networks, effluent generation, and total annual costs. The optimization model was coded in GAMS, and the bound contraction technique, which involves contracting the limits of one variable at a time, was employed. This technique enables the reduction of the distance between the lower and upper bounds obtained by solving the original problem. Two case studies, one involving a single contaminant and the other multiple contaminants, were used to test the applicability of the developed model and the optimization method, considering regeneration and pretreatment units. Results indicate that global optimal solutions are found for all the cases studied. The strategy employed contributes to both a reevaluation of existing water networks and the design of new ones, resulting in more efficient configurations.

本文建立了工业过程中水回用网络综合的优化模型,考虑了有预处理装置和没有预处理装置的情况。该模型具有一个包含双线性项的混合整数非线性规划(MINLP)公式。目标是减少水网的淡水消耗、废水产生和年度总费用。在GAMS中对优化模型进行编码,并采用一次收缩一个变量极限的定界收缩技术。该技术可以减小通过求解原问题得到的下界和上界之间的距离。在考虑再生和预处理单元的情况下,通过两个案例研究(一个涉及单一污染物,另一个涉及多种污染物)来测试所建立的模型和优化方法的适用性。结果表明,对于所有的问题都能找到全局最优解。所采用的战略有助于重新评价现有的水网和设计新的水网,从而产生更有效的配置。
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引用次数: 0
Rapid calculation method for minimum navigable flow discharge in backwater zones of small to medium rivers based on slope correction. 基于坡度修正的中小河流回水区最小通航流量快速计算方法
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-12-01 Epub Date: 2025-12-09 DOI: 10.2166/wst.2025.179
Jinyang Wang, Dongdong Jia, Xingliang Jiang, Jie Qin, Zhangying Chen, Jun Yang, Meng Chen, Tian Zeng

The minimum navigation flow discharge (MNFD) required to maintain waterway dimensions in basins affected by water transfer projects is often subject to strategic interactions over ecological compensation among stakeholders, making its rapid determination highly important. However, in backwater zones of small to medium rivers, water level is jointly controlled by topographic variations and downstream backwater effects, complicating its estimation. This study develops a rapid calculation procedure for MNFD in such zones through theoretical analysis and numerical simulation, introducing a water surface slope correction into the Manning equation. Taking the Shiguan River, affected by the Huai River, as a case study, a two-dimensional hydrodynamic model was constructed to compare the simulated MNFD with the proposed method's result. Results indicate that, for a Class IV waterway depth of 3.10 m, direct application of the Manning equation yields an MNFD of approximately 1,529 m3/s, while the proposed rapid procedure gives 616 m3/s, and the numerical simulation indicates 600 m3/s. Compared with the direct Manning estimate, the proposed method substantially improves agreement with the numerical result, reducing the relative deviation from 155% to 3%.

在受调水工程影响的流域中,维持航道规模所需的最小通航流量(MNFD)往往受到利益相关者之间生态补偿的战略相互作用的影响,因此快速确定最小通航流量非常重要。然而,在中小河流回水区,水位受地形变化和下游回水效应的共同控制,使其估算更加复杂。本研究通过理论分析和数值模拟,在Manning方程中引入水面坡度修正,开发了该区域MNFD的快速计算程序。以受淮河影响的石关河为例,建立了二维水动力模型,将模拟结果与本文方法的结果进行了比较。结果表明,对于深度为3.10 m的IV类航道,直接应用Manning方程的MNFD约为1,529 m3/s,而提出的快速程序的MNFD为616 m3/s,数值模拟结果为600 m3/s。与直接Manning估计相比,该方法大大提高了与数值结果的一致性,将相对偏差从155%降低到3%。
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引用次数: 0
Dam break modelling and flood inundation mapping using GIS and HEC-RAS: a case study of the Tiga Earth dam, Kano State, Nigeria. 利用GIS和HEC-RAS进行溃坝建模和洪水淹没制图:以尼日利亚卡诺州Tiga土坝为例
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-12-01 Epub Date: 2025-12-03 DOI: 10.2166/wst.2025.172
Ali Aldrees, Stephen Jessey Ugwu, Salisu Dan'azumi

A dam is constructed across a river, which stores and supplies water for various purposes. Though the dams have many benefits, there is always a threat of a break. The research is aimed at developing a dam break simulation model for the Tiga dam and producing an inundation map of affected areas. The study conducted a dam break analysis for the Tiga dam in Kano State, Nigeria, using HEC-RAS and HEC-HMS. The analysis simulated dam failure scenarios to predict breach parameters and flood hydrograph downstream. The results showed that 213 communities would be affected, with 122 in Jigawa State and 91 in Kano, covering an area of 4,397.06 km2. Breach peak flow was estimated as 117,000 m3/s, arriving in 31.3 min. Validation of the hydrodynamic breach model performance was done using the observed annual outflow and simulated results, employing the Nash -Sutcliffe efficiency (NSE) statistical analysis. The NSE score of 0.71 indicates a decent fit of the HEC-RAS model to the data. The study recommends that the Hadejia Jama'are River Basin Development Authority implement the findings to develop emergency response plans and flood mitigation strategies to safeguard lives and property downstream. Future studies should conduct socio-economic impacts on affected areas.

大坝建在河上,为各种目的储存和供应水。虽然大坝有很多好处,但总是有决堤的威胁。该研究旨在为Tiga大坝开发溃坝模拟模型,并制作受影响地区的淹没地图。该研究使用HEC-RAS和HEC-HMS对尼日利亚卡诺州的Tiga大坝进行了溃坝分析。分析模拟溃坝情景,预测溃坝决口参数和下游洪水线。结果表明,213个社区将受到影响,其中吉加瓦州122个,卡诺州91个,覆盖面积为4397.06平方公里。裂口峰值流量估计为11.7万m3/s, 31.3 min到达。采用Nash -Sutcliffe效率(NSE)统计分析,利用观测到的年流出量和模拟结果验证了水动力决口模型的性能。NSE分数为0.71,表明HEC-RAS模型与数据拟合良好。该研究建议Hadejia Jama'are河流域开发管理局实施研究结果,制定应急响应计划和洪水缓解战略,以保护下游的生命和财产。今后的研究应对受影响地区进行社会经济影响。
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引用次数: 0
Attention-driven deep learning models for multivariate time series forecasting of reservoir water levels. 水库水位多变量时间序列预测的注意力驱动深度学习模型。
IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2025-12-01 Epub Date: 2025-12-09 DOI: 10.2166/wst.2025.182
Gholam Reza Alipour Modab

Accurate reservoir water level forecasting is crucial for effective water resource management, flood control, and irrigation planning. This study investigates the application of deep learning methods to forecast daily water elevation in the Nesa Dam, located in southeastern Iran. A 15-year dataset comprising daily hydrometeorological variables - including rainfall, temperature, evaporation, inflow, and outflow - was used to train and evaluate three models: CNN + BiLSTM + Attention, Encoder-Decoder LSTM with Attention, and ConvLSTM2D.Using a sliding window approach, the models were trained on 80% of the data and tested on the remaining 20%. Performance was evaluated using RMSE, MAE, and R2. The Encoder-Decoder LSTM with Attention model achieved the best results, with the lowest prediction errors and highest generalization performance. The CNN-based model showed moderate accuracy, while ConvLSTM2D exhibited noisy outputs and limited predictive capability. The study demonstrates that attention-based architectures are highly effective in modelling temporal dependencies in hydrological time series. The novelty lies in the comparative analysis of these models under identical experimental conditions using real-world data. The findings offer practical insights for developing intelligent forecasting systems in water resource management.

准确的水库水位预测对有效的水资源管理、防洪和灌溉规划至关重要。本研究探讨了深度学习方法在伊朗东南部Nesa大坝每日水位预测中的应用。一个15年的数据集包含每日水文气象变量-包括降雨量,温度,蒸发,流入和流出-用于训练和评估三种模型:CNN + BiLSTM +注意力,编码器-解码器LSTM与注意力和ConvLSTM2D。使用滑动窗口方法,模型在80%的数据上进行训练,并在剩下的20%上进行测试。使用RMSE、MAE和R2评估性能。基于注意模型的编码器-解码器LSTM预测误差最小,泛化性能最好。基于cnn的模型显示出中等精度,而ConvLSTM2D显示出噪声输出和有限的预测能力。该研究表明,基于注意力的架构在水文时间序列的时间依赖性建模中非常有效。新颖之处在于在相同的实验条件下使用实际数据对这些模型进行比较分析。这些发现为开发水资源管理中的智能预测系统提供了实用的见解。
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引用次数: 0
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