Journal Of Hydrology And Hydromechanics最新文献

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Simulation and prediction of water temperature in a water transfer channel during winter periods using a new approach based on the wavelet noise reduction-deep learning method 利用基于小波降噪-深度学习法的新方法模拟和预测冬季输水渠道的水温
IF 1.9 4区 环境科学与生态学
Journal Of Hydrology And Hydromechanics Pub Date : 2024-02-08 DOI: 10.2478/johh-2023-0036
Tiejie Cheng, Jun Wang, Jueyi Sui, Feihu Song, Hui Fu, Tao Wang, Xinlei Guo
{"title":"Simulation and prediction of water temperature in a water transfer channel during winter periods using a new approach based on the wavelet noise reduction-deep learning method","authors":"Tiejie Cheng, Jun Wang, Jueyi Sui, Feihu Song, Hui Fu, Tao Wang, Xinlei Guo","doi":"10.2478/johh-2023-0036","DOIUrl":"https://doi.org/10.2478/johh-2023-0036","url":null,"abstract":"In winter, the water transfer channel of the Middle Route of South-to-North Water Transfer Project (MR-StNWTP) in China always encounters ice problems. The preciously simulation and prediction of water temperature is essential for analyzing the ice condition, which is important for the safety control of the water transfer channel in winter. Due to the difference of specific heat between water and air, when the air temperature rises and falls dramatically, the range of change of water temperature is relatively small and has a lag, which often affects the accuracy of simulation and prediction of water temperature based on air temperature. In the present study, a new approach for simulating and predicting water temperature in water transfer channels in winter has been proposed. By coupling the neural network theory to equations describing water temperature, a model has been developed for predicting water temperature. The temperature data of prototype observations in winter are preprocessed through the wavelet decomposition and noise reduction. Then, the wavelet soft threshold denoising method is used to eliminate the fluctuation of certain temperature data of prototype observations, and the corresponding water temperature is calculated afterward. Compared to calculation results using both general neural network and multiple regression approaches, the calculation results using the proposed model agree well with those of prototype measurements and can effectively improve the accuracy of prediction of water temperature.","PeriodicalId":50183,"journal":{"name":"Journal Of Hydrology And Hydromechanics","volume":"222 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139754207","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Spectral analysis of oscillatory wind wave parameters in fetch-limited deep-water conditions at a small reservoir and their prediction: Case Study of the Hulín Reservoir in the Czech Republic 一个小型水库在限流深水条件下的振荡风浪参数频谱分析及其预测:捷克共和国胡林水库案例研究
IF 1.9 4区 环境科学与生态学
Journal Of Hydrology And Hydromechanics Pub Date : 2024-02-08 DOI: 10.2478/johh-2023-0042
Stanislav Kotaška, David Duchan, Petr Pelikán, Miroslav Špano
{"title":"Spectral analysis of oscillatory wind wave parameters in fetch-limited deep-water conditions at a small reservoir and their prediction: Case Study of the Hulín Reservoir in the Czech Republic","authors":"Stanislav Kotaška, David Duchan, Petr Pelikán, Miroslav Špano","doi":"10.2478/johh-2023-0042","DOIUrl":"https://doi.org/10.2478/johh-2023-0042","url":null,"abstract":"The dams and banks of small water reservoirs face significant erosion from wind-generated oscillatory waves. Proper design of structure height is crucial to protect such banks against erosion, considering the maximum characteristics of wind waves. Long-term measurements at the Hulín reservoir revealed that the wave spectrum aligns best with the Bretschneider type. This spectrum serves as a basis for simulating oscillatory waves and their impact on shore protection structure design. Empirical models were evaluated using wind and wave data from Hulín reservoir in the Czech Republic. The measured wind speeds attained a maximum of 8 m/s, and wave heights reached up to 15 cm. The Bretschneider (SMB) empirical formula provided the most accurate estimation of wave height (<jats:italic>H</jats:italic> <jats:sub>m</jats:sub> <jats:sub>0</jats:sub>), with an average underestimate of RMSE = 0.038 m. On the other hand, Wilson revisited (WIL rev.) performed less effectively, with an average RMSE = 0.304 m. For wave period (<jats:italic>T</jats:italic>) estimation, Bretschneider (SMB) yielded the best results, with an average RMSE = 0.062 s. Conversely, Wilson revisited (WIL rev.) showed poorer performance, with an average underestimate of RMSE = 2.196 s. The discrepancy between the empirical formulas and measured values, particularly in underestimating <jats:italic>H</jats:italic> <jats:sub>m</jats:sub> <jats:sub>0</jats:sub>, can be attributed to inaccurate determination of fetch length and wind speed.","PeriodicalId":50183,"journal":{"name":"Journal Of Hydrology And Hydromechanics","volume":"12 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139753758","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Soil moisture regime in lowland forests – quantity and availability of water 低地森林的土壤湿度机制--水的数量和可用性
IF 1.9 4区 环境科学与生态学
Journal Of Hydrology And Hydromechanics Pub Date : 2024-02-08 DOI: 10.2478/johh-2023-0037
Vesna Nikolić Jokanović, Dušan Jokanović, Radovan Savić, Nenad Petrović, Marko Marinković, Bojan Tubić, Ivana Vasić
{"title":"Soil moisture regime in lowland forests – quantity and availability of water","authors":"Vesna Nikolić Jokanović, Dušan Jokanović, Radovan Savić, Nenad Petrović, Marko Marinković, Bojan Tubić, Ivana Vasić","doi":"10.2478/johh-2023-0037","DOIUrl":"https://doi.org/10.2478/johh-2023-0037","url":null,"abstract":"Water is one of the key ecological factors that has a great impact to development and productivity of lowland species such as <jats:italic>Quercus robur</jats:italic>. This paper deals with water regime influence to site conditions of these species and how actually changeable soil moisture affects <jats:italic>Q. robur</jats:italic>. Studied area includes a protective embankment built on the river bank in order to eliminate flooding effect, which means that all needs for water these associations provide from rainfalls and groundwater. Water regime was monitored during two critical years (extremely dry and extremely wet) on four soil types – Planosol, Fluvisol and Gleysol that belong to hydromorphic (three experimental plots) and Chernozem which belongs to automorphic soils (three experimental plots), respectively. It was studied the distribution of rainfalls and groundwater during the growing seasons and how it affects total and available water amount in the soil. The main focus should be given to available water, because it is located in capillary pores and plants can utilize it. Bearing in mind rainfalls makes just 15–20% of the total water amount in the soil it is much more significant to evaluate its proportion in available water. Based on obtained results, we can deduce that much more suitable site conditions for <jats:italic>Q. robur</jats:italic> are present on hydromorphic soils due to much greater proportion of groundwater.","PeriodicalId":50183,"journal":{"name":"Journal Of Hydrology And Hydromechanics","volume":"5 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139753861","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical investigation of dam break flow over erodible beds with diverse substrate level variations 对基底水平变化多样的易侵蚀河床上的溃坝流进行数值研究
IF 1.9 4区 环境科学与生态学
Journal Of Hydrology And Hydromechanics Pub Date : 2024-02-08 DOI: 10.2478/johh-2023-0040
Alireza Khoshkonesh, Blaise Nsom, Saeid Okhravi, Fariba Ahmadi Dehrashid, Payam Heidarian, Silvia DiFrancesco
{"title":"Numerical investigation of dam break flow over erodible beds with diverse substrate level variations","authors":"Alireza Khoshkonesh, Blaise Nsom, Saeid Okhravi, Fariba Ahmadi Dehrashid, Payam Heidarian, Silvia DiFrancesco","doi":"10.2478/johh-2023-0040","DOIUrl":"https://doi.org/10.2478/johh-2023-0040","url":null,"abstract":"This study aimed to comprehensively investigate the influence of substrate level difference and material composition on dam break wave evolution over two different erodible beds. Utilizing the Volume of Fluid (VOF) method, we tracked free surface advection and reproduced wave evolution using experimental data from the literature. For model validation, a comprehensive sensitivity analysis encompassed mesh resolution, turbulence simulation methods, and bed load transport equations. The implementation of Large Eddy Simulation (LES), non-equilibrium sediment flux, and van Rijn’s (1984) bed load formula yielded higher accuracy compared to alternative approaches. The findings emphasize the significant effect of substrate level difference and material composition on dam break morphodynamic characteristics. Decreasing substrate level disparity led to reduced flow velocity, wavefront progression, free surface height, substrate erosion, and other pertinent parameters. Initial air entrapment proved substantial at the wavefront, illustrating pronounced air-water interaction along the bottom interface. The Shields parameter experienced a one-third reduction as substrate level difference quadrupled, with the highest near-bed concentration observed at the wavefront. This research provides fresh insights into the complex interplay of factors governing dam break wave propagation and morphological changes, advancing our comprehension of this intricate phenomenon.","PeriodicalId":50183,"journal":{"name":"Journal Of Hydrology And Hydromechanics","volume":"38 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139754205","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A 1-dimensional-two-layer transient drift-flux model for hydraulic transport pipelines: modelling and experiments of bed layer erosion and density wave amplification 水力输送管道的一维两层瞬态漂流-流动模型:床层侵蚀和密度波放大的建模与实验
IF 1.9 4区 环境科学与生态学
Journal Of Hydrology And Hydromechanics Pub Date : 2024-02-08 DOI: 10.2478/johh-2023-0039
Edwin de Hoog, Tjalie van der Voort, Arno Talmon, Cees van Rhee
{"title":"A 1-dimensional-two-layer transient drift-flux model for hydraulic transport pipelines: modelling and experiments of bed layer erosion and density wave amplification","authors":"Edwin de Hoog, Tjalie van der Voort, Arno Talmon, Cees van Rhee","doi":"10.2478/johh-2023-0039","DOIUrl":"https://doi.org/10.2478/johh-2023-0039","url":null,"abstract":"Hydraulic transport pipelines in the dredging, mining and deep sea mining are designed using steady-state methods. However, these methods cannot predict density wave formation. Density waves form a risk for pipeline blockages, therefore there is a need to understand and preferably be able to model the process. The density waves studied in this research are caused by a stationary sediment deposit in the pipeline. This article explores the development of a new transient design model, based on 1-dimensional-two-layer Driftflux CFD. The two layers model the exchange of sediment between the turbulent suspension, and a stationary bed layer, and can therefore model density wave amplification. An empirical erosion-sedimentation closure relationship is applied to model the sediment exchange between the two layers, and is calibrated using experiments. The final model is also validated against a second experiment, specifically for density wave amplification. The experiments and the model show good agreement on the erosion of a stationary bed layer and the growth rate of a density wave and the amplitude of the density wave.","PeriodicalId":50183,"journal":{"name":"Journal Of Hydrology And Hydromechanics","volume":"21 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139754237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Testing sensitivity of BILAN and GR2M models to climate conditions in the Gambia River Basin 测试 BILAN 和 GR2M 模型对冈比亚河流域气候条件的敏感性
IF 1.9 4区 环境科学与生态学
Journal Of Hydrology And Hydromechanics Pub Date : 2024-02-08 DOI: 10.2478/johh-2023-0044
Doudou Ba, Jakub Langhammer, Petr Maca, Ansoumana Bodian
{"title":"Testing sensitivity of BILAN and GR2M models to climate conditions in the Gambia River Basin","authors":"Doudou Ba, Jakub Langhammer, Petr Maca, Ansoumana Bodian","doi":"10.2478/johh-2023-0044","DOIUrl":"https://doi.org/10.2478/johh-2023-0044","url":null,"abstract":"This study investigates the performance of two lumped hydrological models, BILAN and GR2M, in simulating runoff across six catchments in the Gambia River Basin (Senegal) over a 30-year period employing a 7-year sliding window under different climatic conditions. The results revealed differences in overall performance and variable sensitivity of the models to hydrological conditions and calibration period lengths, stemming from their different structure and complexity. In particular, the BILAN model, which is based on a more complex set of parameters, showed better overall results in simulating dry conditions, while the GR2M model had superior performance in wet conditions. The study emphasized the importance of the length of the calibration period on model performance and on the reduction of uncertainty in the results. Extended calibration periods for both models narrowed the range of the Kling-Gupta Efficiency (KGE) values and reduced the loss of performance during the parameter transfer from calibration to validation. For the BILAN model, a longer calibration period also significantly reduced the variability of performance metric values. Conversely, for the GR2M model, the variability rate did not decrease with the length of the calibration periods. Testing both models under variable conditions underscored the crucial role of comprehending model structure, hydrological sensitivity, and calibration strategy effects on simulation accuracy and uncertainty for reliable results.","PeriodicalId":50183,"journal":{"name":"Journal Of Hydrology And Hydromechanics","volume":"42 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139754241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Heat-induced alterations in moisture-dependent repellency of water-repellent forest soils: A laboratory approach with Japanese Andosols 热引起的森林防水土壤随湿度变化的改变:使用日本安多溶胶的实验室方法
IF 1.9 4区 环境科学与生态学
Journal Of Hydrology And Hydromechanics Pub Date : 2024-02-08 DOI: 10.2478/johh-2023-0035
H.T.M. Perera, Yasushi Mori, Morihiro Maeda, D.A.L. Leelamanie
{"title":"Heat-induced alterations in moisture-dependent repellency of water-repellent forest soils: A laboratory approach with Japanese Andosols","authors":"H.T.M. Perera, Yasushi Mori, Morihiro Maeda, D.A.L. Leelamanie","doi":"10.2478/johh-2023-0035","DOIUrl":"https://doi.org/10.2478/johh-2023-0035","url":null,"abstract":"Soil water repellency (SWR) is a phenomenon that prevents the spontaneous wetting of numerous forest soils. It is a moisture-dependent characteristic, which disappears when soil moisture reaches near saturation. The heat generated during forest fires affects soil characteristics including SWR. The possibility of heat influencing moisture-dependent repellency (MDR) is not well understood. The present study aimed to investigate the effects of different heating temperatures (H<jats:sub>T</jats:sub>) and exposure durations (E<jats:sub>D</jats:sub>) on MDR using water-repellent Japanese Cedar (CED) and Japanese Cypress (CYP) forest soils. Soil samples collected from 0–5 cm depth were exposed to heat separately at 50, 100, and 150 °C (<jats:italic>H</jats:italic> <jats:sub>T</jats:sub>) for 1 h and 2 h durations (<jats:italic>E</jats:italic> <jats:sub>D</jats:sub>). The MDR of heated and non-heated soils was determined using the water drop penetration time (WDPT) test in a drying process. During the drying process of the tested soils, SWR appeared and then increased with drying to reach an extreme level (WDPT ≥3600 s) that persisted for a range of decreasing moisture contents, and declined to be non-repellent again (WDPT = 0 s). The critical moisture content at which soils become water-repellent with drying (CMC), the highest and the lowest moisture contents when soils showed maximum SWR (HMC<jats:sub>max</jats:sub> and LMCmax, respectively), and the integrated area below the MDR curve (S<jats:sub>WR</jats:sub>) decreased with increasing H<jats:sub>T</jats:sub> in both CED and CYP soils. The moisture content at which soils become non-repellent again during drying, MCNR, was independent of the type of soil and heat treatment. The range of moisture contents between HMC<jats:sub>max</jats:sub> and LMCmax, where soils show maximum SWR during drying, decreased with increasing HT, from 50 to 150 °C in CED and from 100–150 °C in CYP. The SWR showed strong positive linear correlations with CMC and HMC<jats:sub>max</jats:sub>. The heat generated during wildfires can alter the MDR and all the related repellency parameters of water-repellent forest soils. SWR prevails over a narrower range of moisture contents in heated soil compared with non-heated soils. Further investigations with higher temperature levels using different soil types would be important for a comprehensive understanding of the heat impacts on MDR.","PeriodicalId":50183,"journal":{"name":"Journal Of Hydrology And Hydromechanics","volume":"8 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139753997","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Tree morphology dependent transpiration reduction function of Schefflera arboricola for landfill cover restoration 用于垃圾填埋场植被恢复的 Schefflera arboricola 的蒸腾作用与树木形态有关
IF 1.9 4区 环境科学与生态学
Journal Of Hydrology And Hydromechanics Pub Date : 2024-02-08 DOI: 10.2478/johh-2023-0038
Sanandam Bordoloi, Jia-Xin Liao, Charles Wang Wai Ng
{"title":"Tree morphology dependent transpiration reduction function of Schefflera arboricola for landfill cover restoration","authors":"Sanandam Bordoloi, Jia-Xin Liao, Charles Wang Wai Ng","doi":"10.2478/johh-2023-0038","DOIUrl":"https://doi.org/10.2478/johh-2023-0038","url":null,"abstract":"Changes in hydrological processes and water resources required to sustain vegetation for ecological restoration of landfill covers and post mining sites in arid environments pose challenges in the context of extended droughts. Knowledge of actual threshold and wilting suction values based on tree morphological feature or plant age is essential for understanding the variation of root water uptake with drought stress and numerically predict the pore water pressure profile in root zone. The objective of this study is to quantify the transpiration reduction function (TRF; in terms of stomatal conductance (SC) and xylem sap flow (SF)) of <jats:italic>Schefflera arboricola,</jats:italic> considering the effects of tree morphology. Continuous drought condition was applied on the plant quantified with leaf area index (LAI) values at 0.5, 2 and 3.5, wherein each LAI represent tree age. The soil matric suction (ψ) and volumetric water content were measured by embedded sensors in the root zone. Based on the TRF obtained from SC values, a unique threshold suction (<jats:italic>ψ</jats:italic> <jats:sub>NTR</jats:sub> <jats:sup>t</jats:sup>) ranging from 30 to 50 kPa was identified. Beyond this <jats:italic>ψ</jats:italic> <jats:sub>NTR</jats:sub> <jats:sup>t</jats:sup>, measured leaf abscisic acid concentration increased up to 35 ng/mL, indicating the start of water stress avoidance mechanism. It is evident that <jats:italic>ψ</jats:italic> <jats:sub>NTR</jats:sub> <jats:sup>t</jats:sup> is independent of tree morphological parameter- leaf area to root length ratio (LA/RL). On the contrary, a threshold suction (<jats:italic>ψ</jats:italic> <jats:sub>SAP</jats:sub> <jats:sup>t</jats:sup>), depending on LA/RL ratio, can be determined, indicating the start of xylem cavitation. This <jats:italic>ψ</jats:italic> <jats:sub>SAP</jats:sub> <jats:sup>t</jats:sup> values ranging from 80 to 500 kPa depending on the LA/RL value, imply that the plant could significantly resist xylem embolization at higher LA/RL. In contrast, the plant with low LA/RL values have less tolerance of drought stress and hence low survivability. The results from this research study can be vital for devising and predicting plant available water in water scarce arid environments by a flux-based approach which is dependent on the tree age.","PeriodicalId":50183,"journal":{"name":"Journal Of Hydrology And Hydromechanics","volume":"23 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139754242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Uncertainty analysis of discharge coefficient predicted for rectangular side weir using machine learning methods 使用机器学习方法预测矩形边堰排泄系数的不确定性分析
IF 1.9 4区 环境科学与生态学
Journal Of Hydrology And Hydromechanics Pub Date : 2024-02-08 DOI: 10.2478/johh-2023-0043
Seyed Morteza Seyedian, Ozgur Kisi
{"title":"Uncertainty analysis of discharge coefficient predicted for rectangular side weir using machine learning methods","authors":"Seyed Morteza Seyedian, Ozgur Kisi","doi":"10.2478/johh-2023-0043","DOIUrl":"https://doi.org/10.2478/johh-2023-0043","url":null,"abstract":"The present study used three machine learning models, including Least Square Support Vector Regression (LSSVR) and two non-parametric models, namely, Quantile Regression Forest (QRF) and Gaussian Process Regression (GPR), to quantify uncertainty and precisely predict the side weir discharge coefficient (Cd) in rectangular channels. So, 15 input structures were examined to develop the models. The results revealed that the machine learning models used in the study offered better accuracy compared to the classical equations. While the LSSVR and QRF models provided a good prediction performance, the GPR slightly outperformed them. The best input structure that was developed included all four dimensionless parameters. Sensitivity analysis was conducted to identify the effective parameters. To evaluate the uncertainty in the predictions, the LSSVR, QRF, and GPR were used to generate prediction intervals (PI), which quantify the uncertainty coupled with point prediction. Among the implemented models, the GPR and LSSVR models provided more reliable results based on PI width and the percentage of observed data covered by PI. According to point prediction and uncertainty analysis, it was concluded that the GPR model had a lower uncertainty and could be successfully used to predict Cd.","PeriodicalId":50183,"journal":{"name":"Journal Of Hydrology And Hydromechanics","volume":"15 1","pages":""},"PeriodicalIF":1.9,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139754243","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Flow resistance at lowland and mountainous rivers 低地和山区河流的水流阻力
4区 环境科学与生态学
Journal Of Hydrology And Hydromechanics Pub Date : 2023-11-14 DOI: 10.2478/johh-2023-0023
Saeid Okhravi, Mahdi Alemi, Hossein Afzalimehr, Radoslav Schügerl, Yvetta Velísková
{"title":"Flow resistance at lowland and mountainous rivers","authors":"Saeid Okhravi, Mahdi Alemi, Hossein Afzalimehr, Radoslav Schügerl, Yvetta Velísková","doi":"10.2478/johh-2023-0023","DOIUrl":"https://doi.org/10.2478/johh-2023-0023","url":null,"abstract":"Abstract This study initially examines the various sources of flow resistance in sand-bed (lowland) and gravel-bed (mountainous) rivers along with the limitations of traditional estimation methods. The nondimensional hydraulic geometry approach, relating dimensionless flow discharge ( q * ) to the Darcy-Weisbach friction factor ( f ), has demonstrated good performance for both river types, covering shallow to moderately deep flows. However, accuracy in estimating f is affected by simplifications like assuming uniform and deep flow, neglecting bed load transport and vegetation effects, which require further evaluation. To address these issues, the proposed method is evaluated using data from four sand-bed rivers in Slovakia (with vegetation), and three gravel-bed rivers in Iran (dominated by cobbles and boulders). Bedforms prove to be significant resistance sources in all studied rivers. The approach yields separate predictors for each river type, showing a satisfactory agreement between observed and calculated values within a maximum deviation of ±20% error bands. These predictors are further validated using field data and established equations from rivers with similar physiographic characteristics. Results indicate the method performs well in predicting flow resistance in sand-bed rivers, slightly overestimating overall (+40%). It effectively captures riverbed features and vegetation influence under small-scale roughness conditions. However, the predictor’s validity for gravel-bed rivers is somewhat limited due to high variability in water-surface profiles, making it challenging to accurately capture flow dynamics under large-scale roughness conditions. Addressing complex characteristics of gravel-bed riverbeds, including boulders and local energy extraction, is crucial for improving the estimation of water-surface profile variations and flow resistance using the hydraulic geometry approach.","PeriodicalId":50183,"journal":{"name":"Journal Of Hydrology And Hydromechanics","volume":"4 3","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134957023","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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