Journal of Hydrology X最新文献

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Regionalisation of flood frequencies based on flood type-specific mixture distributions 基于洪水类型混合分布的洪水频率区划
IF 4
Journal of Hydrology X Pub Date : 2021-12-01 DOI: 10.1016/j.hydroa.2021.100107
Svenja Fischer, Andreas H. Schumann
{"title":"Regionalisation of flood frequencies based on flood type-specific mixture distributions","authors":"Svenja Fischer,&nbsp;Andreas H. Schumann","doi":"10.1016/j.hydroa.2021.100107","DOIUrl":"10.1016/j.hydroa.2021.100107","url":null,"abstract":"<div><p>The regionalisation of flood frequencies is a precondition for the estimation of flood statistics for ungauged basins. It is often based on either the concept of hydrological similarity of catchments or spatial proximity. Similarity is usually defined by comparing catchment attributes or distances. Here, we apply flood types in regionalisation directly to consider the type-specific aspects of similarity. The different flood types are classified according to their meteorological causes and hydrographs. Their probability distributions are modelled by type-specific distribution functions which are combined into one statistical annual mixture model afterwards. For regionalisation, we specified the parameters of each type-specific probability distribution separately with hierarchical clustering and regressions from catchment attributes. By selection of most relevant features, depending on the flood type, the specifics of flood-generating processes and meteorological causes were considered. The results demonstrate how this consideration of deterministic aspects can improve the transferability of distribution parameters to ungauged catchments. The type-specific regionalisation approach offers a higher degree of freedom for regionalisation as it describes the relationships between catchment characteristics, meteorological causes of floods and response of watersheds.</p></div>","PeriodicalId":36948,"journal":{"name":"Journal of Hydrology X","volume":"13 ","pages":"Article 100107"},"PeriodicalIF":4.0,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2589915521000353/pdfft?md5=0f53e241c14f5b8014622b2585f1d7f8&pid=1-s2.0-S2589915521000353-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45090559","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Comparison of decadal water storage trends from common GRACE releases (RL05, RL06) using spatial diagnostics and a modified triple collocation approach 基于空间诊断和改进三重配置方法的GRACE (RL05, RL06)年代际储水趋势比较
IF 4
Journal of Hydrology X Pub Date : 2021-12-01 DOI: 10.1016/j.hydroa.2021.100108
Emad Hasan , Aondover Tarhule
{"title":"Comparison of decadal water storage trends from common GRACE releases (RL05, RL06) using spatial diagnostics and a modified triple collocation approach","authors":"Emad Hasan ,&nbsp;Aondover Tarhule","doi":"10.1016/j.hydroa.2021.100108","DOIUrl":"10.1016/j.hydroa.2021.100108","url":null,"abstract":"<div><p>GRACE (Gravity Recovery and Climate Experiment) and GRACE-FO (Follow-On) satellites have provided unique insights into the evolution of Terrestrial Water Storage (TWS) in space and time. Despite such advancements, various GRACE solutions produced by different data centers display uneven spatial attributes with varying associated uncertainties. Via spatial diagnostics tools and a modified triple collocation (MTC) approach, this research evaluates the TWS (terrestrial water storage) trend estimations “<em>on the grid-scale</em>” from 11 gridded GRACE products of RL05 and RL06 releases between 2002 and 2017. Distinct from classic TCA (triple collocation analysis), the MTC employs a GWR (geographically weighted regression) scaling scheme with distinctive spatial coefficients. The spatial diagnostics analyses identified different autocorrelation patterns, clustering tendencies of hot (positive) and cold (negative) spots agglomeration at varying spatial width, and unique frequency distributions. The results indicated that within a 10-degree spatial radius the SHs (Spherical Harmonics) of RL05 and RL06 are highly autocorrelated compared to the mascons (mass concentration blocks) solutions. The spatial clustering results revealed that many solutions agreed on the overall directions and distribution of the hot and cold spots. The clustering among mascon products, however, reflected more localized mass anomalies. At the scale of drainage basins, the trend magnitude, as well as their associated uncertainties appeared to be driven by the occurrence of spatial clusters within the basin area. The MTC results showed that the uncertainty patterns follow the same spatial extent within each cluster. The MTC analysis underscored the added benefits of cluster analysis and the GWR scaling over the classic OLS approach.</p></div>","PeriodicalId":36948,"journal":{"name":"Journal of Hydrology X","volume":"13 ","pages":"Article 100108"},"PeriodicalIF":4.0,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2589915521000365/pdfft?md5=6ce9aaaf74d311e197f2f5e18b658f20&pid=1-s2.0-S2589915521000365-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48188143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Intercomparison of joint bias correction methods for precipitation and flow from a hydrological perspective 水文视角下降水与流量联合偏差校正方法的比较
IF 4
Journal of Hydrology X Pub Date : 2021-11-01 DOI: 10.1016/j.hydroa.2021.100109
Kue Bum Kim, H. Kwon, Dawei Han
{"title":"Intercomparison of joint bias correction methods for precipitation and flow from a hydrological perspective","authors":"Kue Bum Kim, H. Kwon, Dawei Han","doi":"10.1016/j.hydroa.2021.100109","DOIUrl":"https://doi.org/10.1016/j.hydroa.2021.100109","url":null,"abstract":"","PeriodicalId":36948,"journal":{"name":"Journal of Hydrology X","volume":" ","pages":""},"PeriodicalIF":4.0,"publicationDate":"2021-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42196952","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Withdrawal notice to “Experimental evidence of the wind-induced bias of precipitation gauges using Particle Image Velocimetry and particle tracking in the wind tunnel” [HYDROA 12 (2021) 100081] 关于“利用粒子图像测速和粒子跟踪技术在风洞中观测降水计的风致偏差的实验证据”的撤回通知[HYDROA 12 (2021) 100081]
IF 4
Journal of Hydrology X Pub Date : 2021-08-01 DOI: 10.1016/j.hydroa.2021.100094
Arianna Cauteruccio , Elia Brambill , Mattia Stagnaro , Luca G. Lanza , Daniele Rocchi
{"title":"Withdrawal notice to “Experimental evidence of the wind-induced bias of precipitation gauges using Particle Image Velocimetry and particle tracking in the wind tunnel” [HYDROA 12 (2021) 100081]","authors":"Arianna Cauteruccio ,&nbsp;Elia Brambill ,&nbsp;Mattia Stagnaro ,&nbsp;Luca G. Lanza ,&nbsp;Daniele Rocchi","doi":"10.1016/j.hydroa.2021.100094","DOIUrl":"10.1016/j.hydroa.2021.100094","url":null,"abstract":"","PeriodicalId":36948,"journal":{"name":"Journal of Hydrology X","volume":"12 ","pages":"Article 100094"},"PeriodicalIF":4.0,"publicationDate":"2021-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.hydroa.2021.100094","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44366126","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Performance comparison of green roof hydrological models for full-scale field sites 全尺寸现场绿色屋顶水文模型的性能比较
IF 4
Journal of Hydrology X Pub Date : 2021-08-01 DOI: 10.1016/j.hydroa.2021.100093
Ico Broekhuizen , Santiago Sandoval , Hanxue Gao , Felipe Mendez-Rios , Günther Leonhardt , Jean-Luc Bertrand-Krajewski , Maria Viklander
{"title":"Performance comparison of green roof hydrological models for full-scale field sites","authors":"Ico Broekhuizen ,&nbsp;Santiago Sandoval ,&nbsp;Hanxue Gao ,&nbsp;Felipe Mendez-Rios ,&nbsp;Günther Leonhardt ,&nbsp;Jean-Luc Bertrand-Krajewski ,&nbsp;Maria Viklander","doi":"10.1016/j.hydroa.2021.100093","DOIUrl":"10.1016/j.hydroa.2021.100093","url":null,"abstract":"<div><p>Green roofs can be valuable components in sustainable urban drainage systems, and hydrological models may provide useful information about the runoff from green roofs for planning purposes. Various models have been proposed in the literature, but so far no papers have compared the performance of multiple models across multiple full-size green roofs. This paper compared 4 models: the conceptual models Urbis and SWMM and the physically-based models Hydrus-1D and Mike SHE, across two field sites (Lyon, France and Umeå, Sweden) and two calibration periods for each site. The uncertainty and accuracy of model predictions were dependent on the selected calibration site and period. Overall model predictions from the simple conceptual model Urbis were least accurate and most uncertain; predictions from SWMM and Mike SHE were jointly the best in terms of raw percentage observations covered by their flow prediction intervals, but the uncertainty in the predictions in SWMM was smaller. However, predictions from Hydrus were more accurate in terms of how well the observations conformed to probabilistic flow predictions. Mike SHE performed best in terms of total runoff volume. In Urbis, SWMM and Hydrus uncertainty in model predictions was almost completely driven by random uncertainty, while parametric uncertainty played a significant role in Mike SHE. Parameter identifiability and most likely parameter values determined with the DREAM Bayesian algorithm were found to be inconsistent across calibration periods in all models, raising questions about the generalizability of model applications. Calibration periods where rainfall retention was highly variable between events were more informative for parameter values in all models.</p></div>","PeriodicalId":36948,"journal":{"name":"Journal of Hydrology X","volume":"12 ","pages":"Article 100093"},"PeriodicalIF":4.0,"publicationDate":"2021-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.hydroa.2021.100093","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42850351","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
A unifying model framework for soil erosion, river bedload and chemical transport 土壤侵蚀、河流推移质和化学物质迁移的统一模型框架
IF 4
Journal of Hydrology X Pub Date : 2021-08-01 DOI: 10.1016/j.hydroa.2021.100082
Amina Nouhou Bako , Carine Lucas , Frédéric Darboux , François James , Noémie Gaveau
{"title":"A unifying model framework for soil erosion, river bedload and chemical transport","authors":"Amina Nouhou Bako ,&nbsp;Carine Lucas ,&nbsp;Frédéric Darboux ,&nbsp;François James ,&nbsp;Noémie Gaveau","doi":"10.1016/j.hydroa.2021.100082","DOIUrl":"10.1016/j.hydroa.2021.100082","url":null,"abstract":"<div><p>A unified framework for simulating various transport processes in the environment is presented. It consists in a single set of partial differential equations. The main feature of this model framework is its exchange layer, which allows to treat several types of transfer between the soil and the surface water.</p><p>The model framework equations, termed transfer equations, is shown to reproduce three independently-published models developed for soil erosion, river bedload, and chemical transport respectively. By allowing the different processes to be represented within a single model framework, the transfer equations are therefore unifying the representation of particles and chemical fluxes in the environment. The transfer equations are implemented into the open-source software FullSWOF_1D. The code is verified against the approximation of an exact solution, assuring its proper functioning. A good adequacy is found between our numerical results and those published in the literature, attesting the capability of the transfer equations to unify modeling of soil erosion, river bedload, and chemical transport. Hence, the transfer equations can decrease the number of models to be used for simulating transfer of materials in the environment, and limit the number of computer codes to be developed and maintained. The transfer equations could also help in drawing parallels between different fields of hydrology.</p></div>","PeriodicalId":36948,"journal":{"name":"Journal of Hydrology X","volume":"12 ","pages":"Article 100082"},"PeriodicalIF":4.0,"publicationDate":"2021-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.hydroa.2021.100082","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45630692","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
WITHDRAWN: Experimental evidence of the wind-induced bias of precipitation gauges using Particle Image Velocimetry and particle tracking in the wind tunnel 撤回:使用粒子图像速度计和风洞中粒子跟踪的降水计风致偏差的实验证据
IF 4
Journal of Hydrology X Pub Date : 2021-06-01 DOI: 10.1016/j.hydroa.2021.100081
A. Cauteruccio, E. Brambilla, M. Stagnaro, L. Lanza, D. Rocchi
{"title":"WITHDRAWN: Experimental evidence of the wind-induced bias of precipitation gauges using Particle Image Velocimetry and particle tracking in the wind tunnel","authors":"A. Cauteruccio, E. Brambilla, M. Stagnaro, L. Lanza, D. Rocchi","doi":"10.1016/j.hydroa.2021.100081","DOIUrl":"https://doi.org/10.1016/j.hydroa.2021.100081","url":null,"abstract":"","PeriodicalId":36948,"journal":{"name":"Journal of Hydrology X","volume":" ","pages":""},"PeriodicalIF":4.0,"publicationDate":"2021-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.hydroa.2021.100081","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46350415","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 13
WITHDRAWN: Efficient simulation of groundwater solute transport using the multipoint flux approximation method with arbitrary polygon grids 用任意多边形网格的多点通量近似方法有效模拟地下水溶质运移
IF 4
Journal of Hydrology X Pub Date : 2021-06-01 DOI: 10.1016/j.hydroa.2021.100083
Yulong Gao, Shuping Yi, C. Zheng
{"title":"WITHDRAWN: Efficient simulation of groundwater solute transport using the multipoint flux approximation method with arbitrary polygon grids","authors":"Yulong Gao, Shuping Yi, C. Zheng","doi":"10.1016/j.hydroa.2021.100083","DOIUrl":"https://doi.org/10.1016/j.hydroa.2021.100083","url":null,"abstract":"","PeriodicalId":36948,"journal":{"name":"Journal of Hydrology X","volume":" ","pages":""},"PeriodicalIF":4.0,"publicationDate":"2021-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.hydroa.2021.100083","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42162582","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Techniques to evaluate the modifier process of National Weather Service flood forecasts 美国国家气象局洪水预报修正过程的评估技术
IF 4
Journal of Hydrology X Pub Date : 2021-05-01 DOI: 10.1016/j.hydroa.2020.100073
Zhipeng Zhu , Asphota Wasti , Trent Schade , Patrick A. Ray
{"title":"Techniques to evaluate the modifier process of National Weather Service flood forecasts","authors":"Zhipeng Zhu ,&nbsp;Asphota Wasti ,&nbsp;Trent Schade ,&nbsp;Patrick A. Ray","doi":"10.1016/j.hydroa.2020.100073","DOIUrl":"https://doi.org/10.1016/j.hydroa.2020.100073","url":null,"abstract":"<div><p>The operational hydrologists of the United States’ National Weather Service (NWS) develop river forecasts as guidance for those at risk of flood damage and update those flood forecasts in real-time as more information becomes available. To do so they rely on experience and intuition to adjust the inputs, state variables, and parameters of hydrologic models. NWS hydrologists use the term “modifiers” to refer collectively to these adjustments. This paper demonstrates the development and application of tools (statistical and graphical) to aid operational hydrologists in the achievement of accurate flood forecasts. Analysis of variance (ANOVA) identifies the relative contribution to forecast uncertainty of each modifier. Heat map visualizations illustrate for operational hydrologists the basin, lead-time, and season-specific effects of their modifiers choices. The tools provide operational hydrologists with insight into which of three commonly applied modifiers (precipitation, soil moisture, and unit hydrograph shape) are most likely to provide improvement in flood forecast accuracy. The tools are demonstrated for a case study of four watersheds within in the Ohio River Valley, using data for flood events sampled from 1990 to 2018. The findings of this research show that operational hydrologists in the Ohio River Basin would do well apply no modifiers in the winter (leaving hydrologic input variables and parameters at baseline values). And though the forecast might be improved by real-time adjustments to the unit hydrograph in summer months, recommendations for particular unit hydrograph modification levels cannot be made with confidence. These findings call into question the modifier adjustment program as a standard process. In the evaluated cases, modifiers do not systematically improve flood forecasts. Improvement may be more efficiently achieved through better calibration of hydrologic models or techniques for reduction of precipitation uncertainty.</p></div>","PeriodicalId":36948,"journal":{"name":"Journal of Hydrology X","volume":"11 ","pages":"Article 100073"},"PeriodicalIF":4.0,"publicationDate":"2021-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.hydroa.2020.100073","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72119545","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Climate change effects on groundwater recharge and temperatures in Swiss alluvial aquifers 气候变化对瑞士冲积含水层地下水补给和温度的影响
IF 4
Journal of Hydrology X Pub Date : 2021-05-01 DOI: 10.1016/j.hydroa.2020.100071
Jannis Epting , Adrien Michel , Annette Affolter , Peter Huggenberger
{"title":"Climate change effects on groundwater recharge and temperatures in Swiss alluvial aquifers","authors":"Jannis Epting ,&nbsp;Adrien Michel ,&nbsp;Annette Affolter ,&nbsp;Peter Huggenberger","doi":"10.1016/j.hydroa.2020.100071","DOIUrl":"10.1016/j.hydroa.2020.100071","url":null,"abstract":"<div><p>Climate change will have both quantitative and qualitative effects on groundwater resources. These impacts differ for aquifers in solid and unconsolidated rock, in urban or rural locations, and in the principal processes of groundwater recharge.</p><p>Having knowledge about the intrinsic key parameters (aquifer geometries, storage properties, groundwater renewal rates, residence times, etc.), the principal groundwater recharge processes, and the temperature imprinting makes it possible to compare and forecast the sensitivity of individual aquifers to climate change.</p><p>The sensitivity of future groundwater temperature development for selected climate projections was qualitatively investigated for representative Swiss unconsolidated rock groundwater resources in the Central Plateau as well as the Jura and Alpine region.</p><p>For non-urban and rural areas, climate change is expected to have a strong overall impact on groundwater temperatures. In urban areas, however, direct anthropogenic influences are likely to dominate. Increased thermal subsurface use and waste heat from underground structures, as well as adaptation strategies to mitigate global warming, increase groundwater temperatures. Likewise, measurements for the city of Basel show that groundwater temperatures increased by an average of 3.0 ± 0.7 °C in the period from 1993 to 2016, and that they can exceed 18 °C, especially in densely urbanized areas. Similarly, regarding shallow aquifers with low groundwater saturated zone thicknesses, such as in Davos (Canton Grisons), groundwater temperatures will strongly be influenced by changes in groundwater recharge regimes. In contrast, groundwater temperature changes within deep aquifers with large groundwater saturated zone thicknesses, such as in Biel/Bienne (Canton Bern), or in some cases in aquifers with large distances from the land surface to the groundwater table and extended unsaturated zones, such as in Winterthur (Canton Zurich), are strongly attenuated and can only be expected over long time periods.</p><p>In the context of the presented research we hypothesized that quantitative groundwater recharge and the associated temperature imprinting of aquifers is primarily determined by infiltrating surface waters (i.e. “river-fed aquifers”). We show that seasonal shifts in groundwater recharge processes could be an important factor affecting future groundwater temperatures. Moreover, the interaction with surface waters and increased groundwater recharge during high runoff periods are likely to strongly influence groundwater temperatures. Accordingly, for the “business as usual” climate change scenario and for the end of the century, a shift in precipitation and river flood events from summer to winter months could be accompanied by an increase in groundwater recharge in comparatively cool seasons, which would be accompanied by a tendency to “cool down” groundwater resources.</p></div>","PeriodicalId":36948,"journal":{"name":"Journal of Hydrology X","volume":"11 ","pages":"Article 100071"},"PeriodicalIF":4.0,"publicationDate":"2021-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.hydroa.2020.100071","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46095074","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 33
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