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Statistical Downscaling of AGCM60km Precipitation based on Spatial Correlation of AGCM20km Output 基于AGCM20km输出空间相关性的AGCM60km降水统计降尺度
IF 1.1 Q4 WATER RESOURCES Pub Date : 2017-01-01 DOI: 10.3178/HRL.11.58
Sunmin Kim, Y. Tachikawa, E. Nakakita
: A statistical downscaling method based on regressing precipitation data is introduced and applied to 60-km resolution Atmospheric General Circulation Model (AGCM60km) output for daily precipitation. The method utilizes a regression domain with a 3×3 60-km grid, and the downscaling target is 3×3 20-km grids in the center of the regression domain. By shifting the regression domain one grid by one grid in 60-km resolution, the same form of regression model, but different regression coefficients for each 20-km grid, can be applied to all the downscaling target areas. Based on application tests for the Asian Monsoon region, the statistical downscaling algorithm shows extremely effective results with a certain pattern of regression error. The monthly based downscaled results from AGCM60km output shows a rather good match to the monthly mean precipitation amount of AGCM20km. The downscaled results also show a plausible mimic to the AGCM20km output in the frequency of daily precipitation amounts; however, the results showed noticeable limitations in simulating low rainfall amounts (e.g., less than 5 mm d –1 ), especially on land.
:介绍了一种基于降水数据回归的统计降尺度方法,并将其应用于60km分辨率大气环流模式(AGCM60km)的日降水输出。该方法利用3×3 60 km网格的回归域,降尺度目标为回归域中心的3×3 20 km网格。通过在60 km分辨率下逐格移动回归域,可以将相同形式的回归模型应用于所有降尺度目标区域,但每个20 km网格的回归系数不同。在亚洲季风区的应用试验表明,统计降尺度算法在一定的回归误差模式下取得了非常有效的结果。AGCM60km的月平均降水量与AGCM20km的月平均降水量具有较好的匹配关系。缩小后的结果在日降水量频率上也显示出与AGCM20km输出的似是而非的模拟;然而,结果显示在模拟低降雨量(例如小于5毫米d -1)方面有明显的局限性,特别是在陆地上。
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引用次数: 1
Impact of rice cultivation on evapotranspiration in small seasonal wetlands of north-central Namibia 水稻种植对纳米比亚中北部小型季节性湿地蒸散量的影响
IF 1.1 Q4 WATER RESOURCES Pub Date : 2017-01-01 DOI: 10.3178/HRL.11.134
A. Kotani, T. Hiyama, T. Ohta, Miho Hanamura, J. Kambatuku, S. Awala, M. Iijima
This paper aims to evaluate the effect of mixed-cropping of rice and upland crops on evapotranspiration (ET) in a small seasonal wetland in the north-central Namibia. Meteorological observations were conducted in the experimental sloped field, which simulated the cultivation of both rice in a wetland environment and upland crops in the surrounding rain-fed area, and included a reference wetland with natural vegetation. During cultivation, ET from the rice field was similar to that from the wetland. However, during the dry period ET was remarkably reduced in the post-harvest field, while continuous ET occurred in the natural wetland even after surface water had dried up. The response of surface conductance to meteorological variables was investigated by means of the Jarvis–Stewart conductance model. During cultivation, surface conductance of the rice field and the wetland had a distinct stress response compared with that of the rain–fed crop field. During the dry period, surface conductance of the wetland site, in which the surface water dried–up, still responded to the meteorological conditions in contrast to those of the post-harvest field with plowed bare soil.
在纳米比亚中北部的一个小型季节性湿地,研究了水稻与旱地作物混作对土壤蒸散发(ET)的影响。在试验坡地进行气象观测,模拟了在湿地环境下水稻的种植和周围雨养区旱地作物的种植,并包括一个有自然植被的参考湿地。在耕作过程中,稻田的ET与湿地的ET相似。在干旱期,收获后农田ET显著减少,而自然湿地即使在地表水干涸后仍持续ET。利用Jarvis-Stewart电导模型研究了地表电导对气象变量的响应。在栽培过程中,稻田和湿地的表面电导率与旱作农田相比具有明显的胁迫响应。在干旱期,地表水干涸的湿地场地的地表电导率仍对气象条件有响应,而收获后耕裸地的地表电导率则相反。
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引用次数: 9
Consideration of the rainfall-runoff-inundation (RRI) model for flood mapping in a deltaic area of myanmar 降雨-径流-淹没(RRI)模型在缅甸三角洲地区洪水制图中的应用
IF 1.1 Q4 WATER RESOURCES Pub Date : 2017-01-01 DOI: 10.3178/HRL.11.155
S. Bhagabati, A. Kawasaki
Formulating countermeasures to flooding risks is important, especially in areas where data are scarce. Numerical modeling techniques may enable hydrologists to model flooding events and access flood risk. Many floodinginundation models have been developed and successfully applied to many areas. The rainfall-runoff-inundation (RRI) model is one such model that has been applied in various places to estimate river discharges and flooding-inundation depths. However, its applicability to flat river basins is in question. Here, we evaluate the applicability of RRI model to a flat river basin in a data-scarce region. Using the Bago River basin, Myanmar, as a case study, we analyzed past extreme flooding events and developed flooding-inundation maps. The model was calibrated with observed discharge data for a 2011 flooding event and validated for flooding events in 2014 and 2015. The model produced reasonable hydrographs (both peak and base flows). Although the simulated discharges showed good agreement with observed data, the simulated inundation extent showed some discrepancies due to lack of data. Our results indicate that the RRI model may be applicable to flat river basins (short-term analysis). However, for long-term flood simulation, the model may not be the ideal choice as it does not include any land-atmosphere interactions.
制定应对洪水风险的对策非常重要,特别是在数据匮乏的地区。数值模拟技术可以使水文学家模拟洪水事件和了解洪水风险。许多洪水淹没模型已经开发出来,并成功地应用于许多地区。降雨-径流-淹没(RRI)模型就是这样一种模型,已在许多地方应用于估计河流流量和洪水淹没深度。然而,它是否适用于平坦的河流流域是一个问题。在此,我们评估了RRI模型在数据稀缺地区的平坦流域的适用性。我们以缅甸Bago河流域为例,分析了过去的极端洪水事件,并绘制了洪水淹没图。该模型使用2011年洪水事件的观测数据进行校准,并对2014年和2015年的洪水事件进行了验证。该模型产生了合理的水文曲线(峰值和基流)。虽然模拟的流量与观测数据吻合较好,但由于数据的缺乏,模拟的淹没程度存在一定的差异。结果表明,RRI模型可适用于平坦流域(短期分析)。然而,对于长期的洪水模拟,该模式可能不是理想的选择,因为它不包括任何陆地-大气相互作用。
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引用次数: 29
Characteristics of seasonal precipitation isotope variability in Indonesia 印度尼西亚季节降水同位素变率特征
IF 1.1 Q4 WATER RESOURCES Pub Date : 2017-01-01 DOI: 10.3178/HRL.11.92
H. A. Belgaman, K. Ichiyanagi, Rusmawan Suwarman, M. Tanoue, E. Aldrian, Arika I.D. Utami, S. D. A. Kusumaningtyas
The few previous studies of precipitation isotopes (δ18O and δD) in Indonesia, based on low spatial resolution observation datasets, have found several types of patterns in their seasonal variabilities. This study conducted high spatial resolution rainfall sampling and investigated the temporal characteristics of precipitation isotope in Indonesia. Rainfall samples were collected weekly from 33 stations in Indonesia. Cluster analysis showed that Indonesia could be divided into four types based on the seasonal variability of the precipitation of δ18O. The majority of stations showed seasonal patterns in the variability of δ18O, characterized by high values in the dry season (July–October) as type 1. Type 2 also showed one peak of high δ18O but in the longer period (June– November) was similar to type 1 stations. A region of Northwest Indonesia, comprising North and Central Sumatra and western Borneo, was identified as type 3, having two peaks of high δ18O values in January–February and May–August. Another pattern of variability was the anti-monsoonal type, indicated by low δ18O in May–July found in east part of Indonesia. Asia-Australia monsoon regime was the main factor that controls seasonal δ18O variability. This research showed that stable isotope in precipitation could correspond to precipitation climatology in Indonesia.
以往对印度尼西亚降水同位素(δ18O和δD)基于低空间分辨率观测数据集的研究发现了其季节变化的几种类型。本研究对印度尼西亚进行了高空间分辨率降雨采样,研究了降水同位素的时间特征。每周从印度尼西亚的33个站点收集降雨样本。聚类分析表明,根据δ18O降水的季节变化,印度尼西亚可分为4种类型。大部分台站δ18O的变率具有季节特征,在旱季(7 ~ 10月)δ18O值较高,为1型。2型站也有一个高δ18O峰值,但在较长时间内(6 - 11月)与1型站相似。印度尼西亚西北部地区,包括北、中苏门答腊和婆罗洲西部,被确定为3型,在1 - 2月和5 - 8月有两个高δ18O值峰值。另一种变异型为反季风型,表现为印尼东部5 - 7月δ18O低。亚洲-澳大利亚季风状态是控制季节δ18O变化的主要因素。研究表明,印尼降水稳定同位素可以对应于降水气候学。
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引用次数: 15
Establishing flood damage functions for agricultural crops using estimated inundation depth and flood disaster statistics in data-scarce regions 在数据匮乏地区,利用估计淹没深度和洪水灾害统计建立农作物洪水损失函数
IF 1.1 Q4 WATER RESOURCES Pub Date : 2017-01-01 DOI: 10.3178/HRL.11.12
Nhu Y Nguyen, Y. Ichikawa, H. Ishidaira
: Flood damage functions form the core of flood risk assess ment. This study proposes a method for establishing flood damage functions for agricultural crops in data-scarce regions. The method assumes that the flood damage ratio is a function of inundation depth only and utilizes inundation depth estimated from flood extent information and hydro­ dynamic simulations. The parameters of the damage functions are calibrated through the SCE­UA method (Shuffled Complex Evolution method developed at The University of Arizona) so that the calculated flood damages match obser vations compiled in flood disaster statistics. The established three functions show good agreement with actual agricultural damages caused by a rainfall event in 2010 and are validated against another rainfall event in 2009. The results indicate that the established damage functions are capable of estimating flood damage at the district scale, while damage estimations at finer spatial resolution differ between the functions, suggesting that detailed statistical data need to be incorporated to reduce the estimation uncertainty at fine scales.
洪水灾害函数是洪水风险评估的核心。本研究提出了一种建立数据稀缺地区农作物洪涝灾害函数的方法。该方法假设洪涝灾害比仅是淹没深度的函数,并利用洪水范围信息和水动力模拟估算的淹没深度。通过SCE-UA方法(美国亚利桑那大学开发的shuffed Complex Evolution方法)对损伤函数的参数进行校准,使计算的洪水损伤与洪水灾害统计中编制的观测值相匹配。所建立的三个函数与2010年某次降雨事件造成的实际农业损失吻合较好,并在2009年某次降雨事件中得到验证。结果表明,所建立的灾害函数能够在区域尺度上估计洪水灾害,而在更精细的空间分辨率下,不同函数之间的损失估计存在差异,需要结合详细的统计数据来降低在精细尺度上的估计不确定性。
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引用次数: 16
Effects of different land-use on suspended sediment dynamics in Sabah (Malaysian Borneo) – a view at the event and annual timescales 沙巴(马来西亚婆罗洲)不同土地利用对悬浮泥沙动态的影响——事件和年度时间尺度的看法
IF 1.1 Q4 WATER RESOURCES Pub Date : 2017-01-01 DOI: 10.3178/HRL.11.79
A. Nainar, K. Bidin, R. Walsh, R. Ewers, G. Reynolds
Suspended sediment concentrations (SSC) and the duration of high SSC are important for river ecology and water resource conservation. Using annual and storm-event datasets, this paper explores the hypothesis that key suspended sediment variables increase along a land-use disturbance gradient in hilly terrain in Sabah (Malaysian Borneo). Five small (1.7–4.6 km2) catchments of increasing disturbance history – primary forest, old growth virgin jungle reserve, twice-logged forest, multiple-logged forest and mature oil palm – were instrumented from late 2011 with dataloggers and sensors to record river stage, turbidity and rainfall. The oil palm catchment had 4–12 times greater mean dischargeweighted SSC (587 mg L–1), annual sediment yield (1128 t km–2 y–1), median event peak SSC, and duration of SSC above 1000 mg L–1 than in the other catchments. The multiple-logged catchment (last logged around 2004) has SSC characteristics close to values for primary forest, possibly due to increased ground protection against erosion afforded by low understorey regrowth and/or depletion of erodible sediment by multiple logging episodes. Results demonstrate that in hilly terrain even heavily logged rainforest has high value in safeguarding water quality and reducing erosion, whereas oil palm requires careful land management, especially of road runoff and ground cover.
悬沙浓度及其高悬沙浓度持续时间对河流生态和水资源保护具有重要意义。利用年度和风暴事件数据集,本文探讨了沙巴(马来西亚婆罗洲)丘陵地形中关键悬浮泥沙变量沿土地利用扰动梯度增加的假设。从2011年底开始,用数据记录器和传感器对5个干扰历史增加的小集水区(1.7-4.6平方公里)——原始森林、原始丛林保护区、两次采伐森林、多次采伐森林和成熟油棕——进行了测量,记录了河段、浑浊度和降雨量。与其他流域相比,油棕流域的平均流量加权SSC (587 mg L-1)、年产沙量(1128 t km-2 y-1)、中位事件峰值SSC和超过1000 mg L-1的SSC持续时间高4-12倍。多次采伐的集水区(最后一次采伐是在2004年左右)的SSC特征接近原生林的值,这可能是由于多次采伐增加了对地面的保护,以防止下层植被的低再生和/或可侵蚀沉积物的枯竭。结果表明,在丘陵地形中,即使是被严重砍伐的雨林也具有很高的保护水质和减少侵蚀的价值,而油棕需要仔细的土地管理,特别是道路径流和地面覆盖。
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引用次数: 17
Statistical modeling of global mean wave height considering principal component analysis of sea level pressures and its application to future wave height projection 考虑海平面压力主成分分析的全球平均波高统计模拟及其在未来波高预测中的应用
IF 1.1 Q4 WATER RESOURCES Pub Date : 2017-01-01 DOI: 10.3178/HRL.11.51
R. Kishimoto, T. Shimura, N. Mori, H. Mase
Future wave climate projection is important for climate impact assessment of the coastal hazards and environment. In this study, monthly averaged wave heights are estimated by a linear multi-regression model using atmospheric data as explanatory variables. The present statistical model considers local atmospheric information (wind speed at 10 m height, sea level pressure) and large scale atmospheric information obtained from principal component analysis (PCA) of the global sea level pressure field. The representation of swell in the lower latitude is greatly improved by introducing the large scale atmospheric information from the PCA. The present statistical model was applied to the results of the Japan Meteorological Research Institute’s Atmospheric General/Global Circulation Model (MRI-AGCM) climate change projection. The future change of wave heights shows an increase in the northern North Pacific Ocean and a decrease in the North Atlantic Ocean, middle latitude and tropics of the Pacific Ocean.
未来波浪气候预测对海岸灾害和环境的气候影响评价具有重要意义。本研究以大气资料为解释变量,采用线性多元回归模型估计月平均波高。本统计模型考虑了局地大气信息(10 m高度风速、海平面压力)和全球海平面压力场主成分分析(PCA)获得的大尺度大气信息。通过引入主成分分析的大尺度大气信息,大大改善了低纬度地区的膨胀表征。本统计模型应用于日本气象研究所大气环流/全球环流模式(MRI-AGCM)气候变化预测结果。未来波高变化表现为北太平洋北部波高增加,北大西洋、中纬度和太平洋热带波高减少。
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引用次数: 4
Statistical evaluation of future soil moisture changes in East Asia projected in a CMIP5 multi-model ensemble CMIP5多模式综合预估东亚未来土壤湿度变化的统计评价
IF 1.1 Q4 WATER RESOURCES Pub Date : 2017-01-01 DOI: 10.3178/HRL.11.37
T. Nakaegawa
: Simple explanations for changes in surface soil moisture in the late 21st century under global warming were explored, based on statistical significance and without consideration of complicated mechanisms. The results of a multi-model ensemble (MME) analysis showed significant increases in surface soil moisture in one northwestern inland area, and significant decreases were projected in two inland areas in southern and northern China. Among three water flux vari ables, precipitation ( P ), evaporation ( E ), and total runoff ( R ), significant changes in E explained only 10% of the total area showing significant changes in surface soil moisture. Among three combinations of two water flux variables, ( P – E ), ( E + R ), and ( P – R ), significant changes in ( P – E ) were dominant in coastal northeastern China, but this area did not overlap with areas with significant changes in surface soil moisture. Individual analyses revealed that significant increases in E , ( P – R ), and ( E + R ) explained 26%, 13%, and 9%, respec -tively, of the total area showing a significant decrease in the MME mean surface soil moisture. This result indicates that reliance on the MME mean may hinder understanding of the geophysical mechanism linking water flux variables with surface soil moisture.
对21世纪后期全球变暖背景下地表土壤湿度变化的简单解释进行了探索,基于统计显著性,不考虑复杂的机制。多模式综合(MME)分析结果显示,西北一个内陆地区表层土壤水分显著增加,华南和华北两个内陆地区表层土壤水分显著减少。在降水(P)、蒸发(E)和总径流量(R)三个水通量变量中,E的显著变化仅解释了地表土壤湿度显著变化的总面积的10%。在(P - E)、(E + R)和(P - R) 3个水通量变量组合中,东北沿海地区以(P - E)变化显著为主,但与表层土壤湿度变化显著的地区不重叠。个体分析表明,E、(P - R)和(E + R)的显著增加分别占MME平均地表土壤水分显著减少总面积的26%、13%和9%。这一结果表明,依赖MME平均值可能会阻碍对水通量变量与地表土壤湿度之间联系的地球物理机制的理解。
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引用次数: 1
Impact of land-cover change between 1990 and 2000 on the regional climate of Paraguay: a first overview 1990年至2000年土地覆盖变化对巴拉圭区域气候的影响:第一次概述
IF 1.1 Q4 WATER RESOURCES Pub Date : 2017-01-01 DOI: 10.3178/HRL.11.187
Alicia Pavetti Infanzón, Kenji Tanaka, Shigenobu Tanaka
Land-use change poses a major threat over much of the La Plata River Basin in South America. Paraguay, with one of the highest deforestation rates in the region, has experienced rapid loss of its natural forests. Such landscape transformation implies changes in vegetation traits that affect exchange of momentum, heat, and moisture between the surface and atmosphere. To understand how the regional climate of Paraguay could be affected by the deforestation that occurred between 1990 and 2000, we ran 1-month long simulations for each November during the 2006–2012 period for a control scenario and a past vegetation scenario. Climate responses to land-cover change differed with location and vegetation. In eastern Paraguay, replacement of forest with farmland increased albedo, leading to an overall lower latent heat and both lower and higher sensible heat fluxes. In western Paraguay, replacement of grassland with farmland slightly increased albedo, reducing the sensible heat and increasing evapotranspiration owing to greater surface soil wetness. Effects of land-use change on precipitation are more likely to change local patterns of precipitation than they are the country’s total monthly precipitation.
土地利用变化对南美洲拉普拉塔河流域的大部分地区构成了重大威胁。巴拉圭是该区域森林砍伐率最高的国家之一,它的天然森林正在迅速消失。这种景观转变意味着植被特征的变化,影响地表和大气之间的动量、热量和水分交换。为了了解巴拉圭的区域气候如何受到1990年至2000年间发生的森林砍伐的影响,我们在2006年至2012年期间的每个11月对控制情景和过去植被情景进行了为期1个月的模拟。气候对土地覆盖变化的响应因地点和植被而异。在巴拉圭东部,以农田取代森林增加了反照率,导致潜热总体降低,感热通量既低又高。在巴拉圭西部,以农田取代草地略微增加了反照率,减少了感热,增加了蒸散量,这是由于地表土壤湿度增加。土地利用变化对降水的影响更有可能改变当地降水模式,而不是改变一个国家的月总降水。
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引用次数: 1
Water pricing conflict in British Columbia 不列颠哥伦比亚省水价冲突
IF 1.1 Q4 WATER RESOURCES Pub Date : 2017-01-01 DOI: 10.3178/HRL.11.194
Amanda Garcia, K. Hipel, Amer Obeidi
The Water Sustainability Act in British Columbia, Canada is a source of conflict among citizens, the provincial government, and industrial groundwater users. The water extraction fees stipulated in the act highlight the issue of water commodification and its potential legal consequences. Complementary approaches for conflict analysis are used to study this emerging conflict in order to gain valuable strategic insights. Analysis is performed using the Graph Model for Conflict Resolution, a flexible methodology for analyzing and modelling conflicts. In addition, generalized metarationalities and metarational trees, which account for the role and influence of policies in decisionmaking, are used to explore possible resolutions of the conflict. The analyses show that the current situation, where protesters lobby the government but the fees are not increased, is an equilibrium and thus unlikely to change.
加拿大不列颠哥伦比亚省的《水可持续性法案》引发了市民、省政府和工业地下水使用者之间的冲突。该法案规定的取水费突出了水商品化问题及其潜在的法律后果。冲突分析的互补方法被用来研究这种新出现的冲突,以获得有价值的战略见解。分析是使用冲突解决图模型进行的,这是一种分析和建模冲突的灵活方法。此外,还利用广义元国籍性和元国籍树来探讨解决冲突的可能办法,它们解释了政策在决策中的作用和影响。分析表明,目前的情况是,抗议者游说政府,但学费没有增加,这是一种平衡,因此不太可能改变。
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引用次数: 10
期刊
Hydrological Research Letters
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