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Spawn Timing of Winter-Run Chinook Salmon in the Upper Sacramento River 萨克拉门托河上游冬季运行的奇努克鲑鱼繁殖时机
Q3 Agricultural and Biological Sciences Pub Date : 2020-06-07 DOI: 10.15447//sfews.2020v18iss2art5
Eva Dusek Jennings, A. Hendrix
Spawn timing in anadromous Pacific salmon may be especially sensitive to environmental cues such as river temperature and flow regimes. In this study, we explored correlations between peak spawn timing and water temperature in endangered Sacramento River winter-run Chinook Salmon. In recent drought years, rising water temperatures during egg incubation have negatively affected the winter-run Chinook Salmon population. This paper seeks to understand how winter-run spawn timing may be affected by temperatures during the staging period prior to spawning, and how water releases from Shasta Dam might affect these dynamics. We fit a proportional-odds logistic regression model to evaluate annual spawn timing as a function of average temperatures in April and May below Keswick Dam. While the start date of spawning remains relatively constant from year to year, the timing of peak spawning varies annually. Cool springtime temperatures trigger winter-run Chinook Salmon to spawn earlier, whereas warm springtime temperatures trigger fish to spawn later. Before dam construction, winter-run Chinook Salmon spawned in cool, spring-fed streams that are now inaccessible to migrating salmonids. In their natal spawning grounds, temperature-driven spawn timing would have primarily ensured sufficient time for egg maturation in cool years, while secondarily preventing egg and alevin mortality in warm years. In the current winter-run spawning grounds, the relationship between temperature and spawn timing may have important applications to management of Shasta Dam water releases, especially during conditions when thermal mortality can affect developing winter-run Chinook Salmon eggs.
太平洋溯河产卵三文鱼的产卵时间可能对河流温度和流量等环境线索特别敏感。在这项研究中,我们探讨了濒危的萨克拉门托河冬季经营的奇努克鲑鱼的产卵高峰期和水温之间的相关性。在最近几年的干旱中,孵化过程中水温的升高对冬季运行的奇努克鲑鱼种群产生了负面影响。本文试图了解冬季产卵时间如何受到产卵前阶段温度的影响,以及沙斯塔大坝的放水如何影响这些动态。我们拟合了一个比例优势逻辑回归模型,以评估作为Keswick大坝下4月和5月平均温度函数的年度产卵时间。虽然产卵的开始日期每年都保持相对恒定,但产卵高峰期的时间每年都有所不同。寒冷的春季温度会导致冬季运行的奇努克鲑鱼提前产卵,而温暖的春季温度则会导致鱼类推迟产卵。在大坝建设之前,冬季运行的奇努克鲑鱼在凉爽的春季溪流中繁殖,现在迁徙的鲑鱼无法进入这些溪流。在它们的出生产卵场,温度驱动的产卵时间主要是确保在凉爽的年份有足够的时间让卵子成熟,而在温暖的年份则可以防止卵子和alevin死亡。在目前的冬季产卵场中,温度和产卵时间之间的关系可能对沙斯塔大坝的排水管理有重要应用,尤其是在热死亡可能影响冬季产卵的条件下。
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引用次数: 2
Effects of Tidally Varying River Flow on Entrainment of Juvenile Salmon into Sutter and Steamboat Sloughs 潮汐变化的河流流量对鲑鱼幼鱼被卷入沙特和汽船的淤泥中的影响
Q3 Agricultural and Biological Sciences Pub Date : 2020-06-07 DOI: 10.15447/SFEWS.2021V19ISS2ART4
J. Romine, R. W. Perry, P. Stumpner, A. Blake, J. R. Burau
Survival of juvenile salmonids in the Sacramento–San Joaquin Delta (Delta) varies by migration route, and thus the proportion of fish that use each route affects overall survival through the Delta. Understanding factors that drive routing at channel junctions along the Sacramento River is therefore critical to devising management strategies that maximize survival. Here, we examine entrainment of acoustically tagged juvenile Chinook Salmon into Sutter and Steamboat sloughs from the Sacramento River. Because these sloughs divert fish away from the downstream entrances of the Delta Cross Channel and Georgiana Slough (where fish access the low-survival region of the interior Delta), management actions to increase fish entrainment into Sutter and Steamboat sloughs are being investigated to increase through-Delta survival. Previous studies suggest that fish generally “go with the flow”—as net flow into a divergence increases, the proportion of fish that enter that divergence correspondingly increases. However, complex tidal hydrodynamics at sub-daily time-scales may be decoupled from net flow. Therefore, we modeled routing of acoustic tagged juvenile salmon as a function of tidally varying hydrodynamic data, which was collected using temporary gaging stations deployed between March and May of 2014. Our results indicate that discharge, the proportion of flow that entered the slough, and the rate of change of flow were good predictors of an individual’s probability of being entrained. In addition, interactions between discharge and the proportion of flow revealed a non-linear relationship between flow and entrainment probability. We found that the highest proportions of fish are likely to be entrained into Steamboat Slough and Sutter Slough on the ascending and descending limbs of the tidal cycle, when flow changes from positive to negative. Our findings characterize how patterns of entrainment vary with tidal flow fluctuations, providing information critical for understanding the potential effect of management actions (e.g., fish guidance structures) to modify routing probabilities at this location.
在萨克拉门托-圣华金三角洲(三角洲),幼鲑的存活率因迁徙路线而异,因此,使用每条路线的鱼的比例影响整个三角洲的总体存活率。因此,了解在萨克拉门托河沿岸的水道交汇处驱动路线的因素对于设计最大限度地提高生存的管理策略至关重要。在这里,我们检查声标记幼年奇努克鲑鱼进入萨特和蒸汽船从萨克拉门托河的污泥夹带。由于这些烂泥将鱼类从三角洲跨海峡下游入口和乔治亚州烂泥(鱼类进入三角洲内部低存活率区域的地方)引开,因此正在研究增加鱼类进入萨特和蒸汽船烂泥的管理措施,以提高三角洲的存活率。先前的研究表明,鱼类通常“随波逐流”——随着流入分流的净流量增加,进入分流的鱼类比例也相应增加。然而,在亚日时间尺度上,复杂的潮汐流体动力学可能与净流量解耦。因此,我们将声学标记的幼年鲑鱼的路线建模为潮汐变化的水动力数据的函数,这些数据是在2014年3月至5月期间部署的临时测量站收集的。我们的研究结果表明,流量、进入污泥的流量比例和流量变化率是个体被夹带概率的良好预测指标。此外,流量与流量比例的相互作用揭示了流量与夹带概率之间的非线性关系。研究发现,当水流由正向负变化时,在潮汐循环的上升和下降段,鱼类可能被带入蒸汽船沼泽和萨特沼泽的比例最高。我们的研究结果描述了随潮汐波动而变化的捕获模式,为理解管理行动(例如,鱼类引导结构)对改变该位置路线概率的潜在影响提供了关键信息。
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引用次数: 5
Comparing and Integrating Fish Surveys in the San Francisco Estuary: Why Diverse Long-Term Monitoring Programs are Important 比较和整合旧金山河口的鱼类调查:为什么不同的长期监测项目很重要
Q3 Agricultural and Biological Sciences Pub Date : 2020-06-07 DOI: 10.15447/sfews.2020v18iss2art4
Dylan K. Stompe, P. Moyle, A. Kruger, J. Durand
Many fishes in the San Francisco Estuary have suffered declines in recent decades, as shown by numerous long-term monitoring programs. A long-term monitoring program, such as the Interagency Ecological Program, comprises a suite of surveys, each conducted by a state or federal agency or academic institution. These types of programs have produced rich data sets that are useful for tracking species trends over time. Problems arise from drawing conclusions based on one or few surveys because each survey samples a different subset of species or reflects different spatial or temporal trends in abundance. The challenges in using data sets from these surveys for comparative purposes stem from methodological differences, magnitude of data, incompatible data formats, and end-user preference for familiar surveys. To improve the utility of these data sets and encourage multi-survey analyses, we quantitatively rate these surveys based on their ability to represent species trends, present a methodology for integrating long-term data sets, and provide examples that highlight the importance of expanded analyses. We identify areas and species that are under-sampled, and compare fish salvage data from large water export facilities with survey data. Our analysis indicates that while surveys are redundant for some species, no two surveys are completely duplicative. Differing trends become evident when considering individual and aggregate survey data, because they imply spatial, seasonal, or gear-dependent catch. Our quantitative ratings and integrated data set allow for improved and better-informed comparisons of species trends across surveys, while highlighting the importance of the current array of sampling methodologies.
许多长期监测项目显示,近几十年来,旧金山河口的许多鱼类数量都在下降。长期监测项目,如跨部门生态项目,包括一系列调查,每项调查都由州或联邦机构或学术机构进行。这些类型的程序产生了丰富的数据集,这些数据集对跟踪物种随时间的变化趋势很有用。根据一次或几次调查得出结论会产生问题,因为每次调查取样的是不同的物种子集,或反映了不同的空间或时间趋势。将这些调查的数据集用于比较目的的挑战源于方法差异、数据量、不兼容的数据格式以及最终用户对熟悉调查的偏好。为了提高这些数据集的效用并鼓励多调查分析,我们基于它们代表物种趋势的能力对这些调查进行了定量评价,提出了一种整合长期数据集的方法,并提供了突出扩展分析重要性的示例。我们确定了采样不足的地区和物种,并将大型水出口设施的鱼类打捞数据与调查数据进行了比较。我们的分析表明,虽然对某些物种的调查是多余的,但没有两个调查是完全重复的。在考虑单个和总体调查数据时,不同的趋势变得明显,因为它们意味着空间、季节或渔具相关的捕获量。我们的定量评级和综合数据集允许在不同调查中对物种趋势进行改进和更明智的比较,同时强调当前一系列采样方法的重要性。
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引用次数: 19
Drought and the Sacramento–San Joaquin Delta, 2012–2016: Environmental Review and Lessons 干旱和萨克拉门托-圣华金三角洲,2012-2016:环境审查和教训
Q3 Agricultural and Biological Sciences Pub Date : 2020-06-07 DOI: 10.15447/sfews.2020v18iss2art2
J. Durand, F. Bombardelli, W. Fleenor, Y. Henneberry, J. Herman, C. Jeffres, M. Leinfelder-Miles, Robert A. Lusardi, Amber D. Manfree, Josué Medellín-Azura, Brett Milligan, P. Moyle, J. Lund
This paper reviews environmental management and the use of science in the Sacramento–San Joaquin Delta during California’s 2012–2016 drought. The review is based on available reports and data, and guided by discussions with 27 agency staff, stake-holders, and researchers. Key management actions for the drought are discussed relative to four major drought water management priorities stated by water managers: support public health and safety, control saltwater intrusion, preserve cold water in Shasta Reservoir, and maintain minimum protections for endangered species. Despite some success in streamlining communication through interagency task forces, conflicting management mandates sometimes led to confusion about priorities and actions during the drought (i.e., water delivery, the environment, etc.). This report highlights several lessons and offers suggestions to improve management for future droughts. Recommendations include use of pre-drought warnings, timely drought declarations, improved transparency and useful documentation, better scientific preparation, development of a Delta drought management plan (including preparing for salinity barriers), and improved water accounting. Finally, better environmental outcomes occur when resources are applied to improving habitat and bolstering populations of native species during inter-drought periods, well before stressful conditions occur.
本文回顾了加州2012-2016年干旱期间萨克拉门托-圣华金三角洲的环境管理和科学应用。审查以现有报告和数据为基础,并以与27名机构工作人员、利益攸关方和研究人员的讨论为指导。根据水资源管理者提出的四个主要干旱水管理优先事项,讨论了应对干旱的关键管理行动:支持公众健康和安全、控制盐水入侵、保护沙斯塔水库的冷水以及维持对濒危物种的最低限度保护。尽管在通过机构间工作队简化沟通方面取得了一些成功,但相互冲突的管理任务有时导致对干旱期间的优先事项和行动(即供水、环境等)的混淆。本报告强调了一些经验教训,并提出了改善未来干旱管理的建议。建议包括使用干旱前预警、及时宣布干旱、提高透明度和有用的文件、更好的科学准备、制定三角洲干旱管理计划(包括准备盐度屏障)和改进水资源核算。最后,在干旱期间,在压力条件发生之前,将资源用于改善栖息地和增加本地物种的数量,就会产生更好的环境结果。
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引用次数: 5
In Honor of Dr. Larry R. Brown 为了纪念拉里·r·布朗博士
Q3 Agricultural and Biological Sciences Pub Date : 2020-06-07 DOI: 10.15447/SFEWS.2021V19ISS2ART1
Bruce Herbold, Independent Consultant, P. Moyle, A. Mueller–Solger, Ted R. Sommer
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引用次数: 0
Preparing Scientists, Policymakers, and Managers for a Fast-Forward Future 让科学家、政策制定者和管理者为快速前进的未来做好准备
Q3 Agricultural and Biological Sciences Pub Date : 2020-06-07 DOI: 10.15447/SFEWS.2021V19ISS2ART2
R. Norgaard, J. Wiens, S. Brandt, E. Canuel, T. Collier, V. Dale, H. Fernando, T. Holzer, S. Luoma, V. Resh
Ecosystems in the Sacramento–San Joaquin Delta are changing rapidly, as are ecosystems around the world. Extreme events are becoming more frequent and thresholds are likely to be crossed more often, creating greater uncertainty about future conditions. The accelerating speed of change means that ecological systems may not remain stable long enough for scientists to understand them, much less use their research findings to inform policy and management. Faced with these challenges, those involved in science, policy, and management must adapt and change and anticipate what the ecosystems may be like in the future. We highlight several ways of looking ahead—scenario analyses, horizon scanning, expert elicitation, and dynamic planning—and suggest that recent advances in distributional ecology, disturbance ecology, resilience thinking, and our increased understanding of coupled human–natural systems may provide fresh ways of thinking about more rapid change in the future. To accelerate forward-looking science, policy, and management in the Delta, we propose that the State of California create a Delta Science Visioning Process to fully and openly assess the challenges of more rapid change to science, policy, and management and propose appropriate solutions, through legislation, if needed.
萨克拉门托-圣华金三角洲的生态系统正在迅速变化,世界各地的生态系统也是如此。极端事件正变得越来越频繁,跨越阈值的可能性也越来越大,这给未来的情况带来了更大的不确定性。变化的加速意味着生态系统可能无法保持足够长的稳定时间,让科学家能够了解它们,更不用说利用他们的研究成果为政策和管理提供信息了。面对这些挑战,那些参与科学、政策和管理的人必须适应和改变,并预测生态系统未来的样子。我们强调了展望未来的几种方法——情景分析、水平扫描、专家启发和动态规划,并建议最近在分布生态学、干扰生态学、弹性思维方面的进展,以及我们对耦合的人-自然系统的日益加深的理解,可能为思考未来更快速的变化提供新的方法。为了加速三角洲地区前瞻性的科学、政策和管理,我们建议加利福尼亚州建立一个三角洲科学展望过程,以全面和公开地评估科学、政策和管理的快速变化所带来的挑战,并在必要时通过立法提出适当的解决方案。
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引用次数: 3
An Open Data Framework for the San Francisco Estuary 旧金山河口开放数据框架
Q3 Agricultural and Biological Sciences Pub Date : 2020-06-07 DOI: 10.15447/sfews.2020v18iss2art1
M. Baerwald, Brittany Davis, Sarah Lesmeister, B. Mahardja, Rachel Pisor, Jenna Rinde, B. Schreier, V. Tobias
Author(s): Baerwald, Melinda R.; Davis, Brittany E.; Lesmeister, Sarah; Mahardja, Brian; Pisor, Rachel; Rinde, Jenna; Schreier, Brian; Tobias, Vanessa | Abstract:
作者:贝尔瓦尔德、梅琳达·R。;Davis,Brittany E。;Lesmeister,Sarah;Mahardja,Brian;皮索,瑞秋;Rinde,Jenna;Schreier,Brian;Tobias,Vanessa |摘要:
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引用次数: 3
Introduction of Bluefin Killifish (Lucania goodei) into the Sacramento–San Joaquin Delta 将蓝鳍Killifish(Lucania goodei)引入萨克拉门托-圣华金三角洲
Q3 Agricultural and Biological Sciences Pub Date : 2020-06-01 DOI: 10.15447/sfews.2020v18iss2art3
B. Mahardja, A. Goodman, Alisha M. Goodbla, A. Schreier, Catherine Johnston, R. Fuller, Dave Contreras, L. McMartin
Biological invasion by non-native species has been identified as one of the major threats to native fish communities worldwide. The fish community of San Francisco Estuary is no exception, as the estuary has been recognized as one of the most invaded on the planet and the system has been impacted significantly by these invasions. Here, we summarize the introduction and probable establishment of a new species in the Sacramento–San Joaquin Delta, the Bluefin Killifish (Lucania goodei), as discovered by the US Fish and Wildlife Service Delta Juvenile Fish Monitoring Program (DJFMP). The DJFMP has conducted a large-scale beach seine survey since 1976, and it is the longest-running monitoring program in the San Francisco Estuary that extensively monitors the shallow-water nearshore habitat. Possibly introduced as discarded aquarium fish within the vicinity of the Delta Cross Channel, Bluefin Killifish is a close relative of the Rainwater Killifish (Lucania parva), another non-native fish species that has been present in the San Francisco Estuary system for decades. Studies in their native range suggest that Bluefin Killifish will fill a similar niche to Rainwater Killifish, albeit with a more freshwater distribution. The potential ecological impact of Bluefin Killifish remains unclear in the absence of additional studies. However, we have been able to track the spread of the species within the Sacramento–San Joaquin Delta through the existence of long-term monitoring programs. Our findings demonstrate the value of monitoring across various habitats for the early detection and proactive management of invasive species.
外来物种的生物入侵已被确定为全球本地鱼类群落的主要威胁之一。旧金山河口的鱼类群落也不例外,因为河口已被认为是地球上入侵最严重的地区之一,该系统已受到这些入侵的严重影响。在此,我们总结了美国鱼类和野生动物管理局三角洲幼鱼监测计划(DJFMP)发现的新物种蓝鳍鳉(Lucania goodei)在萨克拉门托-圣华金三角洲的引入和可能的建立。自1976年以来,DJFMP一直在进行大规模的海滩围网调查,这是旧金山河口运行时间最长的监测项目,广泛监测浅水近岸栖息地。蓝鳍鳉可能是作为三角洲交叉海峡附近被丢弃的观赏鱼引入的,它是雨水鳉的近亲,雨水鳉是另一种在旧金山河口系统中存在了几十年的非本地鱼类。对其原生范围的研究表明,蓝鳍鳉鱼将填补与雨水鳉鱼相似的生态位,尽管有更多的淡水分布。由于缺乏进一步的研究,蓝鳍鳉鱼的潜在生态影响尚不清楚。然而,通过长期监测项目,我们已经能够追踪到该物种在萨克拉门托-圣华金三角洲的传播情况。我们的研究结果证明了监测不同栖息地对入侵物种的早期发现和主动管理的价值。
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引用次数: 3
Combining Models of the Critical Streakline and the Cross-Sectional Distribution of Juvenile Salmon to Predict Fish Routing at River Junctions 结合临界条纹线和幼鱼断面分布模型预测河流交汇处的鱼类路线
Q3 Agricultural and Biological Sciences Pub Date : 2020-03-09 DOI: 10.15447/sfews.2020v18iss1art3
Dalton J. Hance, R. W. Perry, J. R. Burau, A. Blake, P. Stumpner, Xiaochun Wang, Adam C. Pope
Author(s): Hance, Dalton J.; Perry, Russell W.; Burau, Jon R.; Blake, Aaron; Stumpner, Paul; Wang, Xiaochung; Pope, Adam | Abstract: Because fish that enter the interior Delta have poorer survival than those emigrating via the Sacramento River, understanding the mechanisms that drive entrainment rates at side channel junctions is critically important for the management of imperiled juvenile salmon. Here, we implement a previously proposed process-based conceptual model to study entrainment rates based on three linked elements: the entrainment zone, critical streakline, and cross-sectional distribution of fish. The critical streakline is the location along a channel cross-section immediately upstream of a junction that forms the spatial divide between parcels of water that enter a side channel or remain in the main channel. The critical streakline therefore divides the main channel into entrainment zones within which fish would likely enter each channel. Combined with information about the cross-sectional distribution of fish upstream of a junction, this conceptual model provides a means to predict fish entrainment into each channel. To apply this conceptual model, we combined statistical models of the critical streakline, the cross-sectional distribution of acoustic tagged juvenile Chinook salmon, and their probability of entrainment into Georgiana Slough. We fit joint beta regression and logistic regression models to acoustic telemetry data gathered in 2011 and 2012 to estimate the cross-sectional distribution of fish upstream of the junction, and to estimate the probability of entrainment for fish on either side of the critical streakline. We show that entrainment rates can be predicted by understanding how the combination of critical streakline position and cross-sectional distribution of fish co-vary as a function of environmental covariates. By integrating over individual positions and entrainment fates to arrive at population-level entrain probability in relation to environmental covariates, our model offers managers a simple but powerful tool to evaluate how alternative actions affect migrating fish.
作者:Hance,Dalton J。;罗素·W·佩里。;Burau,Jon R。;Blake,Aaron;Stumpner,Paul;王,小钟;Pope,Adam |摘要:由于进入内陆三角洲的鱼类比通过萨克拉门托河移民的鱼类存活率更低,因此了解侧通道连接处夹带率的机制对于管理濒危的幼年鲑鱼至关重要。在这里,我们实现了一个先前提出的基于过程的概念模型,以研究基于三个相关元素的夹带率:夹带区、临界条纹线和鱼类的横截面分布。临界条纹线是沿着通道横截面的位置,该横截面正好位于交叉口的上游,该交叉口在进入侧通道或保留在主通道中的水之间形成空间分隔。因此,临界条纹线将主航道划分为夹带区,鱼类可能会在夹带区内进入每条航道。结合有关交叉口上游鱼类横截面分布的信息,该概念模型提供了一种预测鱼类进入每个通道的方法。为了应用这个概念模型,我们结合了临界条纹线的统计模型、声学标记的幼年奇努克鲑鱼的横截面分布以及它们被带入乔治安娜·斯劳的概率。我们将联合β回归和逻辑回归模型与2011年和2012年收集的声学遥测数据进行拟合,以估计交界处上游鱼类的横截面分布,并估计临界条纹线两侧鱼类被夹带的概率。我们表明,通过了解鱼类的临界条纹位置和横截面分布的组合如何作为环境协变量的函数共同变化,可以预测夹带率。通过整合个体位置和夹带命运,得出与环境协变量相关的种群夹带概率,我们的模型为管理者提供了一个简单但强大的工具来评估替代行动如何影响洄游鱼类。
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引用次数: 6
Climate and Land-Use Controls on Surface Water Diversions in the Central Valley, California 加利福尼亚州中央山谷地表水改道的气候和土地利用控制
Q3 Agricultural and Biological Sciences Pub Date : 2020-03-09 DOI: 10.15447/sfews.2020v18iss1art2
J. Goodrich, D. Cayan, D. Pierce
Author(s): Goodrich, Jordan P.; Cayan, Daniel R.; Pierce, David W. | Abstract: California’s Central Valley (CV) is one of the most productive agricultural regions in the world, enabled by the conjunctive use of surface water and groundwater. We investigated variations in the CV’s managed surface water diversions relative to climate variability. Using a historical record (1979−2010) of diversions from 531 sites, we found diversions are largest in the wetter Sacramento basin to the north, but most variable in the drier Tulare basin to the south. A rotated empirical orthogonal function (REOF) analysis finds 72% of the variance of diversions is captured by the first three REOFs. The leading REOF (35% of variance) exhibited strong positive loadings in the Tulare basin, and the corresponding principal component time-series (RPC1) was strongly correlated (ρ g 0.9) with contemporaneous hydrologic variability. This pattern indicates larger than average diversions in the south, with neutral or slightly less than average diversions to the north during wet years, with the opposite true for dry years. The second and third REOFs (20% and 17% of variance, respectively), were strongest in the Sacramento basin and San Francisco Bay−Delta. RPC2 and RPC3 were associated with variations in agricultural- and municipal-bound diversions, respectively. RPC2 and RPC3 were also moderately correlated with 7-year cumulative precipitation based on lagged correlation analysis, indicating that diversions in the north and central portions of the CV respond to longer-term hydrologic variations. The results illustrate a dichotomy of regimes wherein diversions in the more arid Tulare are governed by year-to-year hydrologic variability, while those in wetter northern basins reflect land-use patterns and low-frequency hydrologic variations.
作者:Goodrich,Jordan P。;丹尼尔·R·卡扬。;Pierce,David W.|摘要:加利福尼亚州的中央山谷(CV)是世界上生产力最高的农业地区之一,地表水和地下水的联合利用使其成为可能。我们调查了CV管理的地表水改道相对于气候变化的变化。利用531个地点改道的历史记录(1979年-2010年),我们发现改道在北部更潮湿的萨克拉门托盆地最大,但在南部更干燥的图拉雷盆地变化最大。旋转经验正交函数(REOF)分析发现,前三个REOF捕获了72%的偏差方差。领先的REOF(35%的方差)在图拉雷盆地表现出较强的正负荷,相应的主成分时间序列(RPC1)与同期水文变异性强相关(ρg 0.9)。这种模式表明南部的改道大于平均值,在丰水年份,向北的改道为中性或略低于平均值,而在枯水年份则相反。第二和第三REOFs(分别为20%和17%的方差)在萨克拉门托盆地和旧金山湾三角洲最强。RPC2和RPC3分别与农业和城市改道的变化有关。基于滞后相关性分析,RPC2和RPC3也与7年累积降水量适度相关,表明CV北部和中部的改道对长期水文变化有响应。研究结果表明了一种二分法,即干旱的图拉雷的改道受逐年水文变化的控制,而湿润的北部盆地的改道则反映了土地利用模式和低频水文变化。
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引用次数: 2
期刊
San Francisco Estuary and Watershed Science
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