Basin topographic map and smoothed basin boundary at 1/16 degree resolution. Daily and monthly average streamflow for all projections listed in Table 1 and, where possible, daily and monthly bias-corrected streamflow values. This approach was partly based on practical limitations on time and computational resources but was also informed by previous experience using the VIC model at finer spatial scales. Each of the six panels in the figure shows the long-term monthly mean for the 10 (9 for B1) HD GCM scenarios (red lines) and the historical simulations (blue lines). are estimated by the VIC hydrologic model (discussed below) using empirical methods described by Kimball, Running and Nemani (Citation1997) and Thornton and Running (Citation1999). Citation2000) were selected as the basis for the study because they provide a) a wide range of plausible outcomes while also reflecting some potential GHG mitigation by the end of the twenty-first century, and b) most of the approximately 20 GCM projections associated with the CMIP3 archived runs from both emission scenarios (Mote & Salath, Citation2010). The Columbia Basin Climate Source is your one-stop destination for information about climate change, impacts, and action in this region. Based on, Learn more about the impacts of climate change, Learn how the climate is changing in your area, Learn how our region is responding, and how you can be part of the solution, BC Ministry of Forests, Lands, Natural Resource Operations and Rural Development. Source: Bonneville Power Administration. Determining surface water availability in Oregon. Monthly hydrographs in different portions of the domain primarily reflect changes in snow accumulation and melt processes and seasonal changes in precipitation (generally wetter falls, winters, and springs and drier summers). The two time periods also represent very different patterns of decadal climate variability in the historical record, providing a useful test in the context of simulating a changing climate. For example, researchers who wish to run their own hydrologic models can do so by downloading the statistically downscaled meteorological forcings from the study. Des accroissements gnraliss simuls de la rhumidification du sol en automne et en hiver dans les secteurs o l'accumulation de neige en hiver est importante (sous le climat actuel) appuient les hypothses de risque accru de glissement de terrain et de transport de sdiments durant l'hiver dans le futur. It reaches a thickness estimated at 16,000 feet in places. Report of A.G. Crook Company to Bonneville Power Administration, Portland, OR. Over the last several years, the USFS and USFWS have engaged with the CIG to produce a set of initial climate change hydrologic scenarios over much of the west using a common methodology intended to support landscape-scale assessment of climate change impacts (Littell et al., Citation2011). Oregon Water Resources Department. Nous avons implment une rsolution latitudelongitude calibre 1/16 de degr dans le modle capacit d'infiltration variable (VIC) et avons appliqu dans le modle bassin du fleuve Columbia pour produire des simulations historiques et 77 projections hydrologiques futures correspondant trois mthodes de rduction dchelle statistique et trois priodes futures (les dcennies 2020, 2040 et 2080). Fig. Thursday Sunny. Depending on their needs and/or level of technical sophistication, users can tap into the study databases at a number of different levels. Lows in the lower 50s. Intermediate products are available as well, which can be used by people with GIS capabilities, but with little or no knowledge of climate projections and hydrologic modelling. Thursday Night Partly cloudy. Associated shifts in streamflow timing from spring and summer to winter are also evident in basins with significant snow accumulation in winter (for the current climate). Twenty-one daily time-step output variables were archived for the VIC simulations (Table 2). YAKIMA Lower Columbia returned to the diamond on Friday with a double-header split against Yakima Valley. Columbia River Basin Basin Overview . Cited by lists all citing articles based on Crossref citations.Articles with the Crossref icon will open in a new tab. The authors would like to acknowledge the contributions of other members of the CBCCSP research team at the UW including Lara Whitely Binder, Pablo Carrasco, Jeffrey Deems, Carrie Lee, Dennis P. Lettenmaier, Tyler Kamstra, Jeremy Littell, Nathan Mantua, Edward Miles, Kristian Mickelson, Philip W. Mote, Erin Rogers, Eric Salath, Amy Snover, and Andrew Wood. Additional streamflow sites were routed from the primary VIC data, and water temperature simulations for a number of additional sites were based on temperature projections from the study. Results from the study show profound changes in spring snowpack and fundamental shifts from snow to rain-dominant behaviour across most of the domain. To minimize this data processing artifact, boundaries between months were smoothed while keeping the sum of daily streamflows equal to the original monthly values in the final product. It is important to acknowledge that opinions differ on the utility or even possibility of improving ensembles of future projections based on the ability to simulate the past climate (e.g., Gleckler, Taylor, & Doutriaux, Citation2008). 1990 level modified streamflow 19281989. Although a number of pilot climate change studies have been carried out in the CRB in collaboration with various water management agencies in the past (e.g., NWPCC, Citation2005), the RMJOC study was something of a landmark in that it was the first time that the BPA, USBR, and USACE used climate change information in coordinated interagency planning exercises in the CRB. The Columbia River is the fourth largest river in North America and the largest river in the Pacific Northwest. But as researchers continue to fine tune climate models, shifting demand for water now must be accounted for, say Washington State University scientists. These approaches were further developed and refined during the WACCIA in 2009 (Miles, Elsner, Littell, Binder, & Lettenmaier, Citation2010), which included assessments of aquatic and forest ecosystem impacts (Littell et al., Citation2010; Mantua, Tohver, & Hamlet, Citation2010). A calibrated 1/16 degree latitude-longitude resolution implementation of the VIC hydrologic model over the Columbia River basin was used to produce historical simulations and 77 future hydrologic projections associated with three different statistical downscaling methods and three future time periods (2020s, 2040s, and 2080s). REVEL=Columbia River at Revelstoke Dam, CORRA=Kootenay River at Corra Linn Dam, WANET=Pend Oreille River at Waneta Dam, LIBBY=Kootenai (Kootenay) River at Libby Dam, DWORS=N. Fork Clearwater River at Dworshak Dam, MILNE=Snake River at Milner, ICEHA=Snake River at Ice Harbor Dam, PRIRA=Columbia River at Priest Rapids Dam, YAPAR=Yakima River at Parker, DALLE=Columbia River at The Dalles, OR, WILFA=Willamette River above falls at Oregon City. 1555. The magnitude of hydrologic extremes such as Q100 and 7Q10 are expected to shift markedly in some basins in response to cool season warming, increasing cool season precipitation, and warmer, drier summers. Open File Report SW 02-002. 10 Left panel: Changes in Q100 for 297 streamflow locations expressed as a ratio of Q100 for the future period to Q100 for the historical period based on the average of the nine or ten HD scenarios for the B1 and A1B emissions scenarios for three future time periods. Special thanks to Kurt Unger and Ken Slattery, who were the primary architects of the CBCCSP at WDOE. Retrieved from, Climate change and resource management in the Columbia River Basin. 7). Most of the fundamental details regarding the VIC implementation used in this study are covered by Elsner et al. Other climate change studies on the Columbia River and its sub-basins followed (Cohen, Miller, Hamlet, & Avis, Citation2000; Elsner et al., Citation2010; Hamlet, Citation2003, Citation2011; Hamlet, Lee, Mickelson, & Elsner, Citation2010b; Lee, Fitzgerald, Hamlet, & Burges, Citation2011; Lee, Hamlet, Fitzgerald, & Burges, Citation2009; NWPCC, Citation2005; Payne, Wood, Hamlet, Palmer, & Lettenmaier, Citation2004; Snover, Hamlet, & Lettenmaier, Citation2003; Vano et al., Citation2010). (*Modified flows are essentially naturalized flows with a consistent level of consumptive demand for water supply subtracted for the entire time series.). The largest increases in flooding are in mixed-rain-and-snow basins whose mid-winter temperatures are presently within a few degrees of freezing. The model shows reasonably good calibration statistics for the majority of the sites, and the calibration is robust (showing equally good or better statistics in the validation period when compared with the calibration period). The authors would like to acknowledge the contributions of two anonymous reviewers and the lead and associate editors for Atmosphere-Ocean, whose constructive suggestions substantially improved the paper during the review process. The Columbia Basin Climate Change Scenarios Project (CBCCSP) was conceived as a comprehensive hydrologic database to support climate change planning, impacts assessment, and adaptation in the Pacific Northwest (PNW) by a diverse user community with varying technical capacity over a wide range of spatial scales. Explore this website to learn more about the changes were expecting, and what we can do about them. In addition to the time series gridded data, the long-term monthly mean data for each hydrologic variable, for each scenario, is provided in GridASCII format, compatible with ArcGIS. Northeast wind 5 to 10 mph. Highs in the lower to mid 40s. The climate of the high mountain regionsthe pramos, ranging from about 10,000 to 15,000 feet (3,000 to 4,600 metres)is characterized by average temperatures below 50 F (10 C), fog, overcast skies, frequent winds, and light rain or drizzle. To learn about our use of cookies and how you can manage your cookie settings, please see our Cookie Policy. Changes in snowpack are a key driver of hydrologic impacts in the PNW (Elsner et al., Citation2010; Hamlet & Lettenmaier, Citation1999b). These parameters were chosen because they strongly affect the timing and volume of runoff production in the model simulations and are, in general, not available from observed data. Hamlet, and S.-Y. Economic value of long-lead streamflow forecasts for Columbia River hydropower, Effects of projected climate change on energy supply and demand in the Pacific Northwest and Washington State, Columbia River streamflow forecasting based on ENSO and PDO climate signals, Effects of climate change on hydrology and water resources in the Columbia River basin, Long-range climate forecasting and its use for water management in the Pacific Northwest Region of North America, Production of temporally consistent gridded precipitation and temperature fields for the continental U.S, Effects of 20th century warming and climate variability on flood risk in the western U.S, Effects of temperature and precipitation variability on snowpack trends in the western U.S, An improved method for estimating surface humidity from daily minimum temperature, Optimized flood control in the Columbia River basin for a global warming scenario, Methodology for developing flood rule curves conditioned on El Nio-Southern Oscillation classification, Daily time step refinement of optimized flood control rule curves for a global warming scenario, Improving water resources system performance through long-range climate forecasts: The Pacific Northwest experience (Chapter 7), Water resources implications of global warming, a U.S. regional perspective, Simulations of the ENSO hydroclimate signals in the Pacific Northwest Columbia River basin, A simple hydrologically based model of land surface water and energy fluxes for general circulation models. (2005). After fitting three-parameter generalized extreme value probability distributions to the annual peak flow data, the daily 20-, 50-, and 100-year floods (under natural flow conditions) are estimated for both historical and future periods. Thus, depending on their needs and level of technical sophistication, stakeholders can make the best use of the study products by extracting information at different points in the data processing sequence, all of which are available on the study web site. Although these ongoing research and outreach efforts had already laid an extensive foundation in support of pilot climate services in the PNW, starting in 20062007 it was realized that a much more comprehensive and focused effort to provide hydrologic climate change scenarios was needed if stakeholders and water professionals in the region were to take the next steps in preparing for climate change. The smallest of these sub-basins is about 500km2 (approximately fifteen 1/16 degree VIC cells), and the largest encompasses most of the CRB (approximately 620,000km2 or about 18,800 VIC cells). La base de donnes du CBCCSP s'est avre une ressource publique prcieuse qui a permis de rduire normment les cots lis un certain nombre dtudes de haute visibilit dans la rgion pacifique nordouest et dans l'ouest des tatsUnis axes sur la coordination technique et la planification. Uniqueness is also evident by looking at the Columbia River Basin. Les principaux produits de ltude comprennent des donnes sommaires pour environ 300 sites fluviaux dans la rgion pacifique nordouest et des produits mensuels de Systme d'information gographique pour 21 variables hydrologiques couvrant tout le domaine ltude. 8 Monthly mean hydrographs not adjusted for bias (water year: OctoberSeptember) for four representative river sites in the PNW: Kootenay River at Corra Linn Dam (upper left), Columbia River at The Dalles, Oregon (upper right), Yakima River at Parker (lower left), and the Chehalis River at Grand Mound (lower right). 12). The USFS and USFWS studies have supported a number of high-visibility ecosystem studies, including assessment of the impacts of changing snowpack on wolverine populations (McKelvey et al., Citation2011) and subsequent proposed ESA listing of wolverine populations, and comprehensive assessment of climate change impacts to trout species over the west (Wenger et al., Citation2011). The sweeping statements in the 2007 IPCC AR4 (Solomon et al., Citation2007) regarding the scientific consensus on observed warming (unequivocal) and the direct human role in the alteration of the climate system (90% confidence) made it clear to many management professionals that the waiting game for climate change planning was nearing an end. Gridded meteorological datasets (daily total precipitation and maximum and minimum daily temperature) at 1/16 degree latitude-longitude resolution (approximately 7km by 5km) were constructed for the study from observed station records for the period 1915 to 2006. The same procedure is followed for estimating extreme low flows, except the lowest 7-day flow is extracted for each water year, and 7Q10 (the extreme 7-day low flow with a return interval of 10 years) is estimated. The Columbia River basin will see an increase in flooding over the next 50 years as a result of climate change, new modeling from Oregon State University indicates. USFWS (US Fish & Wildlife Service). A knowledge-based approach to the statistical mapping of climate, A statistical-topographic model for mapping climatological precipitation over mountainous terrain, Constructing retrospective gridded daily precipitation and temperature datasets for the conterminous United States, Implications of 21st century climate change for the hydrology of Washington State, Interdecadal modulation of ENSO teleconnections, The role of transboundary agreements in the Columbia River basin: An integrated assessment in the context of historic development, climate, and evolving water policy, Assessing water resources adaptive capacity to climate change impacts in the Pacific Northwest region of North America. In addition to creating these datasets, the RMJOC agencies worked together to adopt a set of methods for incorporating these data into those longer-term planning activities. 6). (1 April SWE and SWE2PR values were calculated using the CD VIC scenarios.). NWPCC (Northwest Power and Conservation Council). Differences in the impacts in the US and Canadian portions of the basin are striking, confirming results reported in two previous studies (Hamlet, Citation2003; Hamlet & Lettenmaier, Citation1999b). The multi-model ensemble 30-year mean annual temperature increases by 2.8 C (5.0 C) by late 21st century under RCP4.5 (RCP8.5) over the 1979-1990 baseline, with 18% (24%) more warming in summer. 6 Example of a summary plot for extreme high flows (Q20, Q50, Q100, left panels) and extreme low flows (7Q10, right panels) for the Skagit River at Mount Vernon for two emissions scenarios (A1B, B1) and three future time periods (2020s, 2040s, 2080s). 2013a. Did you know that with a free Taylor & Francis Online account you can gain access to the following benefits? Read on for information on our current project. We use cookies to improve your website experience. Implications of global climate change for snowmelt hydrology in the 21st century, Modeling snow accumulation and ablation processes in forested environments, Uncertainties in hydrologic and climate change impact analyses in headwater basins of British Columbia. Casola, J. H., Kay, J. E., Snover, A. K., Norheim, R. A., Binder, L. C. W., & the Climate Impacts Group. Climate change scenarios for water planning studies, Cambridge, United Kingdom and New York, NY, USA, CropSyst, a cropping systems simulation model, Deep groundwater mediates streamflow response to climate warming in the Oregon Cascades, An overview of CMIP5 and the experiment design, An improved algorithm for estimating incident daily solar radiation from measurements of temperature, humidity, and precipitation. The changes in the importance of snow in some areas of the United States are particularly striking. Thanks also to Nancy Stephan (BPA), John Fazio and Jim Ruff (NWPCC), Allan Chapman and Ben Kagasniemi (BCME), and Barry Norris (OWRD) for their contributions to the initial study design. Fine-scale calibration of the model to compensate for such errors, although technically feasible, is of questionable utility, because it essentially ensures that the model is getting something closer to the right answer for the wrong reasons, which in turn has the potential to distort the sensitivity of the model to changing future conditions (Bennett, Werner, & Schnorbus, Citation2012). Schnorbus, M. A., Bennett, K. E., Werner, A. T., & Berland, A. J. Bias-correction procedures provide an alternative statistical approach that effectively avoids these difficulties (Shi, Wood, & Lettenmaier, Citation2008; Snover et al., Citation2003). The basalt mostly came from fissures in the ground, perhaps sourced from a hot spot that is now beneath the Yellowstone Caldera. Topographic corrections for precipitation and temperature are carried out by rescaling the data by a fixed factor for each calendar month so that the mean values from 1971 to 2000 match the PRISM climatology for the same period. Additional meteorological forcings needed for hydrologic model simulations (e.g., net incoming long- and shortwave radiation, dew point temperature, etc.) Instead, these areas respond primarily to projected changes in precipitation until late in the twenty-first century, and in fact some of these areas show modest increases in SWE (about +5%) until the middle of the twenty-first century under the combined effects of warming and increasing cool season precipitation. (, Washington State Department of Community Trade and Economic Development, Distributed Hydrology Soil Vegetation Model, A Monte Carlo hydropower and water resources simulation model developed by the NWPCC, Hybrid Delta statistical downscaling method, HYDropower SIMulation, a hydropower and water resources simulation model used by the BPA in the CRB, Intergovernmental Panel on Climate Change. Lvapotranspiration potentielle augmente dans la majeure partie de la rgion du Pacifique et du NordOuest en t cause des tempratures plus leves; cependant, lvaporation relle est rduite dans presque tous les secteurs du domaine parce que lvapotranspiration est principalement limite par l'eau en t et les prcipitations estivales diminuent dans les simulations. Hydrologic climate change scenarios for the Pacific Northwest Columbia River basin and coastal drainages. Full knowledge of the preceding steps is not required to use the products obtained at any level of the study, which increases the utility of the products. The top two panels show the Nash Sutcliffe Efficiency (NSE) (left) and R 2 (right) for the calibration period, while the two lower panels show NSE (left) and R 2 (right) for the validation period. Note the relative insensitivity of SWE to warming in the coldest, and most heavily snowmelt-dominant, areas in the northern tip of the CRB in British Columbia in comparison with the rest of the domain. IPCC Special Report on Emissions Scenarios (Nakienovi et al. Dark red lines show the average of the climate change ensemble. Elsner MM, et al. These extensive and ongoing research activities have also been materially supported by the long-term outreach and education programs of CIG, which have, from the outset, fully recognized the transboundary nature of the CRB (Hamlet, Citation2003; Miles et al., Citation2000) and responded by promoting sustained, long-term interaction with CRB researchers and stakeholders in the United States and Canada (Hamlet, Citation2011). Simulated widespread increases in soil moisture recharge in fall and winter in areas with significant snow accumulation in winter (for the current climate) support hypotheses of increased landslide risk and sediment transport in winter in the future. 4 Flow chart illustrating the post-processing steps used to produce the various hydrologic products served on the study website. The study has constructed a state-of-the-art, end-to-end data processing sequence from raw climate model output to a suite of hydrologic modelling products that are served to the user community from a web-accessible database. The MRB encompasses 24 terrestrial ecosystems, providing habitat for 100 species of mammals, reptiles, and amphibians Its floodplain supports 40% of the waterfowl and wading birds in North America, and the MRB's . Regional summaries were prepared by Tohver et al. Either naturalized or modified flows (Crook, Citation1993) are used for bias correction of data provided in the site-specific products discussed below, with naturalized data taking precedence if available. 5. Based on these substantial differences in hydrologic impacts it is difficult to escape the conclusion that management of water resources in the Canadian portions of the basin will play a crucial role in the ability of US water managers to adapt to more substantial changes in streamflow timing and summer low flows in the United States. Friday Mostly sunny. These include the full meteorological forcings for the model (variables 18), a suite of water balance variables simulated by the model (variables 916), and five different PET metrics (variables 1721) (Elsner et al., Citation2010). The PET is shown to increase dramatically over most of the domain (primarily because of warming in the scenarios), whereas AET shows widespread declines east of the Cascade Range. Explore the basics of climate science arrow . These annual peak daily flows are then ranked and assigned a quantile value using an unbiased quantile estimator based on the method of Cunane (Stedinger, Vogel, & Foufoula-Georgiou, Citation1993). Snowmelt-dominant basins in the United States, which are somewhat warmer and do not experience as much precipitation change in the scenarios, show increases in winter flow, earlier and reduced peak flow in spring, followed by an earlier streamflow recession and lower flows in late summer (e.g., Columbia River at The Dalles in Fig. The methods are discussed in more detail in these references, but a brief description of the procedure is given here to help orient the reader. 'High Uncertainty' is indicated when Mahalanobis Distance is >1. It was also well understood by practitioners at CIG that aquatic and terrestrial ecosystem researchers, managers, and stakeholders needed a similar, but more comprehensive, data resource to support long-term planning and the development of climate change adaptation strategies at the landscape scale. . Lows in the upper 30s to lower 40s. Southwest wind 5 to 15 mph with gusts to around 25 mph. 2860, 59th Legislature (WA 2006). In relatively wet and cool areas along the coast and at high elevation in the northern parts of the basin, summer AET is energy limited; therefore, rising temperatures result in increases in AET. As mentioned above, 20062007 was something of a turning point for regional stakeholders considering future actions to prepare for climate change. 8) experience little change in the shape of the monthly hydrograph because there is only occasional low-elevation snow in mid-winter in the twentieth century base case; therefore, there is relatively little sensitivity of monthly runoff timing to warming. These basins experience dramatic losses of snowpack and substantial changes in seasonal flow timing (Fig. Current weather in Queens Cup Basin and forecast for today, tomorrow, and next 14 days 2013. The RMJOC is specifically dedicated to reviewing the practices, procedures, and processes of each agency to identify changes that could improve the overall efficiency of the operation and management of the Federal Columbia River Power System projects. Instead our primary goal was to encompass the approximate range of all available scenarios while reducing costs by downscaling projections from a subset of the larger group of 20 GCMs (Hamlet et al., 2010a). Building the Columbia Basin-Boundary Region's Capacity to Adapt to Climate Change. (unpublished manuscript). Typical month of historical flooding events is shown by the colour of the dots in the scatter plot (legend inset in the upper right corner), by permission of I. Tohver, A.F. Yorgey, G. G., Rajagopalan, K., Chinnayakanahalli, K., Brady, M., Barber, M. E., Nelson, R., Stockle, C. S., Kruger, C. E., Dinesh, S., Malek, K., Yoder, J., & Adam, J. C. (2011). Daily and monthly streamflow for each streamflow site are provided in two formats: a) raw VIC simulations, and b) bias-adjusted simulations. Climate change impacts on water management and irrigated agriculture in the Yakima River basin, Washington, USA, Potential implications of PCM climate change scenarios for California hydrology and water resources, The role of climate forecasts in western U.S. power planning, Flow regime, temperature and biotic interactions determine winners and losers among trout species under climate change, Macroscale hydrologic modeling of ecologically relevant flow metrics, Projected changes in climate, snowpack, evapotranspiration and streamflow in the Canadian portion of the Columbia River basin, The distributed hydrology soil vegetation model, A distributed hydrology-vegetation model for complex terrain, Hydrologic implications of dynamical and statistical approaches to downscaling climate model outputs, Long range experimental hydrologic forecasting for the eastern U.S, Multi-objective global optimization for hydrological models. The CBCCSP (and extensions over the west) has greatly reduced the costs of these types of studies by supplying (at essentially no cost) a wide range of high-quality hydrologic scenarios as a foundation for further work. About 15 sites in western Washington, outside the CRB, were also included in support of the 2009 WACCIA. 3 Summary map of 80 streamflow locations (out of a total of 297) for which error statistics between simulated and naturalized flows were computed. Pink bands show the range of nine or ten HD climate change scenarios for B1 and A1B emissions scenarios for three future time periods. In other words, although at these sites the model results do not match the observations in the absolute sense (large bias), the relative changes follow the observed variations quite well (high R 2). During initial model development steps, Elsner et al. A comprehensive website was to be developed to serve all the data produced by the study, at no cost, to the general public, management professionals agency staff members, scientific researchers, private sector consultants, etc. Littell, J. S., Elsner, M. M., Mauger, G. S., Lutz, E. R., Hamlet, A. F., & Salath, E. P. (2011). For the BCSD runs (for which the ability to capture key elements of the region's climate variability is arguably even more important to the outcomes) the projections based on the seven highest ranked GCMs (Table 1) were selected for each emissions scenario. Calibration of the VIC model was carried out using an automated calibration tool called MOCOM-UA developed by the Land Surface Hydrology group at the UW, following the approach described by Yapo, Gupta, and Sorooshian (Citation1998). The study was also unique in that this was the first time that these agencies had run their own reservoir operation models to assess climate change impacts in the CRB, an element of the study design which greatly increased the impact of the study conclusions in the agencies involved. Since its inception in 1995, CIG has been extensively involved in climate-related research focused on the CRB and its water resources management systems. (2010). (2005). Flooding in the Columbia River basin expected to increase under climate change Date: February 10, 2021 Source: Oregon State University Summary: The Columbia River basin will see an increase.
Metal Buildings With Concrete Sc, Articles C