Fig. About 50 of the 80 sites evaluated show monthly NSE scores greater than or equal to approximately 0.7 (good to excellent fit). A primary motivation for the study was to support planning at geographic scales ranging from relatively small river basins (e.g., planning studies in individual sub-basins, such as the Yakima or Okanagan basins) to main-stem planning studies for the CRB as a whole (e.g., planning studies for the Columbia River hydro system). Funding was received by WSU to carry out research quantifying crop water demand, water resources system performance, and economic impacts under current climate conditions and a range of future climate scenarios. The study is intended to support research, vulnerability assessment, long-term planning, and climate change adaptation by the natural resources management community at a range of spatial scales, by users with varying levels of technical expertise. Bias-corrected streamflow values are useful in water planning studies, especially for providing inputs to reservoir operations models that are calibrated on a particular naturalized or modified flow dataset (e.g., Hamlet, Lee, et al., Citation2010b; NWPCC, Citation2005; Vano et al., Citation2010). Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine. These emerging needs ultimately led to the CBCCSP, and similar efforts in BC led by PCIC (Werner, Schnorbus, Shrestha, & Eckstrand, Citation2013). Since 2014, the RDI has engaged in applied research related to community climate adaptation. 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. 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. Post-processing of the primary VIC model output (see Table 2) was carried out to produce a number of specific products discussed in the following sections. The WDOE was also directed to incorporate climate change explicitly in these comprehensive assessment efforts. 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). Registered in England & Wales No. 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). Open File Report SW 02-002. 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). Forest ecosystems, disturbance, and climatic change in Washington State, USA, Regional scale hydrology: I. Formulation of the VIC-2L model coupled to a routing model, A Pacific interdecadal climate oscillation with impacts on salmon production, Climate change impacts on streamflow extremes and summertime stream temperature and their possible consequences for freshwater salmon habitat in Washington State, Uncertainty in hydrologic impacts of climate change in the Sierra Nevada, California under two emissions scenarios, Uncertainty in projections of streamflow changes due to climate change in California, Climate change predicted to shift wolverine distributions, connectivity, and dispersal corridors, The WCRP CMIP3 multi-model dataset: A new era in climate change research, Assessing regional impacts and adaptation strategies for climate change: The Washington Climate Change Impacts Assessment as a case study, Pacific Northwest regional assessment: The impacts of climate variability and climate change on the water resources of the Columbia River basin, Climate-driven variability and trends in mountain snowpack in western North America, Declining mountain snowpack in western North America. Reductions in spring snowpack and summer streamflow, for example, are relatively modest in the Canadian portions of the basin because of cold winter temperatures that delay warming-related impacts to seasonal snowpack (Elsner et al., Citation2010). RSUM[Traduit par la rdaction] Le projet de scnarios de changement climatique du bassin du Columbia (CBCCSP) a t conu comme une base de donnes hydrologiques complte pour appuyer les activits de planification, dvaluation des rpercussions et d'adaptation dans la rgion pacifique nordouest menes par une communaut d'utilisateurs diversifie disposant de capacits techniques varies dans une large gamme dchelles spatiales. Daily and monthly average streamflow for all projections listed in Table 1 and, where possible, daily and monthly bias-corrected streamflow values. Among its most useful features is the predominantly physical basis of the model, which largely avoids concerns about parameter stationarity in a changing climate. Glacier outlines are automatically generated from satellite imagery and are provided by, Species and Ecosystems at Risk as identified by the, Current bioclimates and modeled bioclimates for three future climate scenarios in 2080s. Twenty-one daily time-step output variables were archived for the VIC simulations (Table 2). Although results from the WACCIA would arguably have been adequate to support WDOE's adaptation planning, the CBCCSP provided additional foundation support for these efforts, and helped improve confidence in the outcomes of the adaptation strategies identified by better quantifying a range of outcomes. Other impacts, such as changes in soil moisture dynamics are also apparent in the simulations. 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. Bias-correction procedures provide an alternative statistical approach that effectively avoids these difficulties (Shi, Wood, & Lettenmaier, Citation2008; Snover et al., Citation2003). Northeast wind 5 to 10 mph. Key products from the study include summary data for about 300 river locations in the PNW and monthly Geographic Information System products for 21 hydrologic variables over the entire study domain. 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. As noted above, such errors are commonly encountered at relatively small spatial scales, particularly when meteorological stations are sparse, and often cannot be resolved using conventional hydrologic model calibration strategies. Schnorbus, M. A., Bennett, K. E., Werner, A. T., & Berland, A. J. (, 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. Strong bias in the simulations is commonly caused by precipitation errors (too much or too little annual precipitation), or in some cases by substantial errors in base flows because of contributions from groundwater in the actual system, which are not simulated by the VIC model (Wenger, Luce, Hamlet, Isaak, & Neville, Citation2010). Rain-dominant basins in the United States (e.g., Chehalis River at Grand Mound in Fig. A family of greenhouse gas emissions scenarios used in the IPCC effort (Nakienovi et al. Although results could potentially vary in different areas of the model domain, these results support the hypothesis that only modest improvements in validation statistics would result from individual calibration of additional streamflow sites within each sub-basin. An overview of the Columbia Basin Climate Change Scenarios Project: Approach, methods, and summary of key results. In 2006, The Act relating to Water Resource Management in the Columbia River Basin [hereinafter HB2860] (2006) directed the WDOE to study water resources systems in Washington and identify specific projects in which to invest up to US$200 million provided by the bill to improve water resources infrastructure or management systems. Source: Bonneville Power Administration. Fig. The CBCCSP database has been a valuable public resource that has dramatically reduced costs in a number of high-visibility studies in the PNW and western United States focused on technical coordination and planning. 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. Those who wish to do additional post-processing of the existing VIC data can access the archived model output. Adjusted and Homogenized Canadian Climate Data, British Columbia Ministry of Environment (Canada), Bias Correction and Spatial Disaggregation, Columbia Basin Climate Change Scenarios Project, Composite Delta statistical downscaling method, Climate Impacts Group, University of Washington, Coupled Model Intercomparison Project (Two)Supported the IPCC TAR, Coupled Model Intercomparison Project (Three)Supported the IPCC AR4, Coupled Model Intercomparison Project (Five)Supports the IPCC AR5, A water resources simulation model for the CRB developed by Hamlet and Lettenmaier (, A crop system simulation model developed by Stckle et al. The approach and methods are more fully described in the study report (Hamlet, Carrasco, et al., Citation2010a, Chapter 3) and also by Elsner et al. People also read lists articles that other readers of this article have read. 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. NWPCC (Northwest Power and Conservation Council). 135 0 obj <>stream Pink bands show the range of nine or ten HD climate change scenarios for B1 and A1B emissions scenarios for three future time periods. Produced by, Clean Energy and Green Building Major Projects, Private and public sector clean energy and green building construction projects valued at $15M or more for the 3rd quarter of each year. 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. Impacts of 21st-century climate change on hydrologic extremes in the Pacific Northwest region of North America. 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). Tague, Grant, Farrell, Choate and Jefferson (Citation2008) showed analogous differences between watersheds in the PNW based on the relative contribution of groundwater to base flows. These basins experience dramatic losses of snowpack and substantial changes in seasonal flow timing (Fig. Also, at about this time, successful lawsuits challenging NEPA studies because they had not addressed climate change effects began to appear (Hamlet, Citation2011). Nestled in the sunny climate of The Dalles, Oregon just 1.5 hours east of Portland Columbia Basin Care offers around-the-clock medical care, private and semi-private rooms, fresh and nutritious . Lows in the upper 20s to lower 30s. Basin topographic map and smoothed basin boundary at 1/16 degree resolution. Oregon Water Resources Department. endstream endobj 96 0 obj <. Report of A.G. Crook Company to Bonneville Power Administration, Portland, OR. If neither naturalized nor modified flow is available, no bias-adjusted data were provided. Precipitation Regression on Independent Slopes Model (Daly et al., Extreme daily high flow value with a 20-year recurrence interval (20-year flood), Extreme daily high flow value with a 50-year recurrence interval (50-year flood), Extreme daily high flow value with a 100-year recurrence interval (100-year flood), River Management Joint Operating Committee. Even with substantial cuts to greenhouse gas emissions, scientists expect our climate to continue changing over the coming decades. Contact Carri Hessman Program Manager (208) 378-5106 chessman@usbr.gov Bureau of Reclamation Fig. 4 Flow chart illustrating the post-processing steps used to produce the various hydrologic products served on the study website. 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 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. Why is a 1C increase such a big deal? Columbia Basin Dive Rescue has been serving the community for almost 50 years. Additional products such as bias-adjusted inflow sequences for specific reservoir operations models are also included. Even with substantial cuts to greenhouse gas emissions, scientists expect our climate to continue changing over the coming decades. We use cookies to improve your website experience. Until recently, a climate-change induced shift in water supply was the story of the Columbia River Basin's future. The NSE scores for about 20 sites are marginal (between 0.3 and 0.7). Additional details on the approach and methods are available in the CBCCSP study report (Hamlet, Carrasco, et al., Citation2010a). One of the first major efforts of CIG in this area was focused on the preparation of a detailed and comprehensive regional assessment report for the PNW for the 1999 National Assessment of the Impacts of Climate Variability and Change in the United States (ultimately published as Mote et al., Citation2003). Blue lines show the average historical values (19162006) (repeated in each panel). Changes in the 1 April snowpack have been shown to depend strongly on winter temperature regimes (Hamlet, Mote, Clark, & Lettenmaier, Citation2005; Mote, Citation2006; Mote et al., Citation2005). The Columbia Basin Climate Source is your one-stop destination for information about climate change, impacts, and action in this region. Depending on their needs and/or level of technical sophistication, users can tap into the study databases at a number of different levels. 2013a. Figure 1. Originating in British Columbia, it flows 1,214 miles to the Pacific Ocean near Astoria, Oregon. 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. Detailed forecast for Upper Columbia Basin Tonight Mostly clear. Nakienovi, N., Alcamo, J., Davis, G., De Vries, B., Fenhann, J., Gaffin, S.,Dadi, Z. Climate change effects on stream and river temperatures across the Northwest U.S. from 1980 - 2009 and implications for salmonid fishes. In 2008, many of the financial and institutional barriers to climate change assessment and adaptation that had been erected over the preceding eight years by the Bush Administration were substantially reduced by the incoming Obama Administration. The site at Corra Linn Dam on the Kootenay River is representative of changing hydrographs in many locations in the northern tip of the CRB in British Columbia. 1 Map of the selected streamflow locations supported by the CBCCSP. These extended meteorological data have proved particularly useful in supporting ecological studies (e.g., Littell et al., Citation2010). Atmosphere Ocean 51. Thus, by selecting 10 GCM scenarios with good historical performance that also spanned the range of impacts, we effectively reduced the computational and storage requirements of the CBCCSP by approximately a factor of two. 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. 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. Table 1 summarizes the 77 future meteorological forcing datasets that were prepared for the study. The calibrated CBCCSP VIC model was modified by WSU by integrating it with a sophisticated crop model (CropSyst; Stckle, Donatelli, & Nelson, Citation2003) that, among other functions, estimates crop water demand. Lows in the upper 40s to lower 50s. 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). Interactive influences of climate change and agriculture on aquatic habitat in a Pacific Northwestern watershed, PROJECTED CLIMATE CHANGES OVER THE MIDWEST AND GREAT LAKES REGION, River Bed Elevation Variability Reflects Sediment Supply, Rather Than Peak Flows, in the Uplands of Washington State, Springs as hydrologic refugia in a changing climate? Fig. Three base flow parameters (Ds max, Ds, Ws) associated with the non-linear baseflow curve from the third soil layer (Liang et al., Citation1994) were used to calibrate the model. Simulation of spatial variability in snow and frozen soil, A multi-model ensemble approach to assessment of climate change impacts on the hydrology and water resources of the Colorado River basin, CIG (Climate Impacts Group). Get the forecast for today, tonight & tomorrow's weather for Guarant do Norte, Mato Grosso, Brazil. The Red Devils dropped the first game of the double-header 11-3 in five innings before . The VIC model has been widely applied in climate change studies at both the regional scale (e.g., Christensen & Lettenmaier, Citation2007; Lettenmaier, Wood, Palmer, Wood, & Stakhiv, Citation1999; Maurer, Citation2007; Maurer & Duffy, Citation2005; Payne et al., Citation2004; Van Rheenen, Wood, Palmer, & Lettenmaier, Citation2004) and global scale (e.g., Adam, Hamlet, & Lettenmaier, Citation2009; Nijssen, O'Donnell, Hamlet, & Lettenmaier, Citation2001). Observations around the world demonstrate that the global atmosphere has been warming rapidly since the 1970s, with temperatures up an average of 1.7 degrees Fahrenheit in that time and expected to increase between 1 and 4 degrees by the 2030s, Pytlak said. Climate Adaptation. Retrieved from, Climate change and resource management in the Columbia River Basin. Highs in the lower 80s. Retrieved from, CIG (Climate Impacts Group). unpublished manuscript). The Hot and the Cold of It Summer comes on strong. Regional summaries were prepared by Tohver et al. A low pressure system slowly moving offshore is forecast to spin moisture into the Columbia Basin Sunday as it meanders closer to the Southern Oregon Coast. Each of these methods has its specific advantages and limitations (as discussed in detail in Hamlet et al., 2010a); however, the HD method combines several important strengths of the CD and BCSD methods and was developed specifically to support the prediction of daily hydrologic extremes (Hamlet et al., 2010a). These data were compiled from naturalization studies prepared for the BPA (Crook, Citation1993), WDOE (Flightner, Citation2008), OWRD (Cooper, Citation2002), IDWR, and the USBR. Hamlet, and S.-Y. A number of high-visibility studies have made use of the CBCCSP database to date, a few of which are summarized below. How do I view content? 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 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). 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. Mostly cloudy, with a high . These areas are so cold in winter (DJF average on the order of -10C temperature) that a change in temperatures of 23C has relatively little effect on seasonal snow accumulation in the 2020s and 2040s. 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. We used 50 parameter sets to define the initial optimization parameter space, of which the 25 best parameter sets advance in each evolution of the optimization. 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. Similarly, three different downscaling approaches were used in the study, each with its own advantages and limitations in the context of different natural resources management applications (Hamlet et al., 2010a). Warming of the global climate is unequivocal. The Assessment was initiated in June 2013 and is expected to completed in December 2015. 11). Wind speed data are based on interpolated NCEP reanalysis data (Kalnay et al., Citation1996) using methods described by Elsner et al. Fig. Because both these effects increase flood risk in the simulations, the effects are unusually large in these basins (Fig. 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. Blue dots represent the historical values; the red dots show the range of values from the HD ensemble (10 or 9 values); black dashes show the mean of the HD ensemble, and the orange dots show the single value calculated for the CD projections. Because of space limitations, we will not be able to cover these alternative modelling efforts in this paper. 2013b. Most of the fundamental details regarding the VIC implementation used in this study are covered by Elsner et al. In relatively small basins (approximately 5001500km2), of which there are a substantial number included in the study, errors in meteorological driving data are often a strong determinant of simulation errors. 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. Columbia Basin Care is the region's only independent nonprofit skilled nursing facility for long-term care and short-term rehabilitation. Three VIC model calibration parameters described above were varied in the optimization process, and six error metrics were used to define the objective function: squared correlation coefficient (R 2), NSE, the NSE of log-transformed data, annual volume error, mean hydrograph peak difference, RMSE, and number of sign changes in the simulated streamflow errors. All of the meteorological forcing data, except wind speed, are reproduced in the output files produced by the hydrologic model. Many river locations that were submitted for consideration were at gauging locations supported by the USGS and ECAN, or at locations associated with important water resources monitoring needs (e.g., checkpoints for flood control, water supply, or environmental flows) or infrastructure (e.g., dams and diversion points). The Assessment will result in a better understanding the potential impacts of climate change on the eight components identified in SECURE in the Columbia River Basin. For the CD and HD downscaling methods, which construct a 91-year time series for both historical and future time periods, three future time periods were selected: 2020s (20102039), 2040s (20302059), and 2080s (20702099). A detailed climate change assessment report was prepared by the CIG for Seattle City Light (Snover et al., Citation2010) based primarily on the CBCCSP database. Figures and summary tables for long-term average monthly precipitation, monthly average temperature, evapotranspiration, PET4 (Table 2), PET5 (Table 2), total column soil moisture, SWE, combined flow (runoff+baseflow). 2), for which overall errors in meteorological driving data were assumed to be relatively small; then, using these model parameters, to check the results in smaller sub-catchments. The basalt mostly came from fissures in the ground, perhaps sourced from a hot spot that is now beneath the Yellowstone Caldera. Right panel: Historical and projected future watershed classification (rain-dominant, transitional (mixed-rain-and-snow), snow-dominant) for 10-digit Hydrologic Unit Code watersheds, based on the long-term mean of the SWE2PR for each watershed. 8). Both floods (Q100) and extreme 7-day low flows (7Q10) increase in intensity for most of the river sites simulated. 8) and warmer and drier summers (which increase PET) (Fig. To learn about our use of cookies and how you can manage your cookie settings, please see our Cookie Policy. Blue lines show average historical values (19162006) (repeated in each panel). Treaty Relating to Cooperative Development of the Water Resources of the Columbia River Basin, United States of AmericaCanada, January 17, 1961September 16, 1964, 15 U.S.T. %%EOF Click the download link to get the current station data. For example, to support academic or agency researchers with their own hydrologic modelling capability, the study provides projections of meteorological drivers such as temperature, precipitation, solar radiation, and humidity and a calibrated VIC hydrologic model implementation. The CBCCSP had a budget of about US$500 thousand (in 2010 dollars) over two years. Littell, J. S., Elsner, M. M., Mauger, G. S., Lutz, E. R., Hamlet, A. F., & Salath, E. P. (2011). Les plus fortes augmentations dans les crues sont dans les bassins de pluie et neige mles dont les tempratures actuelles au milieu de l'hiver sont quelques degrs du point de conglation. By that same year, a large number of natural resources management agencies in the US federal system (e.g., the USFS, USNPS, USBR, USFWS, FERC, FEMA, NMFS) were actively engaged in educating and training their upper-level leadership and staff about climate change and were attempting to acquire appropriate data and information to support long-term planning and develop long-term climate change adaptation strategies.

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