Gridded databases providing full GIS coverage of important hydrometeorological variables in support of a wide range of research applications, including ecosystem research. 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. 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. 120 0 obj <>/Filter/FlateDecode/ID[<6FB239FABFBE0241AD2ED78CAB939AAB><0AF5FFF7A9777A438917926E6F546C9A>]/Index[95 41]/Info 94 0 R/Length 116/Prev 312890/Root 96 0 R/Size 136/Type/XRef/W[1 3 1]>>stream Changes in PET (PET3, see Table 2) and AET (see Table 2) are shown in Fig. (*Modified flows are essentially naturalized flows with a consistent level of consumptive demand for water supply subtracted for the entire time series.). To select an appropriate group of specific streamflow locations to include in the study to meet these diverse needs, the primary funding agencies for the study and several other key water management agencies in the region (MDNR, IDWR, USBR, and USACE) were asked to submit prioritized lists of streamflow locations. Current weather in Queens Cup Basin and forecast for today, tomorrow, and next 14 days The MOCOM-UA tool uses an objective function (defined by the user) and a shuffle complex evolution procedure to optimize model calibration parameters to create a set of Pareto (equally) optimal calibration parameters. Those who lack their own hydrologic model, but wish to make additional runs themselves, can obtain the calibrated VIC model implementation. Figure 1. A 20 percent chance of rain showers in the evening. Results from the study show profound changes in spring snowpack and fundamental shifts from snow and mixed-rain-and-snow to rain-dominant behaviour across most of the domain. Application Process How to Apply Sign-up for Program Updates Home | Columbia Basin Climate Source Peak flows actually increase at many sites in Canada because of increasing fall, winter, and spring precipitation in this part of the domain, although the peak flow also occurs about a month earlier. 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. The Columbia River is the fourth largest river in North America. Summary information and statistics: geographic location, basin area, calibration statistics (if available), links to the USGS or ECAN websites, and so forth. Clima em Guarant do Norte, Mato Grosso - weather.com Right panel: Historical estimates of summer AET (upper right) compared with percentage changes for the same CD scenarios. 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. (2005). Rain-dominant basins in the United States (e.g., Chehalis River at Grand Mound in Fig. Three statistical downscaling approaches were selected or developed for the study: Composite Delta (CD): regional average projections compiled from 10 GCMs (Elsner et al., Citation2010), Bias Correction and Spatial Downscaling (BCSD): (Salath, Citation2005; Salath, Mote, & Wiley, Citation2007; Wood, Leung, Sridhar, & Lettenmaier, Citation2004; Wood, Maurer, Kumar, & Lettenmaier, Citation2002), Hybrid Delta (HD): (Hamlet et al., 2010a). Open File Report SW 02-002. 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. 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. 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. 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. Among its most useful features is the predominantly physical basis of the model, which largely avoids concerns about parameter stationarity in a changing climate. The changes in the importance of snow in some areas of the United States are particularly striking. Note that unlike the raw VIC flux files discussed above (Table 2), imperial units are used for these products on the study website (cubic feet per second, inches, degrees Fahrenheit). The CBCCSP also provided a complete and well-tested data processing sequence for post-processing and summarizing the hydrologic data to provide figures and analysis efficiently. 2 Eleven sub-basins in the CRB used for large scale calibration (left panel). (Citation2010) over the entire PNW (Tohver et al. As noted above, the study also supports planning efforts over a wide range of geographic scales. Potential evapotranspiration increases over most of the PNW in summer because of rising temperatures; however, actual evapotranspiration is reduced in all but a few areas of the domain because evapotranspiration is mostly water limited in summer, and summer precipitation decreases in the simulations. The same basic effects are seen in the SWE2PR maps, where snowmelt remains dominant in the northern tip of the CRB even at the end of the twenty-first century, whereas in the US portions of the domain there are widespread transformations of mixed-rain-and-snow river basins to rain-dominant basins and snowmelt-dominant basins to mixed-rain-and-snow basins. This is a good example of the use of the study data to support relatively fine-scale planning needs. Atmosphere Ocean 51. Highs around 80. The CBCCSP provided climate change projections of meteorological drivers and a calibrated VIC implementation in support of the study. The primary activities and objectives of the RMJOC studies are described in the Executive Summary of the project report (US Department of the Interior, Citation2012): The Bonneville Power Administration (BPA), U.S. Army Corps of Engineers (USACE), and U.S. Bureau of Reclamation (Reclamation) collaborated to adopt climate change and hydrology datasets for their longer-term planning activities in the ColumbiaSnake River Basin (CSRB). Mitigating the effects of climate change on the water resources of the Columbia River basin, Downscaling simulations of future global climate with application to hydrologic modeling, Review of scenario selection and downscaling methods for the assessment of climate change impacts on hydrology in the United States Pacific Northwest. This advance through the native forest has been driven, primarily, by cattle ranching. Ingalls Weather - Weather reports on whatever I decide to report on. The six panels display results from the combination of three time periods (rows) and two emissions scenarios (columns) used in the HD downscaling process. Additional meteorological forcings needed for hydrologic model simulations (e.g., net incoming long- and shortwave radiation, dew point temperature, etc.) Has spring snowpack declined in the Washington Cascades? unpublished manuscript). 2013a. Did you know that with a free Taylor & Francis Online account you can gain access to the following benefits? 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. Explore the basics of climate sciencearrow_forward, Explore detailed climate projectionsarrow_forward, Learn more about the impacts of climate changearrow_forward, Learn how the climate is changing in your areaarrow_forward, Learn how our region is responding, and how you can be part of the solutionarrow_forward, The extent of glaciers in 1984, 2000, and 2021. hL4+ze Highs in the lower to mid 40s. This study represents one of the first attempts to dynamically couple a sophisticated, physically based hydrologic model with a detailed crop model to estimate the integrated impacts on water supply and crop viability at a range of spatial scales. (2005). The magnitude of flooding the term used to describe flooding severity is expected to increase throughout the basin, which includes the Columbia, Willamette and Snake rivers . The CRBs cover an area over 87,000 miles 2, with an estimated volume of 50,000 miles 3, and cover about 36 percent of the state. What Makes The Columbia River Basin Unique and How We Benefit Elsner et al. 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. 8). 6). Fig. 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. Results from the study show profound changes in spring snowpack and fundamental shifts from snow to rain-dominant behaviour across most of the domain. Thus, stakeholders can select different products, using different downscaling approaches that are appropriate to their needs. Flooding in these basins is sensitive to both warming (which raises snow lines and effectively enlarges the contributing basin area during most flood events) and increasing winter precipitation. These products are based solely on the CD and HD projections listed in Table 1. 'High Uncertainty' is indicated when Mahalanobis Distance is >1. 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. The VIC model (version 4.0.7) was implemented at 1/16 degree resolution, with three active soil layers and up to five elevation bands with an approximate spacing of 500m. The model was run in water balance mode with a snow model time step of 1h and a water balance time step of 24h. The model was coupled to a simple daily-time-step routing model (Lohmann, Raschke, Nijssen, & Lettenmaier, Citation1998), which was used to produce daily flow estimates at each of the approximately 300 streamflow locations included in the study. Thus, each site is bias-corrected using either naturalized or modified flow but not both. .. slide 2 of 5. %%EOF Data from the CBCCSP are currently supporting two CIG studies funded by the LCCs and the CSC, including a study of impacts to wetlands in the PNW (funded by the North Pacific LCC and the PNWCSC) and a study assessing climatic and hydrologic extremes and their effects on ecosystems over the western United States (funded by the PNWCSC). 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. Since its inception in 1995, CIG has been extensively involved in climate-related research focused on the CRB and its water resources management systems. Here we will review a few important aspects of the basic implementation to help orient the reader and will then focus most of our attention on the additional implementation and calibration tasks carried out during the CBCCSP. Table 1 summarizes the 77 future meteorological forcing datasets that were prepared for the study. These data are summarized in figures and tables prepared for each streamflow site discussed in Section 4. An Overview of the Columbia Basin Climat . : From Icefield to Estuary: The Columbia Basin / Du champ de glace l'estuaire : Le bassin du Columbia, 6 Use of products and information by stakeholders, water professionals, and researchers, https://doi.org/10.1080/07055900.2013.819555, http://cses.washington.edu/cig/res/ia/waccia.shtml, doi:http://dx.doi.org/10.1175/JCLI-D-11-00417.1, http://warm.atmos.washington.edu/2860/products/sites/, doi:10.1175/1520-0450(1994)033<0140:ASTMFM>2.0.CO;2, doi:10.1175/1520-0477(1998)079<2715:IMOET>2.0.CO;2, http://warm.atmos.washington.edu/2860/report/, doi:10.1061/(ASCE)0733-9496(2002)128:2(91), doi:10.1061/(ASCE)0733-9496(1999)125:6(333), doi:10.1175/1520-0477(1996)077<0437:TNYRP>2.0.CO;2, doi:10.1061/(ASCE)0733-9496(2009)135:6(440), doi:10.1175/1520-0477(1999)080<2313:SOTEHS>2.0.CO;2, http://cses.washington.edu/picea/USFS/pub/Littell_etal_2010/Littell_etal._2011_Regional_Climatic_And_Hydrologic_Change_USFS_USFWS_JVA_17Apr11.pdf, doi:10.1175/1520-0477(1997)078<1069:APICOW>2.0.CO;2, http://www.nwcouncil.org/energy/powerplan/5/, doi:10.1175/1520-0477(1997)078<2771:TDOENO>2.0.CO;2, http://www.usbr.gov/newsroom/newsrelease/detail.cfm?RecordID=39123, http://www.usbr.gov/pn/programs/climatechange/reports/index.html, http://www.fws.gov/landscape-conservation/lcc.html, http://www.ecy.wa.gov/biblio/1112011.html, Medicine, Dentistry, Nursing & Allied Health, Simulated daily evapotranspiration from all sources, actual evaporation from all sources (canopy evaporation, evaporation from bare soil, transpiration, and snow sublimation), natural vegetation, no water limit, but no vegetation stomatal resistance, Extreme 7-day low flow value with a 10-year recurrence interval. However, our goal in this case was not to reduce the range of uncertainty by selecting a smaller group of GCMs. 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). Incidence of Bactericera cockerelli (Hemiptera: Triozidae) under different pesticide regimes in the lower Columbia basin. What Does Climate Change Mean for Flooding in the Columbia River Basin Changes in snowpack are a key driver of hydrologic impacts in the PNW (Elsner et al., Citation2010; Hamlet & Lettenmaier, Citation1999b). Home | Columbia Basin Climate Source Fig. The most sensitive basins are mixed-rain-and-snow basins. Lows in the upper 20s to lower 30s. The Water Hub contains numerical and spatial data, reports, photos and other types of information about streams, lakes, wetlands, groundwater, snow, glaciers and climate in the Columbia Basin both historical and current. Monday: A chance of snow before 4 p.m., then a slight chance of rain and snow. 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. 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). Confirming the sensitivity to warming demonstrated in earlier studies, the CBCCSP results show widespread reductions in the 1 April snowpack, and systematic reductions in the long-term average SWE2PR, a measure of the importance of snow in the hydrologic cycle (Fig. UW Hydro | Columbia River Climate Change - Home (1 April SWE and SWE2PR values were calculated using the CD VIC scenarios.). The CIG (http://cses.washington.edu/cig/; see the Table of Acronyms in the Appendix) is an interdisciplinary research group at the UW focused on climate-related research in five major sectors: atmospheric sciences, hydrology and water resources, aquatic ecosystems, forests, and coasts. For the future scenarios, the range of the projections (pink shading) is plotted. 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). Projections of 21st century climate of the Columbia River Basin 2013. PDF Columbia River Basin Fact Sheet - usbr.gov Detailed information about the study can be found under Documentation, while model results can be found under Data. The Hot and the Cold of It Summer comes on strong. 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. For more information, please visit our Permissions help page. Key products from the study include detailed summary data for about 300 river sites in the PNW and monthly GIS products for 21 hydrologic variables over the entire study domain. PDF Chapter 4: Columbia River Basin - usbr.gov 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 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. 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). Highs in the lower to mid 60s. These emerging needs ultimately led to the CBCCSP, and similar efforts in BC led by PCIC (Werner, Schnorbus, Shrestha, & Eckstrand, Citation2013). 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. Broad changes in shallow groundwater (e.g., localized contributions to streamflow from smaller unconfined aquifers), however, are likely well captured by the VIC model based on a strong correlation between VIC-simulated base flows and observations in many basins examined by Wenger et al. Weather for Monday, Feb. 27. 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. Using the VIC model, Mote, Hamlet, Clark, and Lettenmaier (Citation2005), Mote, Hamlet, and Salath (Citation2008), for example, showed excellent reproduction of observed trends in 1 April SWE over both the PNW as a whole and over the Cascade Range in Oregon and Washington. 0 Regional summaries were prepared by Tohver et al. This extreme scenario, however, was only run by a few GCMs, which ultimately limits the ability to show consistent ranges of outcomes for each emissions scenario. Lee. The greater Mississippi River Basin (MRB) is the largest river basin in North America and the fourth largest basin in the world. Columbia Basin Care is the region's only independent nonprofit skilled nursing facility for long-term care and short-term rehabilitation. 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. Additional products such as bias-adjusted inflow sequences for specific reservoir operations models are also included. Daily and monthly average streamflow for all projections listed in Table 1 and, where possible, daily and monthly bias-corrected streamflow values. Retrieved from, Climate change and resource management in the Columbia River Basin.
What Became Of Barbara Graham's Children, Articles C