Snow water equivalent, the water content of the snowpack expressed as a depth, Peak snow water equivalent to cool-season precipitation ratio, Washington Climate Change Impacts Assessment. hL4+ze (unpublished manuscript). 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). This choice was imposed by WDOE. Incidence of Bactericera cockerelli (Hemiptera: Triozidae) under different pesticide regimes in the lower Columbia basin. Ltude a produit une squence de traitements de donnes de bout en bout, la fine pointe, partant d'une sortie brute de modle climatique pour aboutir une srie de produits de modlisation hydrologique, qui sont offerts la communaut d'utilisateurs via une base de donnes Web. In this case only modified flows (2000-level modified flows obtained from the BPA (Crook, Citation1993)) were used to train the bias-correction procedure, even if naturalized flows were also available. (Citation2010) interpolated existing 1/8 degree model parameters to 1/16 degree and also included previously calibrated soil parameters for the Yakima sub-basin (please see acknowledgements). Tonight Mostly cloudy. This diagnosis is confirmed by the R 2 values for the same sites, which are generally higher and more consistent with neighbouring values over the entire domain. Crook, A. G. (1993). 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. 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). 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. The CBCCSP also included fine-scale hydrologic modelling using DHSVM (Wigmosta et al., Citation1994, Citation2002) in four pilot watersheds in the PNW. 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. Evidence includes increases in global average air and ocean temperatures, widespread melting of snow and ice, and rising global mean sea level. (Citation2010). unpublished manuscript). The WDOE was also directed to incorporate climate change explicitly in these comprehensive assessment efforts. Although studies addressing natural climate variability remain an important research focus for the group, over time research assessing the impacts of anthropogenic climate change has become an increasingly important need. 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. Elsner et al. (Citation2010). Lee. Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine. Hi/Low, RealFeel, precip, radar, & everything you need to be ready for the day, commute, and . 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. Daily streamflow data from the CD and HD downscaling methods are first processed to extract the peak daily flow in each water year of the simulations (91 years). For the future scenarios, the range of the projections (pink shading) is plotted. An overview of the Columbia Basin Climate Change Scenarios Project: Approach, methods, and summary of key results. 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. 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. People also read lists articles that other readers of this article have read. 1555. Mostly cloudy, with a high . Additional details on the approach and methods are available in the CBCCSP study report (Hamlet, Carrasco, et al., Citation2010a). 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. For more information, please visit our Permissions help page. 0 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. Basin topographic map and smoothed basin boundary at 1/16 degree resolution. 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. 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). Lows in the lower 50s. Inset numbers at the upper left in the future projections are the percentage changes in 1 April SWE averaged over each grid cell in the entire domain. Dave Rodenhuis, Markus Schnorbus, Arelia Werner, and Katrina Bennett at PCIC at the University of Victoria, British Columbia, also provided in-kind support and funding for collaborative research which contributed materially to this project. 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 city's average temperature is 57 F (14 C). Determining surface water availability in Oregon. are estimated by the VIC hydrologic model (discussed below) using empirical methods described by Kimball, Running and Nemani (Citation1997) and Thornton and Running (Citation1999). %PDF-1.6 % 3 Summary map of 80 streamflow locations (out of a total of 297) for which error statistics between simulated and naturalized flows were computed. 2013a. 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). Previso do tempo local de hora em hora, condies climticas, precipitao, ponto de condensao, umidade, vento no Weather.com e The Weather Channel Figures and summary tables for flood statistics and low-flow statistics. Gridded databases providing full GIS coverage of important hydrometeorological variables in support of a wide range of research applications, including ecosystem research. 1 Map of the selected streamflow locations supported by the CBCCSP. 5 Howick Place | London | SW1P 1WG. 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. 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. 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. (2010). Nakienovi, N., Alcamo, J., Davis, G., De Vries, B., Fenhann, J., Gaffin, S.,Dadi, Z. Special thanks also to Dennis P. Lettenmaier, head of the Land Surface Hydrology Group at the UW, for providing access to computer resources and system administration support for the CBCCSP. This daily disaggregation technique sometimes introduces an undesirable discontinuity in the bias-corrected daily values at the beginning and end of months. These products are based solely on the CD and HD projections listed in Table 1. Friday Mostly sunny. 11). A number of regional partners provided recommendations for streamflow locations and other in-kind support including Jesse Abner (MDNR), Steve Running (University of Montana), Hal Anderson (IDWR) Levi Brekke, Pat McGrane and John Roache (USBR), Carolyn Fitzgerald (Seattle District USACE), Seshu Vaddey and Randy Wortman (Portland District USACE). The Columbia River is the fourth largest river in North America and the largest river in the Pacific Northwest. 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). 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. Model calibration and validation used a split sample approach in which calibration was performed for each of the 11 primary watersheds over a 15-year period (typically water years 19751989) and model validation was performed over a separate 15-year period (typically water years 19601974). 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). 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. In particular, it is clear that Canada will have not only about 50% of the reservoir storage in the CRB (Hamlet, Citation2003) but also an increasingly dominant portion of the natural water storage as snowpack in the future. 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. About 15 sites in western Washington, outside the CRB, were also included in support of the 2009 WACCIA. West-wide studies to support USFS and USFWS needs (including current efforts to include California) will have a budget of less than half this amount, a level of efficiency that would not have been achievable without the CBCCSP pilot effort. Twenty-one daily time-step output variables were archived for the VIC simulations (Table 2). Fig. One of the major climate change impacts already being seen in the Columbia Basin has been the decreases in winter snowpack, the increase in winter precipitation events, and the resulting shifts in flow regime in the Columbia River and its tributaries. From ecosystems, communities, and infrastructure, to our way of lifeeverything will be affected. The largest increases in flooding are in mixed-rain-and-snow basins whose current mid-winter temperatures are within a few degrees of freezing. 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. Sites without modified or natural flow estimates are shown in yellow. Figure 1. Building the Columbia Basin-Boundary Region's Capacity to Adapt to Climate Change. 7). Eleven of the last twelve years (1995 -2006) rank among the 12 warmest years in the instrumental record of global surface temperature (since 1850). Figure 4 shows a flow chart of these post-processing steps. endstream endobj 96 0 obj <. However, our goal in this case was not to reduce the range of uncertainty by selecting a smaller group of GCMs. Even with substantial cuts to greenhouse gas emissions, scientists expect our climate to continue changing over the coming decades. Thanks to Shrad Shukla, at the UW for 1/16 degree VIC model calibration over the Yakima basin. Blue lines show average historical values (19162006) (repeated in each panel). In other words, dry areas east of the Cascade Range have less base-flow potential to lose with increasing evapotranspiration and loss of summer precipitation because the soil moisture is already at very low levels in late summer. Size, however, is only one aspect of what makes the river particularly unique. 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. The results were only slightly better than those achieved in the large-scale calibration. Associated shifts in streamflow timing from spring and summer to winter are also evident in basins that currently have significant snow accumulation in winter, whereas rain-dominant basins show minimal shifts in streamflow timing. These spatial variations in the change in AET are broadly reflective of the dominant drivers of AET in each case. Figure 1 shows a map of the approximately 300 streamflow locations that were ultimately compiled from these lists for inclusion in the study (a spreadsheet listing these sites is available on the CBCCSP website (CIG, Citation2013a)). Lows in the lower to mid 30s. 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).
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