Figure 1. Map of study area. Heavy solid polygon defines “Cascade Mountains” for the purposes of this study. The thin solid line divides the Cascade Mountains.

Slides:



Advertisements
Similar presentations
Maximum Covariance Analysis Canonical Correlation Analysis.
Advertisements

1 Climate change and the cryosphere. 2 Outline Background, climatology & variability Role of snow in the global climate system Contemporary observations.
The Role Of The Pacific North American Pattern On The Pace Of Future Winter Warming Across Western North America.
California and Nevada Drought is extreme to exceptional.
Hydrologic Outlook for the Pacific Northwest Andy Wood and Dennis P. Lettenmaier Department of Civil and Environmental Engineering for Washington Water.
Precipitation in the Olympic Peninsula of Washington State Robert Houze and Socorro Medina Department of Atmospheric Sciences University of Washington.
Medium-range Hydrometeorological Forecasts of the Big Wood Basin in 2006 (plus a look forward at 2007…) A Project for the Pacific Northwest Regional Collaboratory.
The West’s declining snowpack: is global warming to blame? Philip Mote Climate Impacts Group University of Washington.
Hemlock Butte SNOTEL March 2008 Clearwater Basin 2008 Forecasts: Over, Under and Right On, and Amount of Snow Needed in 2009 for Adequate Surface Irrigation.
Seasonal outlooks for hydrology and water resources in the Pacific Northwest Andy Wood Alan Hamlet Dennis P. Lettenmaier Department of Civil and Environmental.
Recap of Water Year 2008 Hydrologic Forecast and Forecasts for Water Year 2009 Francisco Munoz-Arriola Alan F. Hamlet Shraddhanand Shukla Dennis P. Lettenmaier.
Appendix K Phase 2 HGB Mid Course Review Average Minimum and Maximum Temperatures from at 9 Weather Stations in East Texas and West Louisiana.
Declines in mountain snowpack Philip Mote, Alan Hamlet, Dennis Lettenmaier University of Washington With thanks to NRCS and Iris Stewart ftp://ftp.atmos.washington.edu/philip/SNOWPAPER/
Alan F. Hamlet Andy Wood Dennis P. Lettenmaier JISAO Center for Science in the Earth System Climate Impacts Group and Department of Civil and Environmental.
Outline Background, climatology & variability Role of snow in the global climate system Indicators of climate change Future projections & implications.
Alan F. Hamlet Andy Wood Seethu Babu Marketa McGuire Dennis P. Lettenmaier JISAO Climate Impacts Group and the Department of Civil Engineering University.
Seasonal outlooks for hydrology and water resources: streamflow, reservoir, and hydropower forecasts for the Pacific Northwest Andy Wood and Alan Hamlet.
Global Warming: Potential Effects on National Parks in the Pacific Northwest Cliff Mass, Department of Atmospheric Sciences University of Washington.
Recap of Water Year 2009 Hydrologic Forecast and Forecasts for Water Year 2010 Francisco Munoz-Arriola Alan F. Hamlet Shraddhanand Shukla Dennis P. Lettenmaier.
Alan F. Hamlet Philip W. Mote Martyn Clark Dennis P. Lettenmaier JISAO/SMA Climate Impacts Group and Department of Civil and Environmental Engineering.
The speaker took this picture on 11 December, 2012 over the ocean near Japan. 2014/07/29 AOGS 11th Annual Meeting in Sapporo.
Constructing Climate Graphs
National Weather Service Steve Gohde WFO Duluth Observing Program Leader Craig Schmidt WFO Twin Cities Service Hydrologist January 6, 2015.
Land Cover Change and Climate Change Effects on Streamflow in Puget Sound Basin, Washington Lan Cuo 1, Dennis Lettenmaier 1, Marina Alberti 2, Jeffrey.
Development and evaluation of Passive Microwave SWE retrieval equations for mountainous area Naoki Mizukami.
Climate-related changes on New England lakes and rivers during the last two centuries Glenn Hodgkins Rob Dudley Tom Huntington USGS Maine Water Science.
Alan F. Hamlet Philip W. Mote Martyn Clark Dennis P. Lettenmaier Center for Science in the Earth System Climate Impacts Group and Department of Civil and.
Introduction 1. Climate – Variations in temperature and precipitation are now predictable with a reasonable accuracy with lead times of up to a year (
Figure sec mean topography (m, shaded following scale at upper left) of the Intermountain West and adjoining regions,
Retrospective Evaluation of the Performance of Experimental Long-Lead Columbia River Streamflow Forecasts Climate Forecast and Estimated Initial Soil Moisture.
Drought Prediction (In progress) Besides real-time drought monitoring, it is essential to provide an utlook of what future might look like given the current.
1 National HIC/RH/HQ Meeting ● January 27, 2006 version: FOCUSFOCUS FOCUSFOCUS FOCUS FOCUSFOCUS FOCUSFOCUS FOCUSFOCUS FOCUSFOCUS FOCUSFOCUS FOCUSFOCUS.
Fig Decadal averages of the seasonal and annual mean anomalies for (a) temperature at Faraday/Vernadsky, (b) temperature at Marambio, and (c) SAM.
Global Warming and Its Implications for the Pacific Northwest Cliff Mass University of Washington Presented at the WPC Climate Conference, July 15, 2008.
Assessing the Influence of Decadal Climate Variability and Climate Change on Snowpacks in the Pacific Northwest JISAO/SMA Climate Impacts Group and the.
Hydrologic Forecasting Alan F. Hamlet Dennis P. Lettenmaier JISAO/CSES Climate Impacts Group Dept. of Civil and Environmental Engineering University of.
Alan F. Hamlet Andy Wood Dennis P. Lettenmaier JISAO Center for Science in the Earth System Climate Impacts Group and the Department.
Impacts of Climate Change on Physical Systems Lesson Plan 4 – Day 2 PPT
SeaWiFS Views Equatorial Pacific Waves Gene Feldman NASA Goddard Space Flight Center, Lab. For Hydrospheric Processes, This.
UBC/UW 2011 Hydrology and Water Resources Symposium Friday, September 30, 2011 DIAGNOSIS OF CHANGING COOL SEASON PRECIPITATION STATISTICS IN THE WESTERN.
California’s climate. Sierra Nevada snow depth, April 13, 2005 April 1 snowpack was 3 rd largest in last 10 years cm snow Source:
Fig Wilkins Ice Shelf breakup events of (a) MODIS band 1 image 10 days after the end of the first event; (b) Envisat ASARimage during the second.
Estimating Changes in Flood Risk due to 20th Century Warming and Climate Variability in the Western U.S. Alan F. Hamlet Dennis P. Lettenmaier.
Andrew Wood, Ali Akanda, Dennis Lettenmaier
Spatial Modes of Salinity and Temperature Comparison with PDO index
Quantitative vs. qualitative analysis of snowpack, snowmelt & runoff
Hydrologic Implications of 20th Century Climate Variability and Global Climate Change in the Western U.S. Alan F. Hamlet, Philip W. Mote, Dennis P. Lettenmaier.
Hydrologic implications of 20th century warming in the western U.S.
Overview of 2016/17 Winter Climate over South Korea
OLYMPEX An “integrated” GV experiment
Dennis P. Lettenmaier, Andrew W. Wood, Ted Bohn, George Thomas
Statistical Applications of Physical Hydrologic Models and Satellite Snow Cover Observations to Seasonal Water Supply Forecasts Eric Rosenberg1, Qiuhong.
Constructing Climate Graphs
Trends in Runoff and Soil Moisture in the Western U.S
Kostas M. Andreadis1, Dennis P. Lettenmaier1
Hydrologic Forecasting
Hydrologic response of Pacific Northwest Rivers to climate change
Long-Lead Streamflow Forecast for the Columbia River Basin for
Effects of Temperature and Precipitation Variability on Snowpack Trends in the Western U.S. JISAO/SMA Climate Impacts Group and the Department of Civil.
University of Washington Center for Science in the Earth System
Chris Funk, USGS/UCSB Climate Hazards Group
Results for Basin Averages of Hydrologic Variables
Fig. 1 The temporal correlation coefficient (TCC) skill for one-month lead DJF prediction of 2m air temperature obtained from 13 coupled models and.
Atlantic Ocean Forcing of North American and European Summer Climate
Hydrologic Changes in the Western U.S. from
Globale Mitteltemperatur
Globale Mitteltemperatur
Results for Basin Averages of Hydrologic Variables
Globale Mitteltemperatur
2017 Snowpack Status and Streamflow Outlook for Walker Basin
Presentation transcript:

Figure 1. Map of study area. Heavy solid polygon defines “Cascade Mountains” for the purposes of this study. The thin solid line divides the Cascade Mountains into west-of-crest and east-of-crest regions. Filled black dots are locations of qualifying snow course sites for the observational snowpack verification data set, “X”s mark qualifying SNOTEL sites, “C”s marks qualifying USHCN temperature/precipitation sites, and “R”s marks qualifying HCDN streamflow gauge sites, with adjacent solid curves outlining the associated watersheds (or “watershed subset” referred to in text). “KUIL” and “T.I.” mark the Quillayute and Tatoosh Island NWS upper air sites used to define T 850ons. Seattle Portland Oregon Washington T.I.

r = 0.94 – E 0 = – 29.6% Figure 2. Scatter plot of annual runoff within the watershed subset (in percent of mean) vs. west Cascade-averaged annual precipitation (also in percent of mean). Also shown is best-fit line, correlation, and y-intercept.

(b)(c) West of crest East of crest Figure 3. Example (for 1 April 2006) of information used to construct the snow course-based Cascade SWE volume used to verify the water-balance snowpack. (a) Total area covered by each 10-m elevation band (equivalent to the derivative with respect to height of the hypsometric curve) within the watershed subset shown in Fig. 1. Separate curves are shown for portions of the watersheds that are west and east of the crest, as defined by the polygons in Fig. 1. (b) Scatter plot of SWE depth vs. elevation, with linear fits, for stations west and east of the crest. (c) Estimate of SWE volume vs. elevation within the watershed subset, obtained by multiplying (a) x (b). (a)

r = trends in 1 Apr snowpack: Water Balance:-28% Snowcourse:-31% 0 Figure 4. Scatter plot of water-balance 1 April snowpack vs. snow-course 1 April snowpack, for years (1955 was the first year of the snow-course snowpack time series). Values are in percent of normal for SWE volume in the Cascade watershed subset. Also shown is the 1:1 line (thin dashed), the best-fit line (heavy dashed) with correlation, and the trend values.

Figure 5. Monthly snowpack derived from the water-balance model (solid) and from SNOTEL observations (dashed), expressed as a percent of the normal 1 April SWE volume for the watershed subset, for water years 1992 through Water years are labeled at October 1 (the start of the water year). Water Balance SNOTEL

(a) : -48% ± 34% (-10.3 ± 7.3 % dec ) (b) : -23% ± 28% (-2.9 ± 3.6 % dec ) : +19% ± 43% (+6.0 ± 13.7 % dec - 1 ) : +2% ± 16% (+0.2 ± 2.0 % dec ) : -12% ± 20% (-2.5 ± 4.3 % dec ) : +11% ± 26% (+3.6 ± 8.5 % dec ) Figure 6. (a) 1 April water-balance snowpack (% of mean, thin solid curve); smoothed version (heavy solid curve); trend lines over the periods indicated (heavy dashed lines), with trend values (given in total percent change and percent per decade) and 95% confidence intervals listed. (b) As in (a), except for October- March west Cascade-averaged precipitation (% of mean). (c) As in (a), except for November-March west Cascade-averaged temperature anomaly (°C). (d) As in (a), except for November-March mean 850-hPa temperature anomaly (°C) at KUIL when 850-hPa flow is onshore. Temperature anomalies are with respect to the mean.

(c) (d) Figure 6 (cont.) : +0.7 °C ± 0.7 °C (+0.09 ± 0.09 °C dec ) : +0.7 °C ± 0.8 °C (+0.15 ± 0.18 °C dec ) : +0.5 °C ± 1.0 °C (+0.15 ± 0.32 °C dec ) : +0.9 °C ± 0.8 °C (+0.12 ± 0.11 °C dec ) : +1.5 °C ± 1.0 °C (+0.31 ± 0.22 °C dec ) : -0.1 °C ± 1.2 °C (-0.02 ± 0.39 °C dec )

(a) Figure 7. (a) Scatter plot of water-balance 1 April snowpack vs. October-March west Cascade-averaged precipitation (both as % of mean). (b) Scatter plot of water-balance 1 April snowpack vs. November- March west Cascade-averaged temperature anomaly (°C). (c) Scatter plot of water-balance 1 April snowpack vs. November-March mean 850-hPa temperature anomaly (°C) at KUIL when 850-hPa flow is onshore. r = 0.80

(b) (c) Figure 7 (cont.). r = r = -0.68

1 2 3 (d) SLP for low snow 12 3 (b) SLP ′ for high snow (c) SLP for high snow 12 3 (a) Correlation 150° E Figure 8. (a) Map of the regression coefficient between the winter (November-March mean) sea-level pressure field over the north Pacific Ocean region and the Cascade 1 April snowpack (from the water-balance). Location of Cascade Range indicated by star. Numbered circles indicate the set of three points within the domain whose SLP explains more of the variance in snowpack than any other set of three points. Box shows averaging area for the North Pacific Index (NPI). (b) Composite of the winter SLP anomaly field (hPa, as a departure from the mean) during the five years with highest Cascade Snow Circulation (CSC) index. (c) Composite of the total winter SLP field (hPa) during the five years of highest CSC index. (d) Composite of the total winter SLP field (hPa) during the five years of lowest CSC index.

Figure 9. (a) Time series of November-March mean CSC index (hPa, thin black curve), smoothed version (heavy gray curve), and means of CSC index during PDO epoch periods (heavy black lines). (b) Scatter plot of 1 April snowpack (from the water- balance, in % of mean) vs. November-March mean CSC index (hPa, black circles) with best-fit line (black dashed) and correlation. (c) As in Fig. 6a, except the snowpack time-series has had the CSC-correlated part removed. (a)

(c) (b) Figure 9 (cont.) : -16% ± 15% (-2.0 ± 1.9 % dec ) : -9% ± 19% (-1.9 ± 4.0 % dec ) : -5% ± 24% (-1.6 ± 7.9 % dec ) r = 0.84

Figure 10. As in Fig. 6a, except showing Julian date of maximum snowpack (lower curves and lines) and of 90% melt- out (upper curves and lines), based on the water-balance monthly snowpack record : -5 ± 15 days (-0.6 ± 1.9 days dec ) : -23 ± 18 days (-4.9 ± 3.9 days dec ) : +5 ± 24 days (+1.7 ± 7.8 days dec ) : -5 ± 20 days (-0.6 ± 2.6 days dec ) : -16 ± 23 days (-3.3 ± 5.0 days dec ) : +18 ± 35 days (+5.8 ± 11.3 days dec ) 90% Melt-out date Max snowpack date

Figure 11. Changes in December-February mean surface air temperature (°C) during the period 1976 to 2007, based on linear trends. The plot was generated using the temperature trend mapping web page provided by the NASA Goddard Institute for Space Studies ( which uses the surface temperature data set described by Hansen et al. (2001). The white 5-point star indicates the region of interest in the present study.

Figure 12. Predicted linear trend of November-March mean temperature for 1990 to 2025 (°C), as predicted by the Overland and Wang (2007) ensemble of climate model forecasts. Shown are the ensemble means of (a) sea-surface temperature, (b) surface air temperature, and (c) 850-hPa temperature. The white 5-point stars indicate the region of interest in the present study. (a) SST(b) T sfc (c) T °C

E ΔM E + ΔM Figure 13. Climatological monthly values of evapotranspiration (E), change in soil moisture (ΔM), and the sum of the two, expressed as a percentage of the mean annual evapotranspiration, derived from VIC hydrological model simulations for four Cascade Mountain watersheds for the period