Precipitation Extremes in Western U.S. Urban Areas: How Reliable are Regional Climate Model Projections Vimal Mishra 1, Francina Dominguez 2, and Dennis.

Slides:



Advertisements
Similar presentations
WP5.4 Evaluation of extreme events in observational and RCM data Institute of Environmental Research & Sustainable Development National Observatory of.
Advertisements

Lucinda Mileham, Dr Richard Taylor, Dr Martin Todd
AMS 25th Conference on Hydrology
Earth Science & Climate Change
Estimation of Rainfall Areal Reduction Factors Using NEXRAD Data Francisco Olivera, Janghwoan Choi and Dongkyun Kim Texas A&M University – Department of.
Alan F. Hamlet Eric P. Salathé Matt Stumbaugh Se-Yeun Lee Seshu Vaddey U.S. Army Corps of Engineers JISAO Climate Impacts Group Dept. of Civil and Environmental.
The Importance of Realistic Spatial Forcing in Understanding Hydroclimate Change-- Evaluation of Streamflow Changes in the Colorado River Basin Hydrology.
Determining the Local Implications of Global Warming For Urban Precipitation and Flooding Clifford Mass and Eric Salathe, Richard Steed University of Washington.
Pacific Northwest Climate Model Scenarios 2008 Climate Impacts Group & Department of Atmospheric Sciences University of Washington Eric Salathé Philip.
Precipitation extremes and flooding: Evidence of nonstationarity and hydrologic design implications Dennis P. Lettenmaier Department of Civil and Environmental.
Dennis P. Lettenmaier Alan F. Hamlet JISAO Climate Impacts Group and the Department of Civil and Environmental Engineering University of Washington July,
Alan F. Hamlet Dennis P. Lettenmaier Center for Science in the Earth System Climate Impacts Group and Department of Civil and Environmental Engineering.
Uncertainty Analysis of Climate Change Effects on Runoff for the Pacific Northwest Greg Karlovits and Jennifer Adam Department of Civil and Environmental.
Alan F. Hamlet Marketa McGuire Elsner Ingrid Tohver Kristian Mickelson JISAO/CSES Climate Impacts Group Dept. of Civil and Environmental Engineering University.
Alan F. Hamlet Dennis P. Lettenmaier JISAO Center for Science in the Earth System Climate Impacts Group and Department of Civil and Environmental Engineering.
Washington State Climate Change Impacts Assessment: Implications of 21 st century climate change for the hydrology of Washington Marketa M Elsner 1 with.
Hydrologic extremes in a changing climate -- modeling and observations Dennis P. Lettenmaier Department of Civil and Environmental Engineering University.
CLIMATE CHANGE IMPACTS ON THE HYDROLOGY OF THE UPPER MISSISSIPPI RIVER BASIN AS DETERMINED BY AN ENSEMBLE OF GCMS Eugene S. Takle 1, Manoj Jha, 1 Christopher.
Simulations of Floods and Droughts in the Western U.S. Under Climate Change L. Ruby Leung Pacific Northwest National Laboratory US CLIVAR/NCAR ASP Researcher.
Simulating the future climate of the Great Lakes using Regional Climate Models Frank Seglenieks Boundary Waters Issues Unit, MSC Methods of Projecting.
Future projections in extreme wind statistics over Europe Grigory Nikulin, Erik Kjellström and Colin Jones Rossby Centre Swedish Meteorological and Hydrological.
Regional Climate Modeling in the Source Region of Yellow River with complex topography using the RegCM3: Model validation Pinhong Hui, Jianping Tang School.
© Crown copyright Met Office Climate Projections for West Africa Andrew Hartley, Met Office: PARCC national workshop on climate information and species.
Potential effects of climate change on the Columbia River Basin: Hydrology and water resources Dennis P. Lettenmaier Department of Civil and Environmental.
1. Introduction 3. Global-Scale Results 2. Methods and Data Early spring SWE for historic ( ) and future ( ) periods were simulated. Early.
NARCCAP Users Meeting April 2011 Results from NCEP-driven RCMs Overview Based on Mearns et al. (BAMS, 2011) Results from NCEP-driven RCMs Overview Based.
Climate Change and Flooding in Wisconsin Ken Potter Department of Civil & Environmental Engineering University of Wisconsin Madison, WI 2011 WAFSCM Annual.
Climate data sets: introduction two perspectives: A. What varieties of data are available? B. What data helps you to identify...
Impact of Climate Change on Water Resources Water Corporation Technical Seminars 10 July 2006 Brian Ryan CSIRO Marine and Atmospheric Research.
Implications of a changing climate for flood risk Dennis P. Lettenmaier Department of Geography University of California, Los Angeles Climate Roundtable,
Where the Research Meets the Road: Climate Science, Uncertainties, and Knowledge Gaps First National Expert and Stakeholder Workshop on Water Infrastructure.
Use of Climate Projections for Water Supply Planning Alison Adams, Ph.D., P.E. NCPP Workshop August 12-16, 2013.
Validation and Sensitivities of Dynamic Precipitation Simulation for Winter Events over the Folsom Lake Watershed: 1964–99 Jianzhong Wang and Konstantine.
Recent Advances in Climate Extremes Science AVOID 2 FCO-Roshydromet workshop, Moscow, 19 th March 2015 Simon Brown, Met Office Hadley Centre.
Simulation of present-day climate of tropical Africa Using the Hadley Centre regional climate modeling system AIACC AF 20 Project Andre F. KAMGA, Gregory.
Introduction 1. Climate – Variations in temperature and precipitation are now predictable with a reasonable accuracy with lead times of up to a year (
Understanding hydrologic changes: application of the VIC model Vimal Mishra Assistant Professor Indian Institute of Technology (IIT), Gandhinagar
© Crown copyright Met Office Examining changes in tropical cyclones over Vietnam using a five member RCM ensemble Kuala Lumpur, Malaysia, 8 th – 11 th.
Long-term climate and water cycle variability and change Dennis P. Lettenmaier Department of Civil and Environmental Engineering University of Washington.
Alan F. Hamlet Dennis P. Lettenmaier JISAO Center for Science in the Earth System Climate Impacts Group and Department of Civil and Environmental Engineering.
Opportunities for UCLA/JPL water-related collaborations: Western U.S. focus Dennis P. Lettenmaier Department of Geography University of California, Los.
NARCCAP Meeting September 2009 Results from NCEP-driven RCMs ~ Overview ~ Results from NCEP-driven RCMs ~ Overview ~ William J. Gutowski, Jr. & Raymond.
Variability of Extreme precipitation Events in the Core of the North American Monsoon Fourth Symposium on Southwest Hydrometeorology Tucson, AZ,
John Mejia and K.C. King, Darko Koracin Desert Research Institute, Reno, NV 4th NARCCAP Workshop, Boulder, CO, April,
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.
High resolution extreme temperature scenarios over North America NARCCAP 4 th users’ workshop Apr , 2012 Guilong Li Atmospheric Science and Application.
Eric Salathé JISAO Climate Impacts Group University of Washington Rick Steed UW Yongxin Zhang CIG, NCAR Cliff Mass UW Regional Climate Modeling and Projected.
EVALUATION OF A GLOBAL PREDICTION SYSTEM: THE MISSISSIPPI RIVER BASIN AS A TEST CASE Nathalie Voisin, Andy W. Wood and Dennis P. Lettenmaier Civil and.
Hydrological Simulations for the pan- Arctic Drainage System Fengge Su 1, Jennifer C. Adam 1, Laura C. Bowling 2, and Dennis P. Lettenmaier 1 1 Department.
UBC/UW 2011 Hydrology and Water Resources Symposium Friday, September 30, 2011 DIAGNOSIS OF CHANGING COOL SEASON PRECIPITATION STATISTICS IN THE WESTERN.
Climate scenarios for the Netherlands The Netherlands approach for generating climate change scenarios Bart van den Hurk,
Climate change in the Northeast US: Past, Present, and Future Raymond Najjar Department of Meteorology The Pennsylvania State University Chesapeake Climate.
NOAA Northeast Regional Climate Center Dr. Lee Tryhorn NOAA Climate Literacy Workshop April 2010 NOAA Northeast Regional Climate.
ENVIRONMENTAL SCIENCE TEACHERS’ CONFERENCE ENVIRONMENTAL SCIENCE TEACHERS’ CONFERENCE, Borki Molo, Poland, 7-10 February 2007 Projection of future climate.
Evaluation of TRMM satellite precipitation product in hydrologic simulations of La Plata Basin Fengge Su 1, Yang Hong 2, and Dennis P. Lettenmaier 1 1.
The North American Monsoons (NAM) can provide upwards of 70% of the annual precipitation to the southwest United States and Mexico. Already susceptible.
EGS-AGU-EUG Joint Assembly Nice, France, 10th April 2003
EGS-AGU-EUG Joint Assembly Nice, France, 7th April 2003
Mesoscale “Surprises” in Complex Terrain Revealed by Regional Climate Simulations Cliff Mass, Atmospheric Sciences University of Washington.
Simulating daily precipitation variability.
Anna M. Jalowska and Tanya Spero
Climate Change and Stormwater
Hydrologic Forecasting
Hydrologic response of Pacific Northwest Rivers to climate change
Effects of Temperature and Precipitation Variability on Snowpack Trends in the Western U.S. JISAO/SMA Climate Impacts Group and the Department of Civil.
U.S. research dealing with climate change impacts on hydrological extremes Dennis P. Lettenmaier Department of Civil and Environmental Engineering University.
Twentieth Century & Future Trends.
Evaluation of the TRMM Multi-satellite Precipitation Analysis (TMPA) and its utility in hydrologic prediction in La Plata Basin Dennis P. Lettenmaier and.
Presentation transcript:

Precipitation Extremes in Western U.S. Urban Areas: How Reliable are Regional Climate Model Projections Vimal Mishra 1, Francina Dominguez 2, and Dennis P. Lettenmaier 1 1 Civil and Environmental Engineering, University of Washington, Seattle, WA 2 University of Arizona, Tucson, AZ PNW Climate Science Conference,2011 1

Introduction 2

“ there is now mounting evidence to suggest that a warmer climate will be one in which the hydrological cycle will in general be more intense, leading to more heavy rain events ” (IPCC, 1996) 3 Intensified Hydrologic Cycle More Precipitation Extremes Warmer Climate

Precipitation Extremes 4 Groisman et al., 2005, J. of Climate Trends in heavy and very heavy rain events

Human contribution to more-intense precipitation extremes 5 S-K Min et al. Nature 470, (2011) doi: /nature09763 Given that atmospheric water-holding capacity is expected to increase roughly exponentially with temperature—and that atmospheric water content is increasing in accord with this theoretical expectation—it has been suggested that human- influenced global warming may be partly responsible for increases in heavy precipitation.

6 Need for the regional climate models for precipitation extremes Source: NCAR  Spatial resolution of GCMs is too coarse to resolve the processes that control precipitation extremes  RCMs partially resolved finer scale variability related to topography and land cover  However, RCMs have been evaluated for precipitation extremes in urban areas

Precipitation Extremes and Urban Areas About 80% of U.S. population lives in urban areas Urban areas have large infrastructure and wealth and precipitation extremes may cause more damage than expected Increasing precipitation extremes may lead to substantial changes in drainage water infrastructure 7

8 August 8, 2007, 8:49 AM Flooding Cripples Subway System (New York Times) HEAVY RAIN CAUSES MORE FLOODING IN CHICAGO SUBURBS Friday, August 24, 2007 Precipitation Extremes in Urban Areas

Introduction So far relatively little work has been done evaluating the ability of RCMs to simulate precipitation extremes in major urban areas in U.S. 9 Science Question How effective are RCM-downscaled climate simulations in reconstructing observed sub-daily to daily scale precipitation extremes over the major urban areas in the western United States?

Study Region 10  20 major urban areas across the Western United States  Hourly precipitation data from the nearby stations

Data Observed hourly precipitation data from NCDC RCMs simulated 3-hourly data from North American Regional Climate Change Program (NARCCAP)  GCM boundary conditions [ ]  Reanalysis boundary conditions [ ]  Spatial Resolution– 50 km  Models: RCM3, CRCM, HRM3, MM5I, ECPC 11

Analysis Data quality check- years with more than 10% missing data were removed Extracted observed and RCMs simulated precipitation maxima at 3, 6, 12 and 24 hour durations Used areal reduction factor to convert point precipitation measurement to their areal equivalent Estimated annual precipitation maxima for 2 to 100 years return period using the Generalized Extreme Value (GEV) distribution Estimated ensemble mean bias in characteristics of precipitation maxima from the RCMs 12

13 Can RCMs reproduce the timing of precipitation maxima ? Winter Summer

14 Can RCMs reproduce the timing of precipitation maxima ? Winter Summer

15 Ensemble mean percentage bias in annual precipitation maxima Reanalysis GCM  Overestimation in the Interior west  Underestimation in the southwest

16 Ensemble mean percentage bias in variability in annual precipitation maxima  Overestimation and underestimation of variability in annual precipitation maxima in majority of urban areas Reanalysis GCM

17 Ensemble mean percentage bias annual precipitation maxima at 5 and 100 years return period  Overestimation in the Interior west  Underestimation in the southwest Reanalysis GCM

Conclusions Regardless of the boundary conditions (reanalysis/GCM), most of the NARCCAP RCMs are unable to reproduce the seasonality of precipitation extremes RCMs underestimate annual precipitation maxima in urban areas located in the coastal and southwest regions, while overpredict in the interior 18

Conclusions RCMs overestimated (underestimated) precipitation maxima at 5 and 100 years return intervals for most of the urban areas in the interior (southwest) The deficiencies in RCMs may be attributable to the coarse resolution and parameterization related to the processes of precipitation extremes Further improvements are needed in RCMs before they can be considered reliable source of information for engineering design purpose. 19