THE PACIFIC CLIMATE IMPACTS CONSORTIUM - HYDROLOGIC MODELLING PROJECT Recent accomplishments, challenges, and future directions Katrina E. Bennett Markus Schnorbus Daniel Caya David R. Rodenhuis IP3-WC2N, Lake Louise 18 October, 2009 WHAT IS PCIC? Vision: to stimulate collaboration among government, academe and industry to reduce vulnerability to extreme weather events, climate variability and the threat of global change. The consortium for climate impacts will bridge the gap between climate research and climate applications and will make practical information available to government, industry, and the public. Mission: to quantify the impacts of climate change and variability on the physical environment in Pacific North America. PCIC HYDROLOGY THEME BC Hydro driven Four projects Climate Overview Hydrologic Modelling Regional Climate Modelling Synthesis Study of three major watersheds in British Columbia using the VIC hydrologic model 2007 - 2010 Winter Precipitation Winter Mean Temperature CLIMATE OVERVIEW 1900-2007 1951-2007 1971-2007 HYDROLOGIC MODELLING - RECENT PROGRESS Peace River Basin Model calibration and validation Sensitivity analysis Uncertainty analysis Campbell River Basin – calibrated/validated BC Hydro’s Technical advisory committee for the project Columbia River Basin – working on next Initial Calibration Updated Calibration MODEL VALIDATION Inputs Forcings Downscaling approach Output Runoff Snowpack Evapo-transpiration? Soil moisture? Glaciers? Tmax 4A09P ï Pulpit Lake Prec 4A09P ï Pulpit Lake 2 40 VIC Elev 1595.9 ï Stn Elev 1310 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Avg VIC 4 Avg OBS 4 1 log10 of mm/day 0 ï1 ï2 ï40 ï20 0 20 Tmax ( ToC ) VIC OBS Precip VIC OBS Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec From 1950 To 2006 Month Month Tmin 4A09P ï Pulpit Lake Jan Feb Mar Apr May Jun Jul Month Aug Sep Oct Nov Dec SWE ï10 ï20 ï30 ï40 ( ToC ) 0 Tmin 10 20 VIC OBS Tmax 4A27P ï Kwadacha River Prec 4A27P ï Kwadacha River 2 40 VIC Elev 1512.2 ï Stn Elev 1620 Jan Feb Mar Apr May Jun Jul Avg VIC 3 Avg OBS 3 1 0 ï1 log10 of mm/day ï2 ï40 ï20 0 20 Tmax ( ToC ) VIC OBS Precip VIC OBS Aug Sep Oct Nov Dec Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec From 1950 To 2006 Month Month 4A27P ï Kwadacha River VIC Elev 1512.2 ï Stn Elev 1620 500 1000 Avg VIC 42 Avg OBS 168 1500 VIC OBS 0 swe (mm) 0 ï10 ï20 ï30 ï40 SWE 10 20 VIC OBS Tmin ( ToC ) 2000 Tmin 4A27P ï Kwadacha River Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec From 1983 To 2006 Month Month UNCERTAINTY ANALYSIS DJF cgA1B cgA2 cgB1 ecA1B gfA2 haA1B Winter (DJF) Scenario Max Planck Institute for Meteorology (mpi_echam5) A1B, A2 Hadley / United Kingdom Meteorological Office (ukmo_hadcm3) Geophysical Fluid Dynamics Laboratory (gfdl_cm20) Community Climate System Model (ccsm3_20c) Commonwealth Scientific and Industrial Research Organization (csiro_3_5_20c) B1, A1B, A2 3.5 3 2.5 2 1.5 1 0.5 A1B, A2 0 -15 -10 -5 0 5 10 15 20 25 30 Precipitation (%) Summer (JJA) 3.5 A2, B1 A2, B1 B1 3 Temperature Change (deg C) Canadian Centre for Climate Modelling and Analysis (cccma_cgcm3) 4 Temperature (deg C) Modeling Laboratory (GCM name-version) 4.5 2.5 2 1.5 1 0.5 0 -15 -10 -5 0 5 10 Precipitation (%) 15 20 25 11 REGIONAL CLIMATE MODELLING Dynamical downscaling Running RCM at 15 km Zhang (PCIC) + Caya Music, Braun (Ouranos) DIRECTIONS FOR PCIC Hydrologic impacts of changing glacier mass balance Improved validation of snow process modelling at regional scales Challenges of downscaling to high elevation, poorly monitored watersheds in BC April workshop ADDITIONAL MATERIALS VARIABLE INFILTRATION CAPACITY HYDROLOGIC MODEL Macro-scale hydrologic model Model runs for 1 grid cell, calculates fluxes No horizontal transfer of flow Model resolves fluxes at a daily or sub-daily time step Peace RB (at Taylor) ! EVAP ! PRECIP. ! RUNOFF ! SWE Columbia RB ! EVAP ! PRECIP. ! RUNOFF ! PRECIP. ! SWE