Evaluating the Relevance, Reliability, and Applicability of CMIP5 Climate Projections for Water Resources and Environmental Planning Presenters: Ian Ferguson.

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Presentation transcript:

Evaluating the Relevance, Reliability, and Applicability of CMIP5 Climate Projections for Water Resources and Environmental Planning Presenters: Ian Ferguson (Reclamation) and Jamie Scott (CIRES) Coauthors: Levi Brekke (Reclamation), Michael Alexander (NOAA), Jeff Arnold (USACE) Don Murray, Dustin Swales, and John Eischied (CIRES)

Evaluating the Relevance, Reliability, and Applicability of CMIP5 Climate Projections for Water Resources and Environmental Planning Gap(s) Addressed Research Question: Collaborators/Schedule/Source of Support Addresses gaps from long-term needs doc: 3.02:Understanding how to interpret future variability in climate projections … 3.03Basis for culling or weighting climate projections … 3.05 Guidance on how to jointly utilize the longer-term climate variability from observed records, paleoclimate, and projected climate How can water and environmental planners assess what climate change information to use in a given study? Collaborators: Reclamation, CIRES, NOAA, USACE Schedule: Task 1/3 – CMIP5 evaluation – almost done Task 2 – Sensitivity Analysis – April 2014 Task 4 – Pilot Workshop – May/June 2014 Graphic Develop and demonstrate a framework for evaluating climate projection information fro water/environmental planning applications based on reliability, relevance, and applicability Objective:

Big Picture We have many methods and datasets for assessing climate change implications for water management. Recent planning directives move us to consider method selection from the view of information applicability. Reclamation, NOAA, CIRES and USACE are partnering to develop a framework to guide evaluation of climate projection relevance, reliability, and applicability in context of water resources and environmental planning.

Background: Recent planning directives require consideration of climate change in Federal water resources and environmental planning. Prior Practice:  Use of climate change information in water resources planning was at the discretion of individual study teams Current Practice:  Consideration of climate change impacts on water resources is required under executive orders, departmental directives, and agency directives and standards.

Background: So…how do planners and decision makers determine how to use climate projection information when assessing climate change vulnerabilities, risks, and adaptation needs? Selection of GCM scenarios and projections Selection of downscaling/ bias correction method(s) Selection of hydrology, resource, and impact models Selection of method to develop model inputs

Objective: Develop and demonstrate a framework for evaluating climate projection information for reliability, relevance, and applicability for water resources and environmental planning and management applications

What’s Applicable. What’s Relevant? System Sensitivity to Climate Drivers What’s Reliable? Climate Models’ Simulation Qualities Practical limitations? Available resource models, Non-climate datasets, Project budget and schedule, Etc. Applicability Framework:

Part 1: Broadband Evaluation Climate Models’ Simulation Qualities What’s Applicable. Practical limitations? Available resource models, Non-climate datasets, Project budget and schedule, Etc. Applicability Framework: Part 2: Sensitivity Analysis System Sensitivity to Climate Drivers

Climate Change Web Portal: esrl.noaa.gov/psd/ipcc/cmip5 This webtool makes climate change information more accessible to decision makers A quick way for users to explore the Coupled Model Inter-comparison Project (CMIP5) experiments and observational counterparts. Explore different models, variables, climate metrics and seasons. Choose pre-defined regions or create custom regions Part 1: Broadband Evaluation of CMIP5

Historical simulations: (observed CO 2 forcing) Future simulations-> RCP8.5 & RCP4.5 : Seasonal/annual mean Air Temperature (daily average, Tmax, Tmin), Precipitation, and Sea Surface Temperature 37 models used for Air Temperature and Precipitation 28 models used for SST, Tmax, Tmin CMIP5 Experiments Part 1: Broadband Evaluation of CMIP5 esrl.noaa.gov/psd/ipcc/cmip5

Terrestrial Air Temperature - University of Delaware (version 3.01) Terrestrial Precipitation - Global Precipitation Climatology Centre (WMO, version5) Sea Surface Temperature - Hadley Centre SST (HadSST2) Daily Max/Min Temperature - Global Historical Climatology Network – Daily (NCDC) Air TempPrecipSSTTmax/Tmin 20 th Century Observations Part 1: Broadband Evaluation of CMIP5 esrl.noaa.gov/psd/ipcc/cmip5

Models and Observations interpolated to 1x1 deg grid Annual and seasonal mean climate metrics computed for different time periods in 20 th, 21 st Century Metrics of seasonal means for each period: mean, median, standard deviation, 10 th %, 90 th %, linear trend, 1 year lag autocorrelation Compare future changes to model bias, historical variability and ensemble spread Significance assessment using consensus, Ttest, Ftest Time series analysis for US Hydrologic Units Global datasets can be explored at regional scales Climate Change Web Portal Analysis Part 1: Broadband Evaluation of CMIP5 esrl.noaa.gov/psd/ipcc/cmip5

90 th Percentile for Annual Prec (9th wettest year at each grid) Observations Model Bias (Model-Obs) Simulated Historical Simulated Change (RCP8.5) Plottype = Anom (default plot) Part 1: Broadband Evaluation of CMIP5 esrl.noaa.gov/psd/ipcc/cmip5

90 th Percentile for Annual Prec (9th wettest year at each grid) Observations Model Bias (Model-Obs) Simulated Historical Simulated change relative to historical standard dev Plottype = Standard Anom Part 1: Broadband Evaluation of CMIP5 esrl.noaa.gov/psd/ipcc/cmip5

Plottype = Significance Metrics Part 1: Broadband Evaluation of CMIP5 esrl.noaa.gov/psd/ipcc/cmip5 Anomaly Consensus - do models agree (80%) on wetter / drier future climate? Ttest Consensus - do a majority of models have significant climate changes according to a Ttest (95% level)? Variance Ratio Consensus - do models agree (80%) on increased or decreased variability? Ftest Consensus - do a majority of models have significant variance changes according to an Ftest (95% level)? (2006_2100) – (1911_2005)(2006_2100) / (1911_2005)

Time series analysis for 18 US Water Resource Regions Model spread, single models and observations 5, 10, 20, 30 year running avg Time Series Tab Part 1: Broadband Evaluation of CMIP5 esrl.noaa.gov/psd/ipcc/cmip5

17 Part 2: System Sensitivity Analysis Central Valley Project + State Water Project Sacramento River (green) 27,500 mi 2 22 MAF San Joaquin River (red) 15,600 mi MAF Tulare Basin (yellow) 16,200 mi 2 Flow to SJR only in flood Avg ~ 142 TAF; Max ~ 2.37 MAF

Part 2: System Sensitivity Analysis Water Resources System Model: CalSim3.0 Lake Shasta Folsom Lake Millerton Lake Delta California Aqueduct to SoCal Model Nodes Storage Nodes~45 Demand Nodes~250 Conveyance Nodes~725 Miscellaneous~75 Total>1100

Part 2: System Sensitivity Analysis Climate Perturbation Approach  Systematic, idealized perturbation of historical precipitation and temperature Variable decomposed into mean, standard deviation, and standardized anomaly… Perturbation applied to mean and/or variance for selected months of the year…

Sensitivity Analysis Workflow Part 2: System Sensitivity Analysis Historical Climate Data (P, T max, T min, Wind) Historical Climate Data (P, T max, T min, Wind) Perturbed Climate Data (P, T max, T min, Wind) Perturbed Climate Data (P, T max, T min, Wind) Climate Perturbation Script Perturbed (Climate Change) Quantile- Based Perturbation Hydrology + Crop Demand Models Baseline (Historical Climate) Default CalSim Inputs Perturbed CalSim Inputs 20 CalSim (WSI/DI Calibration) CalSim (WSI/DI Calibration) CalSim (Production Run) CalSim (Production Run) Post-Proc. Script CVP/SWP Performance Metrics Perturbed Climate

Climate sensitivity… Total North-of-Delta CVP Deliveries Part 2: System Sensitivity Analysis Change in Mean PrecipChange in Mean Temp Drier Wetter Cooler Warmer Valley Inputs Rim Inputs All Inputs

Climate sensitivity… Total North-of-Delta CVP Deliveries Part 2: System Sensitivity Analysis Warmer Drier Wetter Joint Change in Mean Precip & Temp Negative Change Positive Change

Pilot workshop – mock scoping session  Engage with key planners and decision makers  Observe how planners use reliability and relevance information in scoping major planning study  Get feedback from planners regarding information and framework  Use input from workshop to improve/finalize framework Next Steps

Summary Key Lessons Learned Project develops and applies a new framework for evaluating climate change information for water/environmental planning applications Climate Change Web Portal – quick and easy resource for planners (etc.) to evaluate CMIP5 Sensitivity Analysis – insight into CVP/SWP climate sensitivity for broad array of metrics Pilot Workshop – apply and hone framework Applying climate perturbations to water resources system models in a consistent and comprehensive manner is extremely challenging! Distilling the complex results of CMIP5 experiments into simple, yet useful metrics for assements in environmental planning is a difficult balancing act. Next Steps/Future Work Wrap Up – evaluation, sensitivity analysis Pilot Workshop – mock scoping session  Engage with key planners / decision makers  Observe how planners use reliability and relevance information in scoping major planning study  Get feedback from planners regarding information and framework  Use input from workshop to hone framework Documentation and publication of results Evaluating the Relevance, Reliability, and Applicability of CMIP5 Climate Projections for Water Resources and Environmental Planning Visit the Web Portal: esrl.noaa.gov/psd/ipcc/cmip5