Background Higher trends but larger uncertainty of temperature extremes in the 21 st century Uncertainty on Regional Hydrology Temperature Extremes Complex.

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Presentation transcript:

Background Higher trends but larger uncertainty of temperature extremes in the 21 st century Uncertainty on Regional Hydrology Temperature Extremes Complex Network for Uncertainty Reduction Geo. Information Sci. & Tech. Group Computational Sci. & Eng. Division Oak Ridge National Laboratory Oak Ridge, TN Tel.: +1 (865) Fax: +1 (865) This research was funded by the Laboratory Directed Research and Development (LDRD) Program of the Oak Ridge National Laboratory (ORNL), managed by UT-Battelle, LLC, for the U.S. Department of Energy under Contract DE-AC05-00OR Policy Consideration and Decision Support Objectives and Research Framework Quantifying the uncertainty of climate extreme by incorporating both the observation and simulation. Investigating the consistency (or inconsistency) among multiple climate projections in non-stationary environments Risk-based impact assessment Climate extremes (e.g., heat waves and storms or regional warming and rainfall) are projected to become more intense and frequent in the 21st century (IPCC, AR4). Potential impacts on food security, water resources,, disease spread, hazards, humanitarian aid and migration need to be understood along with uncertainties. Challenges from multiple perspectives - Accuracy, resolution and credibility of projections - Massive multi-source data and nonlinear processes - Focus on tail behavior and complex dependence - Cascading uncertainty propagation - Complex interacting systems: Natural, built, human An urgent societal priority with complex trade-offs Regional preparedness and mitigation policies Reference Ganguly et al. (2009), Uncertainties in the Assessment of Climate Change Impacts on Regional Hydrology and Water Resources, invited submission, under double-blind review. Droughts Intensified Rainfall Extreme Auroop R. Ganguly, Ph.D. ¶ Point of Contact Climate Extremes: The Science, Impacts and Policy Relevance Auroop R. Ganguly ¶, Shih-Chieh Kao*, Karsten Steinhaeuser and Esther S. Parish GIST Group, Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA Increased temperature and heat waves from CCSM A1FI projection comparing with current decade.. Trend corrections and confidence bounds developed by comparing model outputs with reanalysis data provide enhanced guidance to policy makers. Potential impacts on human mortality, food security, water availability, infrastructures, and energy consumption. Reference Ganguly et al. (2009), Higher trends but larger uncertainty and geographic variability in 21st century temperature and heat waves, PNAS, 106(37). More intense rainfall extremes are expected in the 21 st century on the average: This can be inferred from both observations and climate models with extreme value theory. Unlike temperature, precipitation errors cannot be modeled by a Gaussian distribution alone. Bias adjustment uses observations and simulations While the total global precipitation is expected to increase over time, the increment is not spatially uniform. Droughts projected over regions already experiencing or beginning to experience drought-like conditions. Reference Steinhaeuser, K., N.V. Chawla, A.R. Ganguly (2009): An Exploration of Climate Data Using Complex Networks. SensorKDD Workshop, ACM KDD Conference: Best Student Paper. Complex networks can unify data-guided descriptive analysis and predictive modeling for climate Descriptive oceanic clusters may predict land extremes Climate change support for the Department of Defense (DOD) Quadrennial Defense Review (QDR), An international climate change war game demonstrated the value of climate extremes and uncertainty to policy Nature Blog: Nature News: Env. Sc. & Tech: