Research Projects on Canadian Regional Climate Models

Models Used

Canadian Regional Climate Model, CanRCM4.

Canadian Large Ensembles Adjusted Dataset v1, CanLEADv1.

Statistical Modeling

Hierarchical Bayesian model written in STAN based on Tebaldi et. al. 2008.

Novel ensemble pooling approach with Copula models used for bivariate models and uncertainty quantification through Bayesian parameter estimation.

Publications

Singh, H., Najafi, M.R. & Cannon, A.J. Characterizing non-stationary compound extreme events in a changing climate based on large-ensemble climate simulations. Climate Dynamics (Accepted 2020-11-11).

Singh, H., Najafi, M.R. & Cannon, A.J. Evaluation and joint projection of temperature and precipitation extremes across Canada based on hierarchical Bayesian modelling and large-ensembles of regional climate simulations. Climate Dynamics (2nd round of review process).