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Title: Understanding the Cascade: Removing GCM Biases Improves Dynamically Downscaled Climate Projections

Journal Article · · Geophysical Research Letters

Polarization surrounding bias correction (BC) in creating climate projections arises from its lack of physicality. Here, we perform and analyze 18 dynamical downscaling simulations (with and without BC) to better understand the physical impacts of BC, applied before downscaling, on regional climate output across the western United States. Without BC, downscaled precipitation is systematically and unrealistically wet biased compared to a hierarchy of observationally based datasets over the 1980–2014 period due to cascading mean–state Global Climate Model (GCM) biases: (a) overly strong lower–tropospheric lapse rates (5 K/km), (b) overly cold (2 K) tropospheric temperatures, and (c) anomalous mid–tropospheric cyclonic vorticity advection. With BC, downscaled precipitation (snow) biases are virtually eliminated (halved). Identified GCM biases are common to the broader Coupled Model Intercomparison Project ensemble. Physical effects of BC on the quality of the regionalized projections, pending an evaluation of BC's distortion of the downscaled climate response, may motivate its broader application by dynamical downscalers.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
2447709
Journal Information:
Geophysical Research Letters, Journal Name: Geophysical Research Letters Journal Issue: 9 Vol. 51; ISSN 0094-8276
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (28)

Improving the representation of clouds, radiation, and precipitation using spectral nudging in the Weather Research and Forecasting model: Spectral Nudging of Moisture in WRF journal October 2014
High-resolution dynamically downscaled projections of precipitation in the mid and late 21st century over North America: DYNAMICAL DOWNSCALING AT 12 KM journal July 2015
Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States journal December 2008
The ERA5 global reanalysis journal June 2020
Continental-scale convection-permitting modeling of the current and future climate of North America journal August 2016
Multivariate quantile mapping bias correction: an N-dimensional probability density function transform for climate model simulations of multiple variables journal March 2017
Physics and Chemistry of Clouds book January 2011
Characteristics of the western United States snowpack from snowpack telemetry (SNOTEL) data journal July 1999
Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models journal January 2008
The community Noah land surface model with multiparameterization options (Noah-MP): 1. Model description and evaluation with local-scale measurements journal January 2011
Can Convection‐Permitting Modeling Provide Decent Precipitation for Offline High‐Resolution Snowpack Simulations Over Mountains? journal December 2019
Simulating and Evaluating Atmospheric River‐Induced Precipitation Extremes Along the U.S. Pacific Coast: Case Studies From 1980–2017 journal February 2020
Evaluation of CNRM Earth System Model, CNRM‐ESM2‐1: Role of Earth System Processes in Present‐Day and Future Climate journal December 2019
The Community Earth System Model Version 2 (CESM2) journal February 2020
The Flexible Global Ocean‐Atmosphere‐Land System Model Grid‐Point Version 3 (FGOALS‐g3): Description and Evaluation journal September 2020
An Evaluation of the Large‐Scale Atmospheric Circulation and Its Variability in CESM2 and Other CMIP Models journal June 2020
Evaluation of a Reanalysis‐Driven Configuration of WRF4 Over the Western United States From 1980 to 2020 journal February 2022
How May the Choice of Downscaling Techniques and Meteorological Reference Observations Affect Future Hydroclimate Projections? journal August 2022
Understanding the Cascade: Removing GCM Biases Improves Dynamically Downscaled Climate Projections journal May 2024
Surrogate climate-change scenarios for regional climate models journal March 1996
Towards process-informed bias correction of climate change simulations journal November 2017
Configuration and spin-up of ACCESS-CM2, the new generation Australian Community Climate and Earth System Simulator Coupled Model journal January 2020
Future precipitation increase from very high resolution ensemble downscaling of extreme atmospheric river storms in California journal July 2020
A Regional Modeling Study of Climate Change Impacts on Warm-Season Precipitation in the Central United States journal April 2011
Parameterization of Cloud Microphysics Based on the Prediction of Bulk Ice Particle Properties. Part I: Scheme Description and Idealized Tests journal January 2015
Climate Change Impacts on the Water Balance of the Colorado Headwaters: High-Resolution Regional Climate Model Simulations journal June 2014
input4MIPs: Making [CMIP] model forcing more transparent report April 2017
Model Investigations of the Effects of Climate Variability and Change on Future Gulf of Mexico Tropical Cyclone Activity conference April 2013

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