Articles | Volume 14, issue 2
https://doi.org/10.5194/esd-14-507-2023
https://doi.org/10.5194/esd-14-507-2023
Research article
 | 
26 Apr 2023
Research article |  | 26 Apr 2023

Direct and indirect application of univariate and multivariate bias corrections on heat-stress indices based on multiple regional-climate-model simulations

Liying Qiu, Eun-Soon Im, Seung-Ki Min, Yeon-Hee Kim, Dong-Hyun Cha, Seok-Woo Shin, Joong-Bae Ahn, Eun-Chul Chang, and Young-Hwa Byun

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Cited articles

ACSM: Prevention of thermal injuries during distance running: Postition stand, Med. J. Aust., 141, 876–879, https://doi.org/10.5694/j.1326-5377.1984.tb132981.x, 1984. 
Bárdossy, A. and Pegram, G.: Multiscale spatial recorrelation of RCM precipitation to produce unbiased climate change scenarios over large areas and small, Water Resour. Res., 48, W09502, https://doi.org/10.1029/2011WR011524, 2012. 
Cannon, A. J.: Multivariate quantile mapping bias correction: an N-dimensional probability density function transform for climate model simulations of multiple variables, Clim. Dynam., 50, 31–49, https://doi.org/10.1007/s00382-017-3580-6, 2018. 
Cannon, A. J.: R package “MBC”: Multivariate Bias Correction of Climate Model Outputs, CRAN-R [code], https://CRAN.R-project.org/package=MBC (last access: 21 April 2023), 2020. 
Cannon, A. J., Sobie, S. R., and Murdock, T. Q.: Bias correction of GCM precipitation by quantile mapping: How well do methods preserve changes in quantiles and extremes?, J. Climate, 28, 6938–6959, https://doi.org/10.1175/JCLI-D-14-00754.1, 2015. 
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This study evaluates four bias correction methods (three univariate and one multivariate) for correcting multivariate heat-stress indices. We show that the multivariate method can benefit the indirect correction that first adjusts individual components before index calculation, and its advantage is more evident for indices relying equally on multiple drivers. Meanwhile, the direct correction of heat-stress indices by the univariate quantile delta mapping approach also has comparable performance.
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