The unusual 2013–2015 drought in South Korea in the context of a multicentury precipitation record: Inferences from a nonstationary, multivariate, Bayesian copula model

Recently, the Korean peninsula faced severe drought for more than three years (2013–2015). Drought in this region is characterized by multi-decadal variability, as seen from one of the longest systematic records available in Asia from 1770–2015. This paper explores how the return period of the 2013–2015 drought varies over this historical period to provide a context for the changing climate and drought severity in the region. A nonstationary, multivariate, Bayesian copula model for drought severity and duration is developed and applied. Given the wetting trend over the last 50 years, the recent drought appears quite extreme, while such droughts were common in the 18th and 19th centuries.

[1]  Ashish Sharma,et al.  A nesting model for bias correction of variability at multiple time scales in general circulation model precipitation simulations , 2012 .

[2]  Gyu-Ho Lim,et al.  Recent trends in temperature and precipitation over South Korea , 2002 .

[3]  Tianjun Zhou,et al.  Detecting and understanding the multi-decadal variability of the East Asian Summer Monsoon: Recent progress and state of affairs , 2009 .

[4]  K. Boo,et al.  Change of extreme events of temperature and precipitation over Korea using regional projection of future climate change , 2006 .

[5]  Bruno Merz,et al.  Floods and climate: emerging perspectives for flood risk assessment and management , 2014 .

[6]  G. Foody,et al.  Dynamics of ENSO drought events on Sabah rainforests observed by NOAA AVHRR , 2006 .

[7]  David M. Meko,et al.  Assessing the Risk of Persistent Drought Using Climate Model Simulations and Paleoclimate Data , 2014 .

[8]  George Kuczera,et al.  Flood frequency analysis: Evidence and implications of secular climate variability, New South Wales , 2002 .

[9]  G. Faluvegi,et al.  Global Signatures and Dynamical Origins of the Little Ice Age and Medieval Climate Anomaly , 2009, Science.

[10]  S. Park,et al.  The impacts of climate change on local hydrology and low flow frequency in the Geum River Basin, Korea , 2011 .

[11]  Mathew Barlow,et al.  ENSO, Pacific Decadal Variability, and U.S. Summertime Precipitation, Drought, and Stream Flow , 2001 .

[12]  Chang‐Hoi Ho,et al.  Large increase in heavy rainfall associated with tropical cyclone landfalls in Korea after the late 1970s , 2006 .

[13]  Chulsang Yoo,et al.  Classification and evaluation of the documentary-recorded storm events in the Annals of the Choson Dynasty (1392-1910), Korea , 2015 .

[14]  Anthony S. Kiem,et al.  Quantifying Drought Risk in a Nonstationary Climate , 2010 .

[15]  Jinhai He,et al.  Can Global Warming Strengthen the East Asian Summer Monsoon , 2010 .

[16]  Bin Wang,et al.  Trends in Seoul (1778–2004) summer precipitation , 2006 .

[17]  Hyun-Han Kwon,et al.  Assessment of change in design flood frequency under climate change using a multivariate downscaling model and a precipitation-runoff model , 2011 .

[18]  T. Phillips,et al.  How well do CMIP5 climate simulations replicate historical trends and patterns of meteorological droughts? , 2015 .

[19]  D. Moorhead,et al.  Increasing risk of great floods in a changing climate , 2002, Nature.

[20]  H. Byun,et al.  A Spatiotemporal Analysis of Historical Droughts in Korea , 2011 .

[21]  Gyu-Ho Lim,et al.  Interpretation of the Transient Variations in the Time Series of Precipitation Amounts in Seoul, Korea. Part I: Diurnal Variation. , 2001 .

[22]  Ashish Sharma,et al.  Impact of the El Niño–Southern Oscillation, Indian Ocean Dipole, and Southern Annular Mode on Daily to Subdaily Rainfall Characteristics in East Australia , 2012 .

[23]  H. Byun,et al.  Possible linkage between East Asian summer drought and North Pacific Oscillation , 2011 .

[24]  H. Byun,et al.  Evaluation, modification, and application of the Effective Drought Index to 200-Year drought climatology of Seoul, Korea , 2009 .

[25]  Chun-Ho Cho,et al.  Climate change in the 21st century simulated by HadGEM2-AO under representative concentration pathways , 2013, Asia-Pacific Journal of Atmospheric Sciences.

[26]  Song Yang,et al.  Long-Term Changes in Rainfall over Eastern China and Large-Scale Atmospheric Circulation Associated with Recent Global Warming , 2010 .

[27]  A. Dai Drought under global warming: a review , 2011 .

[28]  Upmanu Lall,et al.  Floods in a changing climate: Does the past represent the future? , 2001, Water Resources Research.

[29]  Bin Wang,et al.  Pacific–East Asian Teleconnection: How Does ENSO Affect East Asian Climate? , 2000 .

[30]  A. Aghakouchak,et al.  Global warming and changes in risk of concurrent climate extremes: Insights from the 2014 California drought , 2014 .

[31]  Bernard Bobée,et al.  Frequency analysis of a sequence of dependent and/or non-stationary hydro-meteorological observations: a review , 2006 .

[33]  T. Yamagata,et al.  The unusual summer of 1994 in East Asia: IOD teleconnections , 2003 .

[34]  Upmanu Lall,et al.  Spatiotemporal Variability of ENSO and SST Teleconnections to Summer Drought over the United States during the Twentieth Century , 2000 .

[35]  Jenq-Tzong Shiau,et al.  Fitting Drought Duration and Severity with Two-Dimensional Copulas , 2006 .

[36]  Bin Wang,et al.  Tropospheric cooling and summer monsoon weakening trend over East Asia , 2004 .

[37]  María Concepción Ausín,et al.  Time‐varying nonstationary multivariate risk analysis using a dynamic Bayesian copula , 2016 .

[38]  Bin Wang,et al.  Variability and Singularity of Seoul, South Korea, Rainy Season (1778–2004) , 2007 .

[39]  B. Rajagopalan,et al.  Identifying the role of typhoons as drought busters in South Korea based on hidden Markov chain models , 2015 .

[40]  Upmanu Lall,et al.  Simulation of daily rainfall scenarios with interannual and multidecadal climate cycles for South Florida , 2009 .

[41]  T. Zhou,et al.  Drought over East Asia: A Review , 2015 .

[42]  A. Sankarasubramanian,et al.  Flood quantiles in a changing climate: Seasonal forecasts and causal relations , 2003 .

[43]  N. Diffenbaugh,et al.  Anthropogenic warming has increased drought risk in California , 2015, Proceedings of the National Academy of Sciences.

[44]  Amir AghaKouchak,et al.  A Nonparametric Multivariate Multi-Index Drought Monitoring Framework , 2014 .

[45]  Hyun-Han Kwon,et al.  Evaluation of typhoon‐induced rainfall using nonparametric Monte Carlo simulation and locally weighted polynomial regression , 2011 .

[46]  H. Kwon,et al.  Spatio-temporal analysis of extreme precipitation regimes across South Korea and its application to regionalization , 2012 .

[47]  Upmanu Lall,et al.  El Niño–Southern Oscillation–based index insurance for floods: Statistical risk analyses and application to Peru , 2007 .

[48]  Upmanu Lall,et al.  A copula‐based nonstationary frequency analysis for the 2012–2015 drought in California , 2016 .

[49]  A. Kiem,et al.  An ice core derived 1013-year catchment-scale annual rainfall reconstruction in subtropical eastern Australia , 2015 .

[50]  Tae-Woong Kim,et al.  Drought frequency analysis using cluster analysis and bivariate probability distribution , 2012 .

[51]  Hsieh Wen Shen,et al.  Recurrence Analysis of Hydrologic Droughts of Differing Severity , 2001 .

[52]  W. Gilks,et al.  Adaptive Rejection Metropolis Sampling Within Gibbs Sampling , 1995 .

[53]  Ashish Sharma,et al.  Representing low‐frequency variability in continuous rainfall simulations: A hierarchical random Bartlett Lewis continuous rainfall generation model , 2015 .

[54]  Michel Crucifix,et al.  The new hadley centre climate model (HadGEM1) : Evaluation of coupled simulations , 2006 .

[55]  B. Cook,et al.  Unprecedented 21st century drought risk in the American Southwest and Central Plains , 2015, Science Advances.

[56]  Jiang Tong,et al.  Yangtze floods and droughts (China) and teleconnections with ENSO activities (1470–2003) , 2006 .

[57]  Jason Lowe,et al.  Transient Climate Simulations with the HadGEM1 Climate Model: Causes of Past Warming and Future Climate Change , 2006 .

[58]  Chang‐Hoi Ho,et al.  A sudden change in summer rainfall characteristics in Korea during the late 1970s , 2003 .

[59]  Upmanu Lall,et al.  An Empirical, Nonparametric Simulator for Multivariate Random Variables with Differing Marginal Densities and Nonlinear Dependence with Hydroclimatic Applications , 2016, Risk analysis : an official publication of the Society for Risk Analysis.

[60]  P. Bates,et al.  Flood frequency analysis for nonstationary annual peak records in an urban drainage basin , 2009 .

[61]  Casey Brown,et al.  Climate informed flood frequency analysis and prediction in Montana using hierarchical Bayesian modeling , 2008 .

[62]  T. Zhou,et al.  Interannual Variability of East Asian Summer Monsoon Simulated by CMIP3 and CMIP5 AGCMs: Skill Dependence on Indian Ocean–Western Pacific Anticyclone Teleconnection , 2014 .