Non-stationary bias correction of monthly CMIP5 temperature projections over China using a residual-based bagging tree model

Tao, Yumeng; Yang, Tiantian; Faridzad, Mohammad; Jiang, Lin; He, Xiaojia; Zhang, Xiaoming

doi:10.1002/joc.5188

Title: Non-stationary bias correction of monthly CMIP5 temperature projections over China using a residual-based bagging tree model

Journal Article · Fri Aug 04 00:00:00 EDT 2017 · International Journal of Climatology

DOI:https://doi.org/10.1002/joc.5188· OSTI ID:1373977

Tao, Yumeng ^[1];

^[1]; Faridzad, Mohammad ^[1]; Jiang, Lin ^[2]; He, Xiaojia ^[3]; Zhang, Xiaoming ^[4]

Department of Civil and Environmental Engineering, University of California, Irvine CA USA
State Key Laboratory of Earth Surface Processes and Resource Ecology, College of Global Change and Earth System Science, Beijing Normal University, China
China's Agenda21, The Administrative Center, Beijing China
State Key Laboratory of Simulation and Regulation of Water Cycle in River Basin, China, Institute of Water Resources and Hydropower Research, Beijing China

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Sponsoring Organization:: USDOE

Grant/Contract Number:: IA0000018

OSTI ID:: 1373977

Journal Information:: International Journal of Climatology, Journal Name: International Journal of Climatology; ISSN 0899-8418

Country of Publication:: United Kingdom

Language:: English

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Cited by: 19 works

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References (57)

The RCP greenhouse gas concentrations and their extensions from 1765 to 2300 Meinshausen, Malte; Smith, S. J.; Calvin, K. Climatic Change, Vol. 109, Issue 1-2 https://doi.org/10.1007/s10584-011-0156-z	journal	August 2011
Potential Effects of Climate Change on Runoff in the Yellow River Basin of China Transactions of the ASABE, Vol. 50, Issue 3 https://doi.org/10.13031/2013.23155	journal	January 2007
Is bias correction of regional climate model (RCM) simulations possible for non-stationary conditions? Teutschbein, C.; Seibert, J. Hydrology and Earth System Sciences, Vol. 17, Issue 12 https://doi.org/10.5194/hess-17-5061-2013	journal	January 2013
Statistical bias correction for daily precipitation in regional climate models over Europe Piani, C.; Haerter, J. O.; Coppola, E. Theoretical and Applied Climatology, Vol. 99, Issue 1-2 https://doi.org/10.1007/s00704-009-0134-9	journal	April 2009
Developing reservoir monthly inflow forecasts using artificial intelligence and climate phenomenon information: RESERVOIR INFLOW FORECASTS Yang, Tiantian; Asanjan, Ata Akbari; Welles, Edwin Water Resources Research, Vol. 53, Issue 4 https://doi.org/10.1002/2017WR020482	journal	April 2017
A trend-preserving bias correction – the ISI-MIP approach Hempel, S.; Frieler, K.; Warszawski, L. Earth System Dynamics, Vol. 4, Issue 2 https://doi.org/10.5194/esd-4-219-2013	journal	January 2013
Comparative Analysis of China Surface Air Temperature Series for the Past 100 Years Tang, Guoli; Ding, Yihui; Wang, Shaowu Advances in Climate Change Research, Vol. 1, Issue 1 https://doi.org/10.3724/SP.J.1248.2010.00011	journal	August 2010
Simulating California reservoir operation using the classification and regression-tree algorithm combined with a shuffled cross-validation scheme: SIMULATING RESERVOIR OPERATION IN CALIFORNIA Yang, Tiantian; Gao, Xiaogang; Sorooshian, Soroosh Water Resources Research, Vol. 52, Issue 3 https://doi.org/10.1002/2015WR017394	journal	March 2016
Simplifying decision trees Quinlan, J. R. International Journal of Man-Machine Studies, Vol. 27, Issue 3 https://doi.org/10.1016/S0020-7373(87)80053-6	journal	September 1987
Investigation of the probability of concurrent drought events between the water source and destination regions of China's water diversion project: DROUGHT OF CHINA'S WATER DIVERSION Liu, Xiaomang; Luo, Yuzhou; Yang, Tiantian Geophysical Research Letters, Vol. 42, Issue 20 https://doi.org/10.1002/2015GL065904	journal	October 2015
Prioritizing Climate Change Adaptation Needs for Food Security in 2030 Lobell, D. B.; Burke, M. B.; Tebaldi, C. Science, Vol. 319, Issue 5863 https://doi.org/10.1126/science.1152339	journal	February 2008
Assessment of CMIP5 climate models and projected temperature changes over Northern Eurasia Miao, Chiyuan; Duan, Qingyun; Sun, Qiaohong Environmental Research Letters, Vol. 9, Issue 5 https://doi.org/10.1088/1748-9326/9/5/055007	journal	May 2014
Dryness/wetness variations in ten large river basins of China during the first 50 years of the 21st century Zhai, Jian Qing; Liu, Bo; Hartmann, Heike Quaternary International, Vol. 226, Issue 1-2 https://doi.org/10.1016/j.quaint.2010.01.027	journal	October 2010
Potential impact of climate change on world food supply Rosenzweig, Cynthia; Parry, Martin L. Nature, Vol. 367, Issue 6459 https://doi.org/10.1038/367133a0	journal	January 1994
An Overview of CMIP5 and the Experiment Design Taylor, Karl E.; Stouffer, Ronald J.; Meehl, Gerald A. Bulletin of the American Meteorological Society, Vol. 93, Issue 4 https://doi.org/10.1175/BAMS-D-11-00094.1	journal	April 2012
Popular Ensemble Methods: An Empirical Study Opitz, D.; Maclin, R. Journal of Artificial Intelligence Research, Vol. 11 https://doi.org/10.1613/jair.614	journal	July 1999
Functional degradation of the water–sediment regulation scheme in the lower Yellow River: Spatial and temporal analyses Miao, Chiyuan; Kong, Dongxian; Wu, Jingwen Science of The Total Environment, Vol. 551-552 https://doi.org/10.1016/j.scitotenv.2016.02.006	journal	May 2016
Dramatic decrease in streamflow from the headwater source in the central route of China's water diversion project: Climatic variation or human influence?: REASONS OF THE DECREASED SOURCE WATER Liu, Xiaomang; Liu, Changming; Luo, Yuzhou Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D6 https://doi.org/10.1029/2011JD016879	journal	March 2012
Evaluation and application of Bayesian multi-model estimation in temperature simulations Miao, Chiyuan; Duan, Qingyun; Sun, Qiaohong Progress in Physical Geography: Earth and Environment, Vol. 37, Issue 6 https://doi.org/10.1177/0309133313494961	journal	August 2013
A nonstationary bias-correction technique to remove bias in GCM simulations: Bias-Correction in the GCM Simulation Miao, Chiyuan; Su, Lu; Sun, Qiaohong Journal of Geophysical Research: Atmospheres, Vol. 121, Issue 10 https://doi.org/10.1002/2015JD024159	journal	May 2016
Urbanization Effects on Observed Surface Air Temperature Trends in North China Ren, Guoyu; Zhou, Yaqing; Chu, Ziying Journal of Climate, Vol. 21, Issue 6 https://doi.org/10.1175/2007JCLI1348.1	journal	March 2008
Role of predictors in downscaling surface temperature to river basin in India for IPCC SRES scenarios using support vector machine Anandhi, Aavudai; Srinivas, V. V.; Kumar, D. Nagesh International Journal of Climatology, Vol. 29, Issue 4 https://doi.org/10.1002/joc.1719	journal	March 2009
Evaluating the streamflow simulation capability of PERSIANN-CDR daily rainfall products in two river basins on the Tibetan Plateau Liu, Xiaomang; Yang, Tiantian; Hsu, Koulin Hydrology and Earth System Sciences, Vol. 21, Issue 1 https://doi.org/10.5194/hess-21-169-2017	journal	January 2017
Bagging predictors Breiman, Leo Machine Learning, Vol. 24, Issue 2, p. 123-140 https://doi.org/10.1007/BF00058655	journal	August 1996
Recent changes in pan-evaporation dynamics in China: RECENT PAN-EVAPORATION DYNAMICS IN CHINA Liu, Xiaomang; Luo, Yuzhou; Zhang, Dan Geophysical Research Letters, Vol. 38, Issue 13 https://doi.org/10.1029/2011GL047929	journal	July 2011
Non-stationary extreme value analysis in a changing climate Cheng, Linyin; AghaKouchak, Amir; Gilleland, Eric Climatic Change, Vol. 127, Issue 2 https://doi.org/10.1007/s10584-014-1254-5	journal	September 2014
Variation of Natural Streamflow since 1470 in the Middle Yellow River, China Miao, Chi-Yuan; Ni, Jin-Ren International Journal of Environmental Research and Public Health, Vol. 6, Issue 11 https://doi.org/10.3390/ijerph6112849	journal	November 2009
Evolution of the Yellow River Delta and its relationship with runoff and sediment load from 1983 to 2011 Kong, Dongxian; Miao, Chiyuan; Borthwick, Alistair G. L. Journal of Hydrology, Vol. 520 https://doi.org/10.1016/j.jhydrol.2014.09.038	journal	January 2015
Changes in climate and land use have a larger direct impact than rising CO2 on global river runoff trends Piao, S.; Friedlingstein, P.; Ciais, P. Proceedings of the National Academy of Sciences, Vol. 104, Issue 39 https://doi.org/10.1073/pnas.0707213104	journal	September 2007
An Improved Dynamical Downscaling Method with GCM Bias Corrections and Its Validation with 30 Years of Climate Simulations Xu, Zhongfeng; Yang, Zong-Liang Journal of Climate, Vol. 25, Issue 18 https://doi.org/10.1175/JCLI-D-12-00005.1	journal	September 2012
Empirical-statistical downscaling and error correction of daily precipitation from regional climate models Jakob Themeßl, Matthias; Gobiet, Andreas; Leuprecht, Armin International Journal of Climatology, Vol. 31, Issue 10 https://doi.org/10.1002/joc.2168	journal	June 2010
Geographical Information Systems and Bootstrap Aggregation (Bagging) of Tree-Based Classifiers for Lyme Disease Risk Prediction in Trentino, Italian Alps Rizzoli, Annapaola; Merler, Stefano; furlanello, Cesare Journal of Medical Entomology, Vol. 39, Issue 3 https://doi.org/10.1603/0022-2585-39.3.485	journal	May 2002
A globally coherent fingerprint of climate change impacts across natural systems Parmesan, Camille; Yohe, Gary Nature, Vol. 421, Issue 6918 https://doi.org/10.1038/nature01286	journal	January 2003
Climate change scenarios from a regional climate model: Estimating change in runoff in southern Africa Arnell, N. W. Journal of Geophysical Research, Vol. 108, Issue D16 https://doi.org/10.1029/2002JD002782	journal	January 2003
Simulation of daily temperatures for climate change scenarios over Portugal: a neural network model approach Trigo, Rm; Palutikof, Jp Climate Research, Vol. 13 https://doi.org/10.3354/cr013045	journal	January 1999
A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests Allen, Craig D.; Macalady, Alison K.; Chenchouni, Haroun Forest Ecology and Management, Vol. 259, Issue 4 https://doi.org/10.1016/j.foreco.2009.09.001	journal	February 2010
Projected changes in temperature and precipitation in ten river basins over China in 21st century: PROJECTED TEMPERATURE AND PRECIPITATION OVER CHINA Sun, Qiaohong; Miao, Chiyuan; Duan, Qingyun International Journal of Climatology, Vol. 35, Issue 6 https://doi.org/10.1002/joc.4043	journal	May 2014
Downscaling of precipitation for climate change scenarios: A support vector machine approach Tripathi, Shivam; Srinivas, V. V.; Nanjundiah, Ravi S. Journal of Hydrology, Vol. 330, Issue 3-4 https://doi.org/10.1016/j.jhydrol.2006.04.030	journal	November 2006
Adapting agriculture to climate change Howden, S. M.; Soussana, J. -F.; Tubiello, F. N. Proceedings of the National Academy of Sciences, Vol. 104, Issue 50 https://doi.org/10.1073/pnas.0701890104	journal	December 2007
Newer Classification and Regression Tree Techniques: Bagging and Random Forests for Ecological Prediction Prasad, Anantha M.; Iverson, Louis R.; Liaw, Andy Ecosystems, Vol. 9, Issue 2 https://doi.org/10.1007/s10021-005-0054-1	journal	March 2006
Improving the multi-objective evolutionary optimization algorithm for hydropower reservoir operations in the California Oroville–Thermalito complex Yang, Tiantian; Gao, Xiaogang; Sellars, Scott Lee Environmental Modelling & Software, Vol. 69 https://doi.org/10.1016/j.envsoft.2014.11.016	journal	July 2015
HESS Opinions "Should we apply bias correction to global and regional climate model data?" Ehret, U.; Zehe, E.; Wulfmeyer, V. Hydrology and Earth System Sciences, Vol. 16, Issue 9 https://doi.org/10.5194/hess-16-3391-2012	journal	January 2012
Statistical and dynamical downscaling of the Seine basin climate for hydro-meteorological studies Boé, J.; Terray, L.; Habets, F. International Journal of Climatology, Vol. 27, Issue 12 https://doi.org/10.1002/joc.1602	journal	January 2007
Spatial Interpolation of Surface Air Temperatures Using Artificial Neural Networks: Evaluating Their Use for Downscaling GCMs Snell, Seth E.; Gopal, Sucharita; Kaufmann, Robert K. Journal of Climate, Vol. 13, Issue 5 https://doi.org/10.1175/1520-0442(2000)013<0886:SIOSAT>2.0.CO;2	journal	March 2000
Technical Note: Downscaling RCM precipitation to the station scale using statistical transformations – a comparison of methods Gudmundsson, L.; Bremnes, J. B.; Haugen, J. E. Hydrology and Earth System Sciences, Vol. 16, Issue 9 https://doi.org/10.5194/hess-16-3383-2012	journal	January 2012
Classifying G-protein coupled receptors with bagging classification tree Huang, Ying; Cai, Jun; Ji, Liang Computational Biology and Chemistry, Vol. 28, Issue 4 https://doi.org/10.1016/j.compbiolchem.2004.08.001	journal	October 2004
Bias correction of monthly precipitation and temperature fields from Intergovernmental Panel on Climate Change AR4 models using equidistant quantile matching Li, Haibin; Sheffield, Justin; Wood, Eric F. Journal of Geophysical Research, Vol. 115, Issue D10 https://doi.org/10.1029/2009JD012882	journal	January 2010
Hydrologic Implications of Dynamical and Statistical Approaches to Downscaling Climate Model Outputs Wood, A. W.; Leung, L. R.; Sridhar, V. Climatic Change, Vol. 62, Issue 1-3 https://doi.org/10.1023/B:CLIM.0000013685.99609.9e	journal	January 2004
An improved method of constructing a database of monthly climate observations and associated high-resolution grids Mitchell, Timothy D.; Jones, Philip D. International Journal of Climatology, Vol. 25, Issue 6 https://doi.org/10.1002/joc.1181	journal	January 2005
Simple decision rules for classifying human cancers from gene expression profiles Tan, A. C.; Naiman, D. Q.; Xu, L. Bioinformatics, Vol. 21, Issue 20 https://doi.org/10.1093/bioinformatics/bti631	journal	August 2005
Updated high-resolution grids of monthly climatic observations - the CRU TS3.10 Dataset: UPDATED HIGH-RESOLUTION GRIDS OF MONTHLY CLIMATIC OBSERVATIONS Harris, I.; Jones, P. D.; Osborn, T. J. International Journal of Climatology, Vol. 34, Issue 3 https://doi.org/10.1002/joc.3711	journal	May 2013
An overview of results from the Coupled Model Intercomparison Project Covey, Curt; AchutaRao, Krishna M.; Cubasch, Ulrich Global and Planetary Change, Vol. 37, Issue 1-2 https://doi.org/10.1016/S0921-8181(02)00193-5	journal	June 2003
Precipitation downscaling under climate change: Recent developments to bridge the gap between dynamical models and the end user Maraun, D.; Wetterhall, F.; Ireson, A. M. Reviews of Geophysics, Vol. 48, Issue 3 https://doi.org/10.1029/2009RG000314	journal	January 2010
Nonstationarities of regional climate model biases in European seasonal mean temperature and precipitation sums: NONSTATIONARITIES OF RCM BIASES Maraun, D. Geophysical Research Letters, Vol. 39, Issue 6 https://doi.org/10.1029/2012GL051210	journal	March 2012
Modeling potential climate change impacts on the trees of the northeastern United States Iverson, Louis; Prasad, Anantha; Matthews, Stephen Mitigation and Adaptation Strategies for Global Change, Vol. 13, Issue 5-6 https://doi.org/10.1007/s11027-007-9129-y	journal	October 2007
Ecological responses to recent climate change Walther, Gian-Reto; Post, Eric; Convey, Peter Nature, Vol. 416, Issue 6879 https://doi.org/10.1038/416389a	journal	March 2002
Bias correction of daily precipitation simulated by a regional climate model: a comparison of methods Lafon, Thomas; Dadson, Simon; Buys, Gwen International Journal of Climatology, Vol. 33, Issue 6 https://doi.org/10.1002/joc.3518	journal	May 2012

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