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

Authors:
 [1]; ORCiD logo [1];  [1];  [2];  [3];  [4]
  1. Department of Civil and Environmental Engineering, University of California, Irvine CA USA
  2. State Key Laboratory of Earth Surface Processes and Resource Ecology, College of Global Change and Earth System Science, Beijing Normal University, China
  3. China's Agenda21, The Administrative Center, Beijing China
  4. State Key Laboratory of Simulation and Regulation of Water Cycle in River Basin, China, Institute of Water Resources and Hydropower Research, Beijing China
Publication Date:
Sponsoring Org.:
USDOE
OSTI Identifier:
1373977
Grant/Contract Number:  
IA0000018
Resource Type:
Publisher's Accepted Manuscript
Journal Name:
International Journal of Climatology
Additional Journal Information:
Journal Name: International Journal of Climatology; Journal ID: ISSN 0899-8418
Country of Publication:
United Kingdom
Language:
English

Citation Formats

Tao, Yumeng, Yang, Tiantian, Faridzad, Mohammad, Jiang, Lin, He, Xiaojia, and Zhang, Xiaoming. Non-stationary bias correction of monthly CMIP5 temperature projections over China using a residual-based bagging tree model. United Kingdom: N. p., 2017. Web. doi:10.1002/joc.5188.
Tao, Yumeng, Yang, Tiantian, Faridzad, Mohammad, Jiang, Lin, He, Xiaojia, & Zhang, Xiaoming. Non-stationary bias correction of monthly CMIP5 temperature projections over China using a residual-based bagging tree model. United Kingdom. doi:10.1002/joc.5188.
Tao, Yumeng, Yang, Tiantian, Faridzad, Mohammad, Jiang, Lin, He, Xiaojia, and Zhang, Xiaoming. Fri . "Non-stationary bias correction of monthly CMIP5 temperature projections over China using a residual-based bagging tree model". United Kingdom. doi:10.1002/joc.5188.
@article{osti_1373977,
title = {Non-stationary bias correction of monthly CMIP5 temperature projections over China using a residual-based bagging tree model},
author = {Tao, Yumeng and Yang, Tiantian and Faridzad, Mohammad and Jiang, Lin and He, Xiaojia and Zhang, Xiaoming},
abstractNote = {},
doi = {10.1002/joc.5188},
journal = {International Journal of Climatology},
number = ,
volume = ,
place = {United Kingdom},
year = {2017},
month = {8}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
DOI: 10.1002/joc.5188

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Cited by: 3 works
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Works referenced in this record:

The RCP greenhouse gas concentrations and their extensions from 1765 to 2300
journal, August 2011


Potential Effects of Climate Change on Runoff in the Yellow River Basin of China
journal, January 2007


Is bias correction of regional climate model (RCM) simulations possible for non-stationary conditions?
journal, January 2013


Statistical bias correction for daily precipitation in regional climate models over Europe
journal, April 2009

  • Piani, C.; Haerter, J. O.; Coppola, E.
  • Theoretical and Applied Climatology, Vol. 99, Issue 1-2
  • DOI: 10.1007/s00704-009-0134-9

Developing reservoir monthly inflow forecasts using artificial intelligence and climate phenomenon information: RESERVOIR INFLOW FORECASTS
journal, April 2017

  • Yang, Tiantian; Asanjan, Ata Akbari; Welles, Edwin
  • Water Resources Research, Vol. 53, Issue 4
  • DOI: 10.1002/2017WR020482

A trend-preserving bias correction – the ISI-MIP approach
journal, January 2013


Comparative Analysis of China Surface Air Temperature Series for the Past 100 Years
journal, August 2010


Simplifying decision trees
journal, September 1987


Prioritizing Climate Change Adaptation Needs for Food Security in 2030
journal, February 2008


Assessment of CMIP5 climate models and projected temperature changes over Northern Eurasia
journal, May 2014


Dryness/wetness variations in ten large river basins of China during the first 50 years of the 21st century
journal, October 2010


Potential impact of climate change on world food supply
journal, January 1994

  • Rosenzweig, Cynthia; Parry, Martin L.
  • Nature, Vol. 367, Issue 6459
  • DOI: 10.1038/367133a0

An Overview of CMIP5 and the Experiment Design
journal, April 2012

  • Taylor, Karl E.; Stouffer, Ronald J.; Meehl, Gerald A.
  • Bulletin of the American Meteorological Society, Vol. 93, Issue 4
  • DOI: 10.1175/BAMS-D-11-00094.1

Popular Ensemble Methods: An Empirical Study
journal, July 1999

  • Opitz, D.; Maclin, R.
  • Journal of Artificial Intelligence Research, Vol. 11
  • DOI: 10.1613/jair.614

Functional degradation of the water–sediment regulation scheme in the lower Yellow River: Spatial and temporal analyses
journal, May 2016


Evaluation and application of Bayesian multi-model estimation in temperature simulations
journal, August 2013

  • Miao, Chiyuan; Duan, Qingyun; Sun, Qiaohong
  • Progress in Physical Geography: Earth and Environment, Vol. 37, Issue 6
  • DOI: 10.1177/0309133313494961

Urbanization Effects on Observed Surface Air Temperature Trends in North China
journal, March 2008


Role of predictors in downscaling surface temperature to river basin in India for IPCC SRES scenarios using support vector machine
journal, March 2009

  • Anandhi, Aavudai; Srinivas, V. V.; Kumar, D. Nagesh
  • International Journal of Climatology, Vol. 29, Issue 4
  • DOI: 10.1002/joc.1719

Evaluating the streamflow simulation capability of PERSIANN-CDR daily rainfall products in two river basins on the Tibetan Plateau
journal, January 2017

  • Liu, Xiaomang; Yang, Tiantian; Hsu, Koulin
  • Hydrology and Earth System Sciences, Vol. 21, Issue 1
  • DOI: 10.5194/hess-21-169-2017

Bagging predictors
journal, August 1996


Recent changes in pan-evaporation dynamics in China: RECENT PAN-EVAPORATION DYNAMICS IN CHINA
journal, July 2011

  • Liu, Xiaomang; Luo, Yuzhou; Zhang, Dan
  • Geophysical Research Letters, Vol. 38, Issue 13
  • DOI: 10.1029/2011GL047929

Non-stationary extreme value analysis in a changing climate
journal, September 2014


Variation of Natural Streamflow since 1470 in the Middle Yellow River, China
journal, November 2009

  • Miao, Chi-Yuan; Ni, Jin-Ren
  • International Journal of Environmental Research and Public Health, Vol. 6, Issue 11
  • DOI: 10.3390/ijerph6112849

Evolution of the Yellow River Delta and its relationship with runoff and sediment load from 1983 to 2011
journal, January 2015


Changes in climate and land use have a larger direct impact than rising CO2 on global river runoff trends
journal, September 2007

  • Piao, S.; Friedlingstein, P.; Ciais, P.
  • Proceedings of the National Academy of Sciences, Vol. 104, Issue 39
  • DOI: 10.1073/pnas.0707213104

An Improved Dynamical Downscaling Method with GCM Bias Corrections and Its Validation with 30 Years of Climate Simulations
journal, September 2012


Empirical-statistical downscaling and error correction of daily precipitation from regional climate models
journal, June 2010

  • Jakob Themeßl, Matthias; Gobiet, Andreas; Leuprecht, Armin
  • International Journal of Climatology, Vol. 31, Issue 10
  • DOI: 10.1002/joc.2168

Geographical Information Systems and Bootstrap Aggregation (Bagging) of Tree-Based Classifiers for Lyme Disease Risk Prediction in Trentino, Italian Alps
journal, May 2002

  • Rizzoli, Annapaola; Merler, Stefano; furlanello, Cesare
  • Journal of Medical Entomology, Vol. 39, Issue 3
  • DOI: 10.1603/0022-2585-39.3.485

A globally coherent fingerprint of climate change impacts across natural systems
journal, January 2003


Climate change scenarios from a regional climate model: Estimating change in runoff in southern Africa
journal, January 2003


A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests
journal, February 2010

  • Allen, Craig D.; Macalady, Alison K.; Chenchouni, Haroun
  • Forest Ecology and Management, Vol. 259, Issue 4
  • DOI: 10.1016/j.foreco.2009.09.001

Projected changes in temperature and precipitation in ten river basins over China in 21st century: PROJECTED TEMPERATURE AND PRECIPITATION OVER CHINA
journal, May 2014

  • Sun, Qiaohong; Miao, Chiyuan; Duan, Qingyun
  • International Journal of Climatology, Vol. 35, Issue 6
  • DOI: 10.1002/joc.4043

Downscaling of precipitation for climate change scenarios: A support vector machine approach
journal, November 2006


Adapting agriculture to climate change
journal, December 2007

  • Howden, S. M.; Soussana, J. -F.; Tubiello, F. N.
  • Proceedings of the National Academy of Sciences, Vol. 104, Issue 50
  • DOI: 10.1073/pnas.0701890104

Newer Classification and Regression Tree Techniques: Bagging and Random Forests for Ecological Prediction
journal, March 2006


Improving the multi-objective evolutionary optimization algorithm for hydropower reservoir operations in the California Oroville–Thermalito complex
journal, July 2015


HESS Opinions "Should we apply bias correction to global and regional climate model data?"
journal, January 2012


Statistical and dynamical downscaling of the Seine basin climate for hydro-meteorological studies
journal, January 2007

  • Boé, J.; Terray, L.; Habets, F.
  • International Journal of Climatology, Vol. 27, Issue 12
  • DOI: 10.1002/joc.1602

Spatial Interpolation of Surface Air Temperatures Using Artificial Neural Networks: Evaluating Their Use for Downscaling GCMs
journal, March 2000


Technical Note: Downscaling RCM precipitation to the station scale using statistical transformations – a comparison of methods
journal, January 2012

  • Gudmundsson, L.; Bremnes, J. B.; Haugen, J. E.
  • Hydrology and Earth System Sciences, Vol. 16, Issue 9
  • DOI: 10.5194/hess-16-3383-2012

Classifying G-protein coupled receptors with bagging classification tree
journal, October 2004


Bias correction of monthly precipitation and temperature fields from Intergovernmental Panel on Climate Change AR4 models using equidistant quantile matching
journal, January 2010

  • Li, Haibin; Sheffield, Justin; Wood, Eric F.
  • Journal of Geophysical Research, Vol. 115, Issue D10
  • DOI: 10.1029/2009JD012882

Hydrologic Implications of Dynamical and Statistical Approaches to Downscaling Climate Model Outputs
journal, January 2004


An improved method of constructing a database of monthly climate observations and associated high-resolution grids
journal, January 2005

  • Mitchell, Timothy D.; Jones, Philip D.
  • International Journal of Climatology, Vol. 25, Issue 6
  • DOI: 10.1002/joc.1181

Simple decision rules for classifying human cancers from gene expression profiles
journal, August 2005


Updated high-resolution grids of monthly climatic observations - the CRU TS3.10 Dataset: UPDATED HIGH-RESOLUTION GRIDS OF MONTHLY CLIMATIC OBSERVATIONS
journal, May 2013

  • Harris, I.; Jones, P. D.; Osborn, T. J.
  • International Journal of Climatology, Vol. 34, Issue 3
  • DOI: 10.1002/joc.3711

An overview of results from the Coupled Model Intercomparison Project
journal, June 2003


Precipitation downscaling under climate change: Recent developments to bridge the gap between dynamical models and the end user
journal, January 2010

  • Maraun, D.; Wetterhall, F.; Ireson, A. M.
  • Reviews of Geophysics, Vol. 48, Issue 3
  • DOI: 10.1029/2009RG000314

Modeling potential climate change impacts on the trees of the northeastern United States
journal, October 2007

  • Iverson, Louis; Prasad, Anantha; Matthews, Stephen
  • Mitigation and Adaptation Strategies for Global Change, Vol. 13, Issue 5-6
  • DOI: 10.1007/s11027-007-9129-y

Ecological responses to recent climate change
journal, March 2002

  • Walther, Gian-Reto; Post, Eric; Convey, Peter
  • Nature, Vol. 416, Issue 6879
  • DOI: 10.1038/416389a

Bias correction of daily precipitation simulated by a regional climate model: a comparison of methods
journal, May 2012

  • Lafon, Thomas; Dadson, Simon; Buys, Gwen
  • International Journal of Climatology, Vol. 33, Issue 6
  • DOI: 10.1002/joc.3518