Multiscale evaluation of CMIP5 models using wavelet-based descriptive and diagnostic techniques

被引:2
|
作者
Gallegati, Marco [1 ]
机构
[1] Polytech Univ Marche, DISES, Ancona, Italy
关键词
CMIP5 model simulations; Wavelet transform; Time-frequency error; Multiscale evaluation; VARIABILITY; TRANSFORM;
D O I
10.1007/s10584-021-03269-9
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Time-frequency localization of model-data discrepancies may provide useful information for climate models inter-comparison, and especially for the goals of climate model refinement and improvement. CMIP5 models of the long-term historical (1850-2005) run experiment are compared using wavelet-based multiscale descriptive and diagnostic techniques with interesting results. Wavelet coherence maps can visualize the ability of alternative CMPI5 models to capture the observed climate variability at different time scales, while the performance of each CMIP5 model is assessed using goodness of fit relative measures on a scale-by-scale basis. Finally, the plots of wavelet decompositions of CMIP5 models and observed temperature series at different scales can detect and locate model/data disagreements across frequencies and over time, thus providing useful information to researchers for model diagnostic refinement and improvement.
引用
收藏
页数:16
相关论文
共 50 条
  • [21] A diagnostic study of future evaporation changes projected in CMIP5 climate models
    A. Laîné
    H. Nakamura
    K. Nishii
    T. Miyasaka
    Climate Dynamics, 2014, 42 : 2745 - 2761
  • [22] A diagnostic study of future evaporation changes projected in CMIP5 climate models
    Laine, A.
    Nakamura, H.
    Nishii, K.
    Miyasaka, T.
    CLIMATE DYNAMICS, 2014, 42 (9-10) : 2745 - 2761
  • [23] Evaluation of the Global Climate Models in the CMIP5 over the Tibetan Plateau
    Su, Fengge
    Duan, Xiaolan
    Chen, Deliang
    Hao, Zhenchun
    Cuo, Lan
    JOURNAL OF CLIMATE, 2013, 26 (10) : 3187 - 3208
  • [24] Evaluation of Historical Diurnal Temperature Range Trends in CMIP5 Models
    Lewis, Sophie C.
    Karoly, David J.
    JOURNAL OF CLIMATE, 2013, 26 (22) : 9077 - 9089
  • [25] The western Pacific monsoon in CMIP5 models: Model evaluation and projections
    Brown, Josephine R.
    Colman, Robert A.
    Moise, Aurel F.
    Smith, Ian N.
    JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2013, 118 (22) : 12458 - 12475
  • [26] Evaluation of CMIP5 models on sea surface salinity in the Indian Ocean
    Fathrio, Ibnu
    Manda, Atsuyoshi
    Iizuka, Satoshi
    Kodama, Yasu-Masa
    Ishida, Sachinobu
    3RD INTERNATIONAL SYMPOSIUM ON LAPAN-IPB SATELLITE FOR FOOD SECURITY AND ENVIRONMENTAL MONITORING 2016, 2017, 54
  • [27] Evaluation of CMIP5 Models in the Context of Dynamical Downscaling over Europe
    Jury, Martin W.
    Prein, Andreas F.
    Truhetz, Heimo
    Gobiet, Andreas
    JOURNAL OF CLIMATE, 2015, 28 (14) : 5575 - 5582
  • [28] Traffic characterization using wavelet-based techniques
    Boulliant, D
    Pruthi, P
    Popescu, A
    PERFORMANCE AND CONTROL OF NETWORK SYSTEMS II, 1998, 3530 : 382 - 391
  • [29] Evaluation of CMIP5 Climate Models Using Historical Surface Air Temperatures in Central Asia
    Xiong, Yufei
    Ta, Zhijie
    Gan, Miao
    Yang, MeiLin
    Chen, Xi
    Yu, Ruide
    Disse, Markus
    Yu, Yang
    ATMOSPHERE, 2021, 12 (03)
  • [30] Performance Evaluation of Wavelet-Based Image Compression Techniques
    Bano, Nishat
    Alam, Monauwer
    Ahmad, Shish
    INTELLIGENT COMMUNICATION, CONTROL AND DEVICES, ICICCD 2017, 2018, 624 : 769 - 777