Skillful Decadal Flood Prediction

被引:9
|
作者
Moulds, S. [1 ]
Slater, L. J. [1 ]
Dunstone, N. J. [2 ]
Smith, D. M. [2 ]
机构
[1] Univ Oxford, Sch Geog & Environm, Oxford, England
[2] Met Off Hadley Ctr, Exeter, England
基金
英国科研创新办公室;
关键词
flooding; decadal prediction; CMIP; nonstationarity; ATMOSPHERIC CIRCULATION; CLIMATE; MODELS; PREDICTABILITY; NETWORK; TRENDS; SCALE;
D O I
10.1029/2022GL100650
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Accurate long-term flood predictions are increasingly needed for flood risk management in a changing climate, but are hindered by the underestimation of climate variability by climate models. Here, we drive a statistical flood model with a large ensemble of dynamical CMIP5-6 predictions of precipitation and temperature. Predictions of UK winter flooding (95th streamflow percentile) have low skill when using the raw 676-member ensemble averaged over lead times of 2-5 years from the initialization date. Sub-selecting 20 ensemble members that adequately represent the multiyear temporal variability in the North Atlantic Oscillation (NAO) significantly improves the flood predictions. Applying this method we show positive skill in 46% of stations compared to 26% using the raw ensemble, primarily in regions most strongly influenced by the NAO. Our findings reveal the potential of decadal predictions to inform flood risk management at long lead times.
引用
收藏
页数:10
相关论文
共 50 条
  • [31] Skillful Coupled Atmosphere-Ocean Forecasts on Interannual to Decadal Timescales Using a Linear Inverse Model
    Taylor, L. M.
    Hakim, G. J.
    EARTH AND SPACE SCIENCE, 2023, 10 (04)
  • [32] Skillful regional prediction of Arctic sea ice on seasonal timescales
    Bushuk, Mitchell
    Msadek, Rym
    Winton, Michael
    Vecchi, Gabriel A.
    Gudgel, Rich
    Rosati, Anthony
    Yang, Xiaosong
    GEOPHYSICAL RESEARCH LETTERS, 2017, 44 (10) : 4953 - 4964
  • [33] Skillful prediction of tropical Pacific fisheries provided by Atlantic Ninos
    Gomara, Inigo
    Rodriguez-Fonseca, Belen
    Mohino, Elsa
    Losada, Teresa
    Polo, Irene
    Coll, Marta
    ENVIRONMENTAL RESEARCH LETTERS, 2021, 16 (05)
  • [34] Assessing the skill of the Pacific Decadal Oscillation (PDO) in a decadal prediction experiment
    George J. Boer
    Reinel Sospedra-Alfonso
    Climate Dynamics, 2019, 53 : 5763 - 5775
  • [35] Skillful Seasonal Prediction of the Southern Annular Mode and Antarctic Ozone
    Seviour, William J. M.
    Hardiman, Steven C.
    Gray, Lesley J.
    Butchart, Neal
    MacLachlan, Craig
    Scaife, Adam A.
    JOURNAL OF CLIMATE, 2014, 27 (19) : 7462 - 7474
  • [36] Assessing the skill of the Pacific Decadal Oscillation (PDO) in a decadal prediction experiment
    Boer, George J.
    Sospedra-Alfonso, Reinel
    CLIMATE DYNAMICS, 2019, 53 (9-10) : 5763 - 5775
  • [37] Skillful seasonal prediction of summer wildfires over Central Asia
    Pan, Yuxian
    Yang, Jing
    Chen, Deliang
    Zhu, Tao
    Bao, Qing
    Mahmoudi, Peyman
    GLOBAL AND PLANETARY CHANGE, 2023, 221
  • [38] Skillful seasonal prediction of Yangtze river valley summer rainfall
    Li, Chaofan
    Scaife, Adam A.
    Lu, Riyu
    Arribas, Alberto
    Brookshaw, Anca
    Comer, Ruth E.
    Li, Jianglong
    MacLachlan, Craig
    Wu, Peili
    ENVIRONMENTAL RESEARCH LETTERS, 2016, 11 (09):
  • [39] A Decadal Climate Service for Insurance: Skillful Multiyear Predictions of North Atlantic Hurricane Activity and US Hurricane Damage
    Lockwood, Julia F.
    Dunstone, Nick
    Hermanson, Leon
    Saville, Geoffrey R.
    Scaife, Adam A.
    Smith, Doug
    Thornton, Hazel E.
    JOURNAL OF APPLIED METEOROLOGY AND CLIMATOLOGY, 2023, 62 (09) : 1151 - 1163
  • [40] Stratospheric Initial Condition for Skillful Surface Prediction in the ECMWF Model
    Choi, Jung
    Son, Seok-Woo
    GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (21) : 12556 - 12564