On the temporal clustering of US floods and its relationship to climate teleconnection patterns

被引:60
作者
Villarini, Gabriele [1 ,2 ]
Smith, James A. [1 ]
Vitolo, Renato [2 ,3 ]
Stephenson, David B. [3 ]
机构
[1] Princeton Univ, Dept Civil & Environm Engn, Princeton, NJ 08544 USA
[2] Willis Res Network, London, England
[3] Univ Exeter, Coll Engn Math & Phys Sci, Exeter, Devon, England
关键词
temporal clustering; flood; Cox regression; Iowa; NAO; PNA; COX REGRESSION-MODEL; PRECIPITATION; DISTRIBUTIONS; OSCILLATION; VARIABILITY;
D O I
10.1002/joc.3458
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
This article examines whether the temporal clustering of flood events can be explained in terms of climate variability or time-varying land-surface state variables. The point process modelling framework for flood occurrence is based on Cox processes, which can be represented as Poisson processes with randomly varying rate of occurrence. In the special case that the rate of occurrence is deterministic, the Cox process simplifies to a Poisson process. Poisson processes represent flood occurrences which are not clustered. The Cox regression model is used to examine the dependence of the rate of occurrence on covariate processes. We focus on 41 stream gauge stations in Iowa, with discharge records covering the period 19502009. The climate covariates used in this study are the North Atlantic Oscillation (NAO) and the Pacific/North American Teleconnection (PNA). To examine the influence of land-surface forcing on flood occurrence, the antecedent 30 d rainfall accumulation is considered. In 27 out of 41 stations, either PNA or NAO, or both are selected as significant predictors, suggesting that flood occurrence in Iowa is influenced by large-scale climate indices. Antecedent rainfall, used as a proxy for soil moisture, plays an important role in driving the occurrence of flooding in Iowa. These results point to clustering as an important element of the flood occurrence process. Copyright (c) 2012 Royal Meteorological Society
引用
收藏
页码:629 / 640
页数:12
相关论文
共 50 条
[31]   Changes in compound monthly precipitation and temperature extremes and their relationship with teleconnection patterns in the Mediterranean [J].
Lemus-Canovas, Marc .
JOURNAL OF HYDROLOGY, 2022, 608
[32]   Spatial and temporal characteristics of drought and its correlation with climate indices in Northeast China [J].
Yue, Yuan ;
Liu, HaiFeng ;
Mu, XiuXiang ;
Qin, MengSheng ;
Wang, TingTing ;
Wang, Qi ;
Yan, YaQiong .
PLOS ONE, 2021, 16 (11)
[33]   SPATIAL ASSOCIATION TO CHARACTERIZE THE CLIMATE TELECONNECTION PATTERNS IN ECUADOR BASED ON SATELLITE PRECIPITATION ESTIMATES [J].
Ballari, Daniela ;
Campozano, Lenin ;
Samaniego, Esteban ;
Orellana, Daniel .
2020 IEEE LATIN AMERICAN GRSS & ISPRS REMOTE SENSING CONFERENCE (LAGIRS), 2020, :219-224
[34]   A Non-Stationary Heat Spell Frequency, Intensity, and Duration Model for France, Integrating Teleconnection Patterns and Climate Change [J].
Hamdi, Yasser ;
Charron, Christian ;
Ouarda, Taha B. M. J. .
ATMOSPHERE, 2021, 12 (11)
[35]   Clustering of temporal profiles in US climate change data using logistic mixture of spatial multivariate linear models [J].
Lee, Seonwoo ;
Lee, Keunbaik ;
Park, Ju-Hyun ;
Kyung, Minjung ;
Yun, Seong-Taek ;
Lee, Jieun ;
Joo, Yongsung .
STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT, 2024, 38 (09) :3719-3733
[36]   The Relationship Between Convective Clustering and Mean Tropical Climate in Aquaplanet Simulations [J].
Popp, Max ;
Lutsko, Nicholas J. ;
Bony, Sandrine .
JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2020, 12 (08)
[37]   Storm climate on the Danube delta coast: evidence of recent storminess change and links with large-scale teleconnection patterns [J].
Zainescu, Florin I. ;
Tatui, Florin ;
Valchev, Nikolay N. ;
Vespremeanu-Stroe, Alfred .
NATURAL HAZARDS, 2017, 87 (02) :599-621
[38]   The Relationship between the Pacific-North American Teleconnection Pattern, the Great Plains Low-Level Jet, and North Central US Heavy Rainfall Events [J].
Harding, Keith J. ;
Snyder, Peter K. .
JOURNAL OF CLIMATE, 2015, 28 (17) :6729-6742
[39]   Holocene forest dynamics in central and western Mediterranean: periodicity, spatio-temporal patterns and climate influence [J].
Di Rita, Federico ;
Fletcher, William J. ;
Aranbarri, Josu ;
Margaritelli, Giulia ;
Lirer, Fabrizio ;
Magri, Donatella .
SCIENTIFIC REPORTS, 2018, 8
[40]   Temporal dynamics of glacier retreat and its relationship with local climate in Cordillera Apolobamba, Peru [J].
Laqui, Wilber ;
Zubieta, Ricardo ;
Laqui-Vilca, Yony ;
Calizaya, Elmer ;
Laqui-Vilca, Cesar .
MODELING EARTH SYSTEMS AND ENVIRONMENT, 2024, 10 (02) :1647-1656