Spatiotemporal analysis of extreme precipitation events in the United States at mesoscale: Complex network theory
被引:6
作者:
Jamali, Tayeb
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Kansas State Univ, Dept Geol, Porous Media Res Lab, Manhattan, KS 66506 USAKansas State Univ, Dept Geol, Porous Media Res Lab, Manhattan, KS 66506 USA
Jamali, Tayeb
[1
]
Ghanbarian, Behzad
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机构:
Kansas State Univ, Dept Geol, Porous Media Res Lab, Manhattan, KS 66506 USAKansas State Univ, Dept Geol, Porous Media Res Lab, Manhattan, KS 66506 USA
Ghanbarian, Behzad
[1
]
Kurths, Juergen
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机构:
Potsdam Inst Climate Impact Res, D-14412 Potsdam, Germany
Humboldt Univ, Dept Phys, D-12489 Berlin, GermanyKansas State Univ, Dept Geol, Porous Media Res Lab, Manhattan, KS 66506 USA
Kurths, Juergen
[2
,3
]
机构:
[1] Kansas State Univ, Dept Geol, Porous Media Res Lab, Manhattan, KS 66506 USA
Analyzing the complex behavior of extreme precipitation events (EPEs) is essential to better understand the effect of climate change on surface and subsurface water resources and forecast extreme hydrologic events. In this study, we applied complex network theory to analyze precipitation data in the contiguous United States (CONUS) and investigate synchronization patterns of EPEs across the nation. We constructed the complex network of EPEs using the CPC database, including the precipitation time series available at 3,276 grid points all over the CONUS. To compute the level of similarity between any two grid points, we analyzed their EPE series using two methods: (i) event synchronization (ES) and (ii) time warp edit distance (TWED). The constructed precipitation networks (PNs) for the summer and winter seasons were analyzed, and network measures i.e., degree centrality (DC), partial degree (PD), and mean geographic distance (MGD) were determined. By analyzing the precipitation data from 1979 to 2021, we found that the number of EPEs in the CONUS has been increasing over the past four decades with similar slopes in the summer and winter seasons. We also observed both local and regional connections as well as teleconnections demonstrating EPE synchronizations across scales. Results of the network measures revealed important geographic locations in terms of their connection patterns to other locations for both seasons. Using the Louvain method, we detected seven communities in the network for the summer season and five for the winter season by means of the ES. Similar results were obtained using the TWED.
机构:
Bank England, London, England
UCL, Dept Comp Sci, London, EnglandBank England, London, England
Bardoscia, Marco
Barucca, Paolo
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机构:
UCL, Dept Comp Sci, London, EnglandBank England, London, England
Barucca, Paolo
Battiston, Stefano
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机构:
Univ Zurich, Dept Banking & Finance, Zurich, Switzerland
Ca Foscari Univ Venice, Dept Econ, Venice, ItalyBank England, London, England
Battiston, Stefano
Caccioli, Fabio
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机构:
UCL, Dept Comp Sci, London, England
London Sch Econ & Polit Sci, System Risk Ctr, London, England
London Math Lab, London, EnglandBank England, London, England
Caccioli, Fabio
Cimini, Giulio
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机构:
Univ Roma Tor Vergata, Dept Phys, Rome, Italy
Univ Roma Tor Vergata, INFN, Rome, Italy
IMT Sch Adv Studies, Networks Unit, Lucca, Italy
CNR, Inst Complex Syst, Rome, ItalyBank England, London, England
Cimini, Giulio
Garlaschelli, Diego
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机构:
IMT Sch Adv Studies, Networks Unit, Lucca, Italy
Leiden Univ, Lorentz Inst Theoret Phys, Leiden, NetherlandsBank England, London, England
Garlaschelli, Diego
Saracco, Fabio
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机构:
IMT Sch Adv Studies, Networks Unit, Lucca, ItalyBank England, London, England
Saracco, Fabio
Squartini, Tiziano
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机构:
IMT Sch Adv Studies, Networks Unit, Lucca, ItalyBank England, London, England
Squartini, Tiziano
Caldarelli, Guido
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h-index: 0
机构:
Ca Foscari Univ Venice, Dept Mol Sci & Nanosyst, Venice, Italy
Ca Foscari Univ Venice, European Ctr Living Technol, Venice, Italy
London Inst Math Sci, London, England
CNR, Unit Sapienza ISC, Rome, ItalyBank England, London, England
机构:
European Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, ItalyEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
Beck, Hylke E.
van Dijk, Albert I. J. M.
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机构:
Australian Natl Univ, Fenner Sch Environm & Soc, Canberra, ACT, AustraliaEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
van Dijk, Albert I. J. M.
Levizzani, Vincenzo
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机构:
Natl Res Council Italy, Inst Atmospher Sci & Climate CNR ISAC, Bologna, ItalyEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
Levizzani, Vincenzo
Schellekens, Jaap
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h-index: 0
机构:
Deltares, Inland Water Syst Unit, Delft, NetherlandsEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
Schellekens, Jaap
Miralles, Diego G.
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机构:
Univ Ghent, Lab Hydrol & Water Management, Ghent, Belgium
Vrije Univ Amsterdam, Dept Earth Sci, Amsterdam, NetherlandsEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
Miralles, Diego G.
Martens, Brecht
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机构:
Univ Ghent, Lab Hydrol & Water Management, Ghent, BelgiumEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
Martens, Brecht
de Roo, Ad
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机构:
European Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, ItalyEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
机构:
Bank England, London, England
UCL, Dept Comp Sci, London, EnglandBank England, London, England
Bardoscia, Marco
Barucca, Paolo
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机构:
UCL, Dept Comp Sci, London, EnglandBank England, London, England
Barucca, Paolo
Battiston, Stefano
论文数: 0引用数: 0
h-index: 0
机构:
Univ Zurich, Dept Banking & Finance, Zurich, Switzerland
Ca Foscari Univ Venice, Dept Econ, Venice, ItalyBank England, London, England
Battiston, Stefano
Caccioli, Fabio
论文数: 0引用数: 0
h-index: 0
机构:
UCL, Dept Comp Sci, London, England
London Sch Econ & Polit Sci, System Risk Ctr, London, England
London Math Lab, London, EnglandBank England, London, England
Caccioli, Fabio
Cimini, Giulio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma Tor Vergata, Dept Phys, Rome, Italy
Univ Roma Tor Vergata, INFN, Rome, Italy
IMT Sch Adv Studies, Networks Unit, Lucca, Italy
CNR, Inst Complex Syst, Rome, ItalyBank England, London, England
Cimini, Giulio
Garlaschelli, Diego
论文数: 0引用数: 0
h-index: 0
机构:
IMT Sch Adv Studies, Networks Unit, Lucca, Italy
Leiden Univ, Lorentz Inst Theoret Phys, Leiden, NetherlandsBank England, London, England
Garlaschelli, Diego
Saracco, Fabio
论文数: 0引用数: 0
h-index: 0
机构:
IMT Sch Adv Studies, Networks Unit, Lucca, ItalyBank England, London, England
Saracco, Fabio
Squartini, Tiziano
论文数: 0引用数: 0
h-index: 0
机构:
IMT Sch Adv Studies, Networks Unit, Lucca, ItalyBank England, London, England
Squartini, Tiziano
Caldarelli, Guido
论文数: 0引用数: 0
h-index: 0
机构:
Ca Foscari Univ Venice, Dept Mol Sci & Nanosyst, Venice, Italy
Ca Foscari Univ Venice, European Ctr Living Technol, Venice, Italy
London Inst Math Sci, London, England
CNR, Unit Sapienza ISC, Rome, ItalyBank England, London, England
机构:
European Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, ItalyEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
Beck, Hylke E.
van Dijk, Albert I. J. M.
论文数: 0引用数: 0
h-index: 0
机构:
Australian Natl Univ, Fenner Sch Environm & Soc, Canberra, ACT, AustraliaEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
van Dijk, Albert I. J. M.
Levizzani, Vincenzo
论文数: 0引用数: 0
h-index: 0
机构:
Natl Res Council Italy, Inst Atmospher Sci & Climate CNR ISAC, Bologna, ItalyEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
Levizzani, Vincenzo
Schellekens, Jaap
论文数: 0引用数: 0
h-index: 0
机构:
Deltares, Inland Water Syst Unit, Delft, NetherlandsEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
Schellekens, Jaap
Miralles, Diego G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Ghent, Lab Hydrol & Water Management, Ghent, Belgium
Vrije Univ Amsterdam, Dept Earth Sci, Amsterdam, NetherlandsEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
Miralles, Diego G.
Martens, Brecht
论文数: 0引用数: 0
h-index: 0
机构:
Univ Ghent, Lab Hydrol & Water Management, Ghent, BelgiumEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy
Martens, Brecht
de Roo, Ad
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, ItalyEuropean Commiss, Joint Res Ctr, Via Enrico Fermi 2749, I-21027 Ispra, VA, Italy