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A cluster analysis of cold-season atmospheric river tracks over the North Atlantic and their linkages to extreme precipitation and winds

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Abstract

Using reanalysis and high-resolution ensemble simulations, we characterize cold season (December−March) North Atlantic (NA) atmospheric river (AR) tracks by grouping them into four distinct clusters; then for each cluster, we link the year-to-year variations in track count to large-scale climate variability and examine the climatological effects of the cluster on extreme precipitation and winds. The four clusters share similar prevailing AR track orientation, but differ in AR genesis locations and dominate over different regions. Cluster 1, with the longest average track of the four clusters, originates near the U.S. East Coast during La Niña and positive North Atlantic Oscillation (NAO) years and produces extreme precipitation and winds primarily over the eastern coast of North America. Cluster 2, which is weak in intensity and short-lived, forms north of 30°N of the open ocean during positive NAO years and contributes to more than 25% of the precipitation and wind extremes along the coasts of Northwestern Europe. Cluster 3, with the strongest intensity and longest duration among the four clusters, is generated surrounding the Gulf of Mexico during El Niño and negative NAO years and produces respectively more than 50% and 40% of the extreme precipitation and wind events over the eastern U.S. Cluster 4, the smallest and weakest among the four clusters, is favored under negative NAO conditions and generates roughly 25% of the extreme precipitation and winds along the coast of the Iberian Peninsula. The similarities and discrepancies between reanalysis and model simulations and among different member simulations are also discussed.

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References

  • Bales RC, Molotch NP, Painter TH, Dettinger MD, Rice R, Dozier J (2006) Mountain hydrology of the western United States. Water Resour Res 42. https://doi.org/10.1029/2005WR004387

  • Bao JW, Michelson SA, Neiman PJ, Ralph FM, Wilczak JM (2006) Interpretation of Enhanced Integrated Water Vapor Bands Associated with Extratropical Cyclones: Their Formation and Connection to Tropical Moisture. Mon Weather Rev 134:1063–1080. doi:https://doi.org/10.1175/MWR3123.1

    Article  Google Scholar 

  • Barth NA, Villarini G, Nayak MA, White K (2017) Mixed populations and annual flood frequency estimates in the western United States: The role of atmospheric rivers. Water Resour Res 53:257–269

    Article  Google Scholar 

  • Brands S, Gutiérrez JM, San-Martín D (2017) Twentieth-century atmospheric river activity along the west coasts of Europe and North America: algorithm formulation, reanalysis uncertainty and links to atmospheric circulation patterns. Clim Dyn 48:2771–2795

    Article  Google Scholar 

  • Camargo SJ, Robertson AW, Gaffney SJ, Smyth P, Ghil M (2007) Cluster analysis of typhoon tracks. Part I: General properties. J Clim 20:3635–3653

    Article  Google Scholar 

  • Cordeira JM, Stock J, Dettinger MD, Young AM, Kalansky JF, Ralph FM (2019) A 142-year climatology of northern California landslides and atmospheric rivers. Bull Amer Meteor Soc 100:1499–1509

    Article  Google Scholar 

  • Corringham TW, Ralph FM, Gershunov A, Cayan DR, Talbot CA (2019) Atmospheric rivers drive flood damages in the western United States. Sci Adv 5:eaax4631

    Article  Google Scholar 

  • Czaja A, Frankignoul C (1999) Influence of the North Atlantic SST on the atmospheric circulation. Geophys Res Lett 26:2969–2972. doi:https://doi.org/10.1029/1999gl900613

    Article  Google Scholar 

  • Dettinger MD (2011) Climate Change, Atmospheric Rivers, and Floods in California – A Multimodel Analysis of Storm Frequency and Magnitude Changes. J Am Water Resour Assoc 47:514–523. doi:https://doi.org/10.1111/j.1752-1688.2011.00546.x

    Article  Google Scholar 

  • Dettinger MD (2013) Atmospheric rivers as drought busters on the US West Coast. J Hydrometeor 14:1721–1732

    Article  Google Scholar 

  • Eiras-Barca J, Brands S, Miguez‐Macho G (2016) Seasonal variations in North Atlantic atmospheric river activity and associations with anomalous precipitation over the Iberian Atlantic Margin. J Geophys Res Atm 121:931–948

    Article  Google Scholar 

  • Gaffney SJ, Robertson AW, Smyth P, Camargo SJ, Ghil M (2007) Probabilistic clustering of extratropical cyclones using regression mixture models. Clim Dyn 29:423–440

    Article  Google Scholar 

  • Gershunov A, Shulgina T, Ralph FM, Lavers DA, Rutz JJ (2017) Assessing the climate-scale variability of atmospheric rivers affecting western North America. Geophys Res Lett 44:7900–7908

    Article  Google Scholar 

  • Guan B, Molotch NP, Waliser DE, Fetzer EJ, Neiman PJ (2010) Extreme snowfall events linked to atmospheric rivers and surface air temperature via satellite measurements. Geophys Res Lett 37. https://doi.org/10.1029/2010GL044696

  • Guan B, Molotch NP, Waliser DE, Fetzer EJ, Neiman PJ (2013) The 2010/2011 snow season in California’s Sierra Nevada: Role of atmospheric rivers and modes of large-scale variability. Water Resour Res 49:6731–6743. https://doi.org/10.1002/wrcr.20537

    Article  Google Scholar 

  • Guan B, Waliser DE (2019) Tracking Atmospheric Rivers Globally: Spatial Distributions and Temporal Evolution of Life Cycle Characteristics. J Geophys Res Atm 124:12523–12552

    Article  Google Scholar 

  • Guirguis K, Gershunov A, Shulgina T, Clemesha RES, Ralph FM (2019) Atmospheric rivers impacting Northern California and their modulation by a variable climate. Clim Dyn 52:6569–6583. doi:https://doi.org/10.1007/s00382-018-4532-5

    Article  Google Scholar 

  • Handwerger AL, Huang M-H, Fielding EJ, Booth AM, Bürgmann R (2019) A shift from drought to extreme rainfall drives a stable landslide to catastrophic failure. Sci Rep 9:1569. doi:https://doi.org/10.1038/s41598-018-38300-0

    Article  Google Scholar 

  • Highland L (2004) Landslide types and processes. https://pubs.usgs.gov/fs/2004/3072/fs-2004-3072.html

  • Hoskins BJ, James IN, White GH (1983) The shape, propagation and mean-flow interaction of large-scale weather systems. J Atmos Sci 40:1595–1612

    Article  Google Scholar 

  • Hu Z-Z, Kumar A, Huang B, Xue Y, Wang W, Jha B (2011) Persistent Atmospheric and Oceanic Anomalies in the North Atlantic from Summer 2009 to Summer 2010. J Clim 24:5812–5830. doi:https://doi.org/10.1175/2011JCLI4213.1

    Article  Google Scholar 

  • Kamae Y, Mei W, Xie S-P (2017a) Climatological Relationship between Warm Season Atmospheric Rivers and Heavy Rainfall over East Asia. J Meteorological Soc Japan Ser II 95:411–431. doi:https://doi.org/10.2151/jmsj.2017-027

    Article  Google Scholar 

  • Kamae Y, Mei W, Xie S-P (2019) Ocean warming pattern effects on future changes in East Asian atmospheric rivers. Environ Res Lett 14:054019. doi:https://doi.org/10.1088/1748-9326/ab128a

    Article  Google Scholar 

  • Kamae Y, Mei W, Xie S-P, Naoi M, Ueda H (2017b) Atmospheric rivers over the Northwestern Pacific: Climatology and interannual variability. J Clim 30:5605–5619. doi:https://doi.org/10.1175/JCLI-D-16-0875.1

    Article  Google Scholar 

  • Kamae Y, Imada Y, Kawase H, Mei W (2021) Atmospheric Rivers Bring More Frequent and Intense Extreme Rainfall Events Over East Asia Under Global Warming. Geophysical Research Letters 48(24) 10.1029/2021GL096030

  • Khouakhi A, Villarini G (2016) On the relationship between atmospheric rivers and high sea water levels along the US West Coast. Geophys Res Lett 43:8815–8822

    Article  Google Scholar 

  • Kim H-M, Zhou Y, Alexander MA (2019) Changes in atmospheric rivers and moisture transport over the Northeast Pacific and western North America in response to ENSO diversity. Clim Dyn 52:7375–7388

    Article  Google Scholar 

  • Lavers DA, Ralph FM, Waliser DE, Gershunov A, Dettinger MD (2015) Climate change intensification of horizontal water vapor transport in CMIP5. Geophys Res Lett 42:5617–5625. https://doi.org/10.1002/2015GL064672

    Article  Google Scholar 

  • Lavers DA, Allan RP, Wood EF, Villarini G, Brayshaw DJ, Wade AJ (2011) Winter floods in Britain are connected to atmospheric rivers. Geophys Res Lett 38: L23803, doi:https://doi.org/10.1029/2011GL049783

  • Lavers DA, Villarini G (2013a) Atmospheric Rivers and Flooding over the Central United States. J Clim 26:7829–7836. doi:https://doi.org/10.1175/JCLI-D-13-00212.1

    Article  Google Scholar 

  • Lavers DA, Villarini G (2013b) The nexus between atmospheric rivers and extreme precipitation across Europe. Geophys Res Lett 40:3259–3264

    Article  Google Scholar 

  • Lavers DA, Villarini G, Allan RP, Wood EF, Wade AJ (2012) The detection of atmospheric rivers in atmospheric reanalyses and their links to British winter floods and the large-scale climatic circulation. J Geophys Res Atm 117: D20106, doi:https://doi.org/10.1029/2012JD018027

  • Leung LR, Qian Y (2009) Atmospheric rivers induced heavy precipitation and flooding in the western US simulated by the WRF regional climate model. Geophys Res Lett 36: L03820, doi:https://doi.org/10.1029/2008GL036445

  • Li C, Mei W, Kamae Y (2021a) Variability and predictability of cold-season North Atlantic atmospheric river occurrence frequency in a set of high-resolution atmospheric simulations. Clim Dyn. https://doi.org/10.1007/s00382-021-06017-y

    Article  Google Scholar 

  • Li C et al (2021b) Augmentation and Use of WRF-Hydro to Simulate Overland Flow- and Streamflow-Generated Debris Flow Hazards in Burn Scars. Nat Hazards Earth Syst Sci Discuss 2021:1–47. doi:https://doi.org/10.5194/nhess-2021-345

    Article  Google Scholar 

  • Lora JM, Shields CA, Rutz JJ (2020) Consensus and Disagreement in Atmospheric River Detection. ARTMIP Global Catalogues 47. https://doi.org/10.1029/2020GL089302

  • Mahoney K et al (2016) Understanding the Role of Atmospheric Rivers in Heavy Precipitation in the Southeast United States. Mon Weather Rev 144:1617–1632. doi:https://doi.org/10.1175/MWR-D-15-0279.1

    Article  Google Scholar 

  • Mei W, Xie S-P (2016) Intensification of landfalling typhoons over the northwest Pacific since the late 1970s. Nat Geosci 9:753–757. doi:https://doi.org/10.1038/ngeo2792

    Article  Google Scholar 

  • Mizuta R et al (2017) Over 5,000 years of ensemble future climate simulations by 60-km global and 20-km regional atmospheric models. Bull Amer Meteor Soc 98:1383–1398

    Article  Google Scholar 

  • Moore BJ, Neiman PJ, Ralph FM, Barthold FE (2012) Physical Processes Associated with Heavy Flooding Rainfall in Nashville, Tennessee, and Vicinity during 1–2 May 2010: The Role of an Atmospheric River and Mesoscale Convective Systems*. Mon Weather Rev 140:358–378. doi:https://doi.org/10.1175/MWR-D-11-00126.1

    Article  Google Scholar 

  • Mundhenk BD, Barnes EA, Maloney ED (2016) All-season climatology and variability of atmospheric river frequencies over the North Pacific. J Clim 29:4885–4903

    Article  Google Scholar 

  • Naoi M, Kamae Y, Ueda H, Mei W (2020) Impacts of Seasonal Transitions of ENSO on Atmospheric River Activity over East Asia. J Meteorological Soc Japan Ser II 98: 655−668. doi:https://doi.org/10.2151/jmsj.2020-027

    Article  Google Scholar 

  • Neiman PJ, Ralph FM, Moore BJ, Hughes M, Mahoney KM, Cordeira JM, Dettinger MD (2013) The Landfall and Inland Penetration of a Flood-Producing Atmospheric River in Arizona. Part I: Observed Synoptic-Scale, Orographic, and Hydrometeorological Characteristics. J Hydrometeor 14:460–484. doi:https://doi.org/10.1175/JHM-D-12-0101.1

    Article  Google Scholar 

  • Neiman PJ, Ralph FM, Wick GA, Lundquist JD, Dettinger MD (2008b) Meteorological characteristics and overland precipitation impacts of atmospheric rivers affecting the West Coast of North America based on eight years of SSM/I satellite observations. J Hydrometeor 9:22–47

    Article  Google Scholar 

  • Neiman PJ, Schick LJ, Ralph FM, Hughes M, Wick GA (2011) Flooding in western Washington: The connection to atmospheric rivers. J Hydrometeor 12:1337–1358

    Article  Google Scholar 

  • Orlanski I (1998) Poleward deflection of storm tracks. J Atmos Sci 55:2577–2602

    Article  Google Scholar 

  • Pasquier JT, Pfahl S, Grams CM (2019) Modulation of Atmospheric River Occurrence and Associated Precipitation Extremes in the North Atlantic Region by. Eur Weather Regimes 46:1014–1023. doi:https://doi.org/10.1029/2018GL081194

    Article  Google Scholar 

  • Payne AE, Magnusdottir G (2014) Dynamics of Landfalling Atmospheric Rivers over the North Pacific in 30 Years of MERRA Reanalysis. J Clim 27:7133–7150. doi:https://doi.org/10.1175/JCLI-D-14-00034.1

    Article  Google Scholar 

  • Payne AE et al (2020) Responses and impacts of atmospheric rivers to climate change. Nat Reviews Earth Environ 1:143–157. doi:https://doi.org/10.1038/s43017-020-0030-5

    Article  Google Scholar 

  • Ralph FM, Dettinger MD (2012) Historical and National Perspectives on Extreme West Coast Precipitation Associated with Atmospheric Rivers during December 2010. Bull Amer Meteor Soc 93:783–790. doi:https://doi.org/10.1175/BAMS-D-11-00188.1

    Article  Google Scholar 

  • Ralph FM, Neiman PJ, Kiladis GN, Weickmann K, Reynolds DWJMWR (2011) A multi-scale observational case study of a Pacific atmospheric river exhibiting tropical-extratropical connections and a mesoscale frontal wave. Mon Wea Rev 39: 1169–1189. doi:https://doi.org/10.1175/2010MWR3596.1

  • Ralph FM, Neiman PJ, Wick GA, Gutman SI, Dettinger MD, Cayan DR, White AB (2006) Flooding on California’s Russian River: Role of atmospheric rivers. Geophys Res Lett 33: L13801, doi:https://doi.org/10.1029/2006GL026689

  • Ralph FM et al (2019) A scale to characterize the strength and impacts of atmospheric rivers. Bull Amer Meteor Soc 100:269–289

    Article  Google Scholar 

  • Ramos AM, Nieto R, Tomé R, Gimeno L, Trigo RM, Liberato MLR, Lavers DA (2016) Atmospheric rivers moisture sources from a Lagrangian perspective. Earth Syst Dynam 7:371–384. doi:https://doi.org/10.5194/esd-7-371-2016

    Article  Google Scholar 

  • Ramos AM, Trigo RM, Liberato ML, Tomé R (2015) Daily precipitation extreme events in the Iberian Peninsula and its association with atmospheric rivers. J Hydrometeor 16:579–597

    Article  Google Scholar 

  • Ridder N, De Vries H, Drijfhout S (2018) The role of atmospheric rivers in compound events consisting of heavy precipitation and high storm surges along the Dutch coast. Nat Hazards Earth Syst Sci 18:3311–3326

    Article  Google Scholar 

  • Rutz JJ et al (2019) The atmospheric river tracking method intercomparison project (ARTMIP): quantifying uncertainties in atmospheric river climatology. J Geophys Res Atm 124:13777–13802

    Article  Google Scholar 

  • Rutz JJ, Steenburgh WJ, Ralph FM (2015) The Inland Penetration of Atmospheric Rivers over Western North America: A Lagrangian Analysis. Mon Weather Rev 143:1924–1944. doi:https://doi.org/10.1175/MWR-D-14-00288.1

    Article  Google Scholar 

  • Ryoo J-M, Waliser DE, Waugh DW, Wong S, Fetzer EJ, Fung I (2015) Classification of atmospheric river events on the U.S. West Coast using a trajectory model. J Geophys Res Atm 120:3007–3028. https://doi.org/10.1002/2014JD022023

    Article  Google Scholar 

  • Ryu Y, Moon H, Kim J, Kim T-J, Boo K-O, Guan B, Kamae Y, Mei W, Park C, Son S-W, Byun Y-H (2021) A multi-inventory ensemble analysis of the effects of atmospheric rivers on precipitation and streamflow in the Namgang-dam basin in Korea. Water Resour Res 57. https://doi.org/10.1029/2021WR030058

  • Schär C et al (2016) Percentile indices for assessing changes in heavy precipitation events. Clim Change 137:201–216. doi:https://doi.org/10.1007/s10584-016-1669-2

    Article  Google Scholar 

  • Sellars SL, Kawzenuk B, Nguyen P, Ralph FM, Sorooshian S (2017) Genesis, Pathways, and Terminations of Intense Global Water Vapor Transport in Association with Large-Scale Climate Patterns. Geophys Res Lett 44:12465–412475. doi:https://doi.org/10.1002/2017GL075495

    Article  Google Scholar 

  • Shields CA et al (2018) Atmospheric river tracking method intercomparison project (ARTMIP): project goals and experimental design. Geosci Model Dev 11: 2455–2474. doi:https://doi.org/10.5194/gmd-11-2455-2018

  • Sodemann H, Stohl A (2013) Moisture Origin and Meridional Transport in Atmospheric Rivers and Their Association with Multiple Cyclones. Mon Weather Rev 141:2850–2868. doi:https://doi.org/10.1175/MWR-D-12-00256.1

    Article  Google Scholar 

  • Stohl A, Forster C, Sodemann H (2008) Remote sources of water vapor forming precipitation on the Norwegian west coast at 60°N–a tale of hurricanes and an atmospheric river. J Geophys Res Atm 113. doi:https://doi.org/10.1029/2007JD009006

  • Tan Y, Zwiers F, Yang S, Li C, Deng K (2020) The Role of Circulation and Its Changes in Present and Future Atmospheric Rivers over Western North America. J Clim 33:1261–1281

    Article  Google Scholar 

  • Waliser D, Guan B (2017) Extreme winds and precipitation during landfall of atmospheric rivers. Nat Geosci 10:179–183

    Article  Google Scholar 

  • Warner MD, Mass CF, Salathé EP Jr (2012) Wintertime Extreme Precipitation Events along the Pacific Northwest Coast: Climatology and Synoptic Evolution. Mon Weather Rev 140:2021–2043. doi:https://doi.org/10.1175/MWR-D-11-00197.1

    Article  Google Scholar 

  • Xu G, Ma X, Chang P, Wang L (2020) Image-processing-based atmospheric river tracking method version 1 (IPART-1). Geosci Model Dev 13:4639–4662. doi:https://doi.org/10.5194/gmd-13-4639-2020

    Article  Google Scholar 

  • Zhang W, Villarini G (2018) Uncovering the role of the East Asian jet stream and heterogeneities in atmospheric rivers affecting the western United States. Proc Nat Acad Sci USA 115:891–896. doi:https://doi.org/10.1073/pnas.1717883115

    Article  Google Scholar 

  • Zhao M (2020) Simulations of Atmospheric Rivers, Their Variability, and Response to Global Warming Using GFDL’s New High-Resolution General Circulation. Model J Climate 33:10287–10303. doi:https://doi.org/10.1175/JCLI-D-20-0241.1

    Article  Google Scholar 

  • Zhao M (2021) A study of AR-, TS-, and MCS-associated precipitation and extreme precipitation in present and warmer climates. J Clim 34:479–497. doi:https://doi.org/10.1175/JCLI-D-21-0145.1

    Article  Google Scholar 

  • Zhou Y, O’Brien TA, Ullrich PA, Collins WD, Patricola CM, Rhoades AM (2021) Uncertainties in Atmospheric River Lifecycles by Detection Algorithms: Climatology and Variability. J Geophys Res Atm 126:e2020JD033711. doi:https://doi.org/10.1029/2020JD033711

    Article  Google Scholar 

  • Zhou Y, Kim H (2019) Impact of Distinct Origin Locations on the Life Cycles of Landfalling Atmospheric Rivers Over the U.S. West Coast. J Geophys Res Atm 124:11897–11909. doi:https://doi.org/10.1029/2019JD031218

    Article  Google Scholar 

  • Zhou Y, Kim H, Guan B (2018) Life Cycle of Atmospheric Rivers: Identification and Climatological Characteristics. J Geophys Res Atm 123 :12,715 – 712,725. https://doi.org/10.1029/2018JD029180

  • Zhu Y, Newell RE (1994) Atmospheric rivers and bombs. Geophys Res Lett 21:1999–2002. doi:https://doi.org/10.1029/94gl01710

    Article  Google Scholar 

  • Zhu Y, Newell RE (1998) A proposed algorithm for moisture fluxes from atmospheric rivers. Mon Weather Rev 126:725–735

    Article  Google Scholar 

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Acknowledgements

This work was supported by the Department of Homeland Security’s Coastal Resilience Center of Excellence and a startup fund from the University of North Carolina at Chapel Hill (W.M.). This study used d4PDF produced with the Earth Simulator jointly by science programs (SOUSEI, TOUGOU, SI-CAT, DIAS) of the Ministry of Education, Culture, Sports, Science and Technology (MEXT), Japan.

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  1. Department of Earth, Marine and Environmental Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA

    Chuxuan Li & Wei Mei

  2. Faculty of Life and Environmental Sciences, University of Tsukuba, Tsukuba, Japan

    Youichi Kamae

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  1. Chuxuan Li
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Li, C., Mei, W. & Kamae, Y. A cluster analysis of cold-season atmospheric river tracks over the North Atlantic and their linkages to extreme precipitation and winds. Clim Dyn 60, 201–212 (2023). https://doi.org/10.1007/s00382-022-06297-y

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