Abstract
This paper investigates the combined influence of the preceding August-September-October (ASO) tropical cyclones (TCs) over the Western North Pacific (WNP) and El Niño on the following spring sea ice in the Beaufort Sea. We find that during El Niño years, the preceding enhanced ASO accumulated cyclone energy (ACE) from the WNP TCs activity contributes to the reduction of sea ice in the Beaufort Sea in the following spring. This phenomenon is attributable to the amplifying effect of preceding positive ASO ACE anomalies over the WNP on the subsequent El Niño intensity. The enhanced El Niño could trigger a poleward-propagating Rossby wave train, leading to an overall northward PNA-like positive circulation anomaly, including an anticyclonic circulation anomaly over the Beaufort Sea which can persist into the following spring. This, in turn, induces positive surface air temperature anomalies in the region, accelerating sea ice melt. Additionally, the above anomalous circulation increases water vapor transport to the Beaufort Sea and in turn contributes to higher lower tropospheric humidity, further amplifying the warming over the region. Furthermore, the strengthening of the Beaufort High and deepening of the Aleutian Low alter the surface wind field, driving sea ice outflow from the area. Consequently, the following spring sea ice cover and thickness in the Beaufort Sea decrease, and summer sea ice melt accelerates. This discovery suggests that the preceding ASO TCs activities can be a novel predictor to predict spring sea ice in the Beaufort Sea.
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Data availability
The data that support the findings of this study are freely available. The IBTrACS data can be obtained from https://www.ncei.noaa.gov/products/international-best-track-archive. The HadISST dataset is available at https://www.metoffice.gov.uk/hadobs/hadisst. The OLR - Monthly CDR data can be obtained from https://www.ncei.noaa.gov/products/climate-data-records/outgoing-longwave-radiation-monthly. The ERA5 reanalysis data can be obtained from https://www.ecmwf.int/en/forecasts/dataset/ecmwf-reanalysis-v5. The sea ice concentration and motion data can be obtained from https://nsidc.org/data/nsidc-0051/versions/2 and https://nsidc.org/data/nsidc-0116/versions/4, respectively. The sea ice thickness data is available at https://psc.apl.uw.edu/research/projects/arctic-sea-ice-volume-anomaly/data.
References
Babb DG, Galley RJ, Barber DG, Rysgaard S (2016) Physical processes contributing to an ice free Beaufort Sea during September 2012. J Geophys Res Ocean 121:267–283. https://doi.org/10.1002/2015JC010756
Babb DG, Landy JC, Barber DG, Galley RJ (2019) Winter Sea Ice Export from the Beaufort Sea as a Preconditioning mechanism for enhanced summer melt: a case study of 2016. J Geophys Res Ocean 124:6575–6600. https://doi.org/10.1029/2019JC015053
Baggett C, Lee S (2015) Arctic warming Induced by Tropically Forced Tapping of Available Potential Energy and the role of the planetary-scale waves. J Atmos Sci 72:1562–1568. https://doi.org/10.1175/JAS-D-14-0334.1
Baggett C, Lee S, Feldstein S (2016) An investigation of the Presence of Atmospheric Rivers over the North Pacific during Planetary-Scale Wave Life cycles and their role in Arctic warming. J Atmos Sci 73:4329–4347. https://doi.org/10.1175/JAS-D-16-0033.1
Baxter I, Ding Q, Schweiger A et al (2019) How Tropical Pacific Surface cooling contributed to Accelerated Sea Ice Melt from 2007 to 2012 as ice is thinned by anthropogenic forcing. J clim 32:8583–8602. https://doi.org/10.1175/JCLI-D-18-0783.1
Bell GD, Halpert MS, Schnell RC et al (2000) Climate Assessment for 1999. Bull Am Meteorol Soc 81:1328–1328. https://doi.org/10.1175/1520-0477(2000)081<1328:CAF>2.3.CO;2
Bi H, Liang Y, Chen X (2023) Distinct role of a Spring Atmospheric circulation Mode in the Arctic Sea Ice decline in summer. J Geophys Res Atmos 128. https://doi.org/10.1029/2022JD037477. e2022JD037477
Blanchard-Wrigglesworth E, Bushuk M, Massonnet F et al (2023) Forecast Skill of the Arctic Sea Ice Outlook 2008–2022. Geophys Res Lett 50. https://doi.org/10.1029/2022GL102531. :e2022GL102531
Boisvert LN, Stroeve JC (2015) The Arctic is becoming warmer and wetter as revealed by the Atmospheric Infrared Sounder. Geophys Res Lett 42:4439–4446. https://doi.org/10.1002/2015GL063775
Bonan DB, Blanchard-Wrigglesworth E (2020) Nonstationary Teleconnection between the Pacific Ocean and Arctic Sea Ice. Geophys Res Lett 47. https://doi.org/10.1029/2019GL085666. e2019GL085666
Bonan DB, Bushuk M, Winton M (2019) A Spring Barrier for Regional predictions of summer Arctic Sea Ice. Geophys Res Lett 46:5937–5947. https://doi.org/10.1029/2019GL082947
Bushuk M, Msadek R, Winton M et al (2019) Regional Arctic sea–ice prediction: potential versus operational seasonal forecast skill. Clim Dyn 52:2721–2743. https://doi.org/10.1007/s00382-018-4288-y
Bushuk M, Winton M, Bonan DB et al (2020) A mechanism for the Arctic Sea Ice Spring Predictability Barrier. Geophys Res Lett 47. https://doi.org/10.1029/2020GL088335. e2020GL088335
Camargo SJ, Sobel AH (2005) Western North Pacific Tropical Cyclone Intensity and ENSO. J clim 18:2996–3006. https://doi.org/10.1175/JCLI3457.1
Cavalieri DJ, Parkinson CL (2012) Arctic sea ice variability and trends, 1979–2010. Cryosphere 6:881–889. https://doi.org/10.5194/tc-6-881-2012
Clancy R, Bitz C, Blanchard-Wrigglesworth E (2021) The influence of ENSO on Arctic Sea ice in large ensembles and observations. J clim 34:9585–9604. https://doi.org/10.1175/JCLI-D-20-0958.1
Deng Y, Park T-W, Cai M (2012) Process-based decomposition of the global surface temperature response to El Niño in Boreal Winter. J Atmos Sci 69:1706–1712. https://doi.org/10.1175/JAS-D-12-023.1
DiGirolamo NE, Parkinson CL, Cavalieri DJ et al (2022) Sea Ice Concentrations from Nimbus-7 SMMR and DMSP SSM/I-SSMIS Passive Microwave Data, Version 2. Boulder, Colorado USA. NASA National Snow and Ice Data Center Distributed Active Archive Center. https://doi.org/10.5067/MPYG15WAA4WX
Ding Q, Wallace JM, Battisti DS et al (2014) Tropical forcing of the recent rapid Arctic warming in northeastern Canada and Greenland. Nature 509:209–212. https://doi.org/10.1038/nature13260
Dirkson A, Merryfield WJ, Monahan A (2017) Impacts of Sea Ice thickness initialization on Seasonal Arctic Sea ice predictions. J clim 30:1001–1017. https://doi.org/10.1175/JCLI-D-16-0437.1
Doyle JG, Lesins G, Thackray CP et al (2011) Water vapor intrusions into the high Arctic during winter. Geophys Res Lett 38:L12806. https://doi.org/10.1029/2011GL047493
Dunn-Sigouin E, Li C, Kushner PJ (2021) Limited Influence of Localized Tropical Sea-Surface Temperatures on Moisture Transport into the Arctic. Geophys Res Lett 48. https://doi.org/10.1029/2020GL091540. :e2020GL091540
Galley RJ, Else BGT, Prinsenberg SJ et al (2013) Summer Sea Ice Concentration, Motion, and Thickness Near Areas of Proposed Offshore Oil and Gas Development in the Canadian Beaufort Sea – 2009. Arctic 66:105–116. https://doi.org/10.14430/arctic4270
Galley RJ, Babb D, Ogi M et al (2016) Replacement of multiyear sea ice and changes in the open water season duration in the Beaufort Sea since 2004. J Geophys Res Oceans 121:1806–1823. https://doi.org/10.1002/2015JC011583
Gong T, Feldstein S, Lee S (2017) The role of Downward Infrared Radiation in the recent Arctic Winter warming Trend. J Clim 30:4937–4949. https://doi.org/10.1175/JCLI-D-16-0180.1
He Z, Wu R (2014) Indo-Pacific remote forcing in summer rainfall variability over the South China Sea. Clim Dyn 42:2323–2337. https://doi.org/10.1007/s00382-014-2123-7
Holton JR, Hakim GJ (2013) An Introduction to Dynamic Meteorology. 5th ed. Academic Press. https://doi.org/10.1016/C2009-0-63394-8
Hoskins BJ, Karoly DJ (1981) The steady Linear response of a spherical atmosphere to Thermal and Orographic forcing. J Atmos Sci 38:1179–1196. https://doi.org/10.1175/1520-0469(1981)038<1179:TSLROA>2.0.CO;2
Howell SEL, Brady M, Derksen C, Kelly REJ (2016) Recent changes in sea ice area flux through the Beaufort Sea during the summer. J Geophys Res Ocean 121:2659–2672. https://doi.org/10.1002/2015JC011464
Hu C, Yang S, Wu Q et al (2016) Shifting El Niño inhibits summer Arctic warming and Arctic sea-ice melting over the Canada Basin. Nat Commun 7:11721. https://doi.org/10.1038/ncomms11721
Huang Y, Chou G, Xie Y, Soulard N (2019) Radiative Control of the Interannual variability of Arctic Sea Ice. Geophys Res Lett 46:9899–9908. https://doi.org/10.1029/2019GL084204
Jung T, Gordon ND, Bauer P et al (2016) Advancing Polar Prediction capabilities on Daily to Seasonal Time scales. Bull Am Meteorol Soc 97:1631–1647. https://doi.org/10.1175/BAMS-D-14-00246.1
Kapsch M-L, Graversen RG, Tjernström M (2013) Springtime atmospheric energy transport and the control of Arctic summer sea-ice extent. Nat Clim Change 3:744–748. https://doi.org/10.1038/nclimate1884
Keen RA (1982) The role of Cross-equatorial Tropical Cyclone pairs in the Southern Oscillation. Mon Weather Rev 110:1405–1416. https://doi.org/10.1175/1520-0493(1982)110<1405:TROCET>2.0.CO;2
Knapp KR, Kruk MC, Levinson DH et al (2010) The International Best Track Archive for Climate Stewardship (IBTrACS): Unifying Tropical Cyclone Data. Bull Am Meteorol Soc 91:363–376. https://doi.org/10.1175/2009BAMS2755.1
Knapp KR, Diamond HJ, Kossin JP et al (2018) International Best Track Archive for Climate Stewardship (IBTrACS) Project, Version 4. NOAA Natl Centers Environ Inform. https://doi.org/10.25921/82ty-9e16
Kwok R (2018) Arctic sea ice thickness, volume, and multiyear ice coverage: losses and coupled variability (1958–2018). Environ Res Lett 13:105005. https://doi.org/10.1088/1748-9326/aae3ec
Lee S (2012) Testing of the tropically excited Arctic warming mechanism (TEAM) with Traditional El Niño and La Niña. J clim 25:4015–4022. https://doi.org/10.1175/JCLI-D-12-00055.1
Lee H-T, Program NOAACDR (2018) NOAA Climate Data Record (CDR) of Monthly Outgoing Longwave Radiation (OLR), Version 2.7. NOAA National Centers for Environmental Information. https://doi.org/10.7289/V5W37TKD
Lee S, Gong T, Feldstein SB et al (2017) Revisiting the cause of the 1989–2009 Arctic Surface warming using the Surface Energy Budget: Downward Infrared Radiation dominates the surface fluxes. Geophys Res Lett 44:10654–10661. https://doi.org/10.1002/2017GL075375
Li Y, Li J, Jin FF, Zhao S (2015) Interhemispheric Propagation of Stationary Rossby Waves in a horizontally nonuniform background Flow. J Atmos Sci 72:3233–3256. https://doi.org/10.1175/JAS-D-14-0239.1
Li J, Zheng F, Sun C et al (2019a) Pathways of influence of the Northern Hemisphere mid-high latitudes on east Asian climate: a review. Adv Atmos Sci 36:902–921. https://doi.org/10.1007/s00376-019-8236-5
Li Z, Zhang W, Stuecker MF et al (2019b) Different effects of two ENSO types on Arctic Surface Temperature in Boreal Winter. J clim 32:4943–4961. https://doi.org/10.1175/JCLI-D-18-0761.1
Li Y, Feng J, Li J, Hu A (2019c) Equatorial Windows and barriers for Stationary Rossby Wave Propagation. J clim 32:6117–6135. https://doi.org/10.1175/JCLI-D-18-0722.1
Li J, Xie T, Tang X et al (2022) Influence of the NAO on Wintertime Surface Air temperature over East Asia: Multidecadal Variability and Decadal Prediction. Adv Atmos Sci 39:625–642. https://doi.org/10.1007/s00376-021-1075-1
Lian T, Chen D, Tang Y et al (2018) Linkage between Westerly wind bursts and Tropical cyclones. Geophys Res Lett 45 11,431–11,438. https://doi.org/10.1029/2018GL079745
Lighthill J (1978) Waves in fluids. Cambridge University Press, Cambridge, p 540
Liu T, Li J, Zheng F (2015) Influence of the Boreal Autumn Southern Annular Mode on Winter Precipitation over Land in the Northern Hemisphere. J clim 28:8825–8839. https://doi.org/10.1175/JCLI-D-14-00704.1
Liu Y, Key JR, Vavrus S, Woods C (2018) Time evolution of the Cloud response to moisture intrusions into the Arctic during Winter. J clim 31:9389–9405. https://doi.org/10.1175/JCLI-D-17-0896.1
Luo R, Ding QH, Wu ZW et al (2021) Summertime atmosphere-sea ice coupling in the Arctic simulated by CMIP5/6 models: importance of large-scale circulation. Clim Dyn 56:1467–1485. https://doi.org/10.1007/s00382-020-05543-5
Matveeva TA, Semenov VA (2022) Regional features of the Arctic Sea Ice Area changes in 2000–2019 versus 1979–1999 periods. Atmosphere 13:1434. https://doi.org/10.3390/atmos13091434
Meehl GA, Arblaster JM, Caron JM et al (2012) Monsoon regimes and processes in CCSM4. Part I: the Asian–Australian Monsoon. J clim 25:2583–2608. https://doi.org/10.1175/JCLI-D-11-00184.1
Melia N, Haines K, Hawkins E (2016) Sea ice decline and 21st century trans-Arctic shipping routes. Geophys Res Lett 43:9720–9728. https://doi.org/10.1002/2016GL069315
Mortin J, Svensson G, Graversen RG et al (2016) Melt onset over Arctic Sea ice controlled by atmospheric moisture transport. Geophys Res Lett 43:6636–6642. https://doi.org/10.1002/2016GL069330
Neale RB, Richter J, Park S et al (2013) The Mean Climate of the Community Atmosphere Model (CAM4) in forced SST and fully coupled experiments. J clim 26:5150–5168. https://doi.org/10.1175/JCLI-D-12-00236.1
Onarheim IH, Eldevik T, Smedsrud LH, Stroeve JC (2018) Seasonal and Regional Manifestation of Arctic Sea Ice loss. J clim 31:4917–4932. https://doi.org/10.1175/JCLI-D-17-0427.1
Parkinson CL (2014) Spatially mapped reductions in the length of the Arctic Sea ice season. Geophys Res Lett 41:4316–4322. https://doi.org/10.1002/2014GL060434
Petty AA, Hutchings JK, Richter-Menge JA, Tschudi MA (2016) Sea ice circulation around the Beaufort Gyre: the changing role of wind forcing and the sea ice state. J Geophys Res Ocean 121:3278–3296. https://doi.org/10.1002/2015JC010903
Schneider DP, Deser C, Fasullo J, Trenberth KE (2013) Climate Data Guide Spurs Discovery and understanding. Eos Trans AGU 94:121. https://doi.org/10.1002/2013EO130001
Serreze MC, Meier WN (2019) The Arctic’s sea ice cover: trends, variability, predictability, and comparisons to the Antarctic. Ann N Y Acad Sci 1436:36–53. https://doi.org/10.1111/nyas.13856
Shaman J, Samelson RM, Tziperman E (2012) Complex Wavenumber Rossby Wave Ray Tracing. J Atmos Sci 69:2112–2133. https://doi.org/10.1175/JAS-D-11-0193.1
Shi J, Qian W (2018) Asymmetry of two types of ENSO in the transition between the east Asian winter monsoon and the ensuing summer monsoon. Clim Dyn 51:3907–3926. https://doi.org/10.1007/s00382-018-4119-1
Sigmond M, Reader MC, Flato GM et al (2016) Skillful seasonal forecasts of Arctic Sea ice retreat and advance dates in a dynamical forecast system. Geophys Res Lett 43:12457–12465. https://doi.org/10.1002/2016GL071396
Smith LC, Stephenson SR (2013) New Trans-Arctic shipping routes navigable by midcentury. Proc Natl Acad Sci U S A 110:E1191–E1195. https://doi.org/10.1073/pnas.1214212110
Sriver RL, Huber M (2007) Observational evidence for an ocean heat pump induced by tropical cyclones. Nature 447:577–580. https://doi.org/10.1038/nature05785
Stammerjohn S, Massom R, Rind D, Martinson D (2012) Regions of rapid sea ice change: an inter-hemispheric seasonal comparison. Geophys Res Lett 39:2012GL050874. https://doi.org/10.1029/2012GL050874
Steele M, Dickinson S, Zhang J, Lindsay W R (2015) Seasonal ice loss in the Beaufort Sea: toward synchrony and prediction. J Geophys Res Ocean 120:1118–1132. https://doi.org/10.1002/2014JC010247
Stroeve J, Notz D (2018) Changing state of Arctic Sea ice across all seasons. Environ Res Lett 13:103001. https://doi.org/10.1088/1748-9326/aade56
Stroeve JC, Markus T, Boisvert L et al (2014) Changes in Arctic melt season and implications for sea ice loss. Geophys Res Lett 41:1216–1225. https://doi.org/10.1002/2013GL058951
Stroeve JC, Crawford AD, Stammerjohn S (2016) Using timing of ice retreat to predict timing of fall freeze-up in the Arctic. Geophys Res Lett 43:6332–6340. https://doi.org/10.1002/2016GL069314
Tschudi M, Meier WN, Stewart JS et al (2019) Boulder, Colorado USA. https://doi.org/10.5067/INAWUWO7QH7B. NASA National Snow and Ice Data CenterDistributed Active Archive Center
Walsh JE, Fetterer F, Scott Stewart J, Chapman WL (2017) A database for depicting Arctic Sea ice variations back to 1850. Geogr Rev 107:89–107. https://doi.org/10.1111/j.1931-0846.2016.12195.x
Walsh JE, Stewart JS, Fetterer F (2019) Benchmark seasonal prediction skill estimates based on regional indices. Cryosphere 13:1073–1088. https://doi.org/10.5194/tc-13-1073-2019
Wang Q, Li J (2022a) Feedback of Tropical cyclones over the Western North Pacific on La Niña Flavor. Geophys Res Lett 49. https://doi.org/10.1029/2021GL097210. :e2021GL097210
Wang Q, Li J (2022b) Feedback of tropical cyclones on El Niño diversity. Part I: Phenomenon. Clim Dyn 59:169–184. https://doi.org/10.1007/s00382-021-06122-y
Wang Q, Li J (2022c) Feedback of tropical cyclones on El Niño diversity. Part II: possible mechanism and prediction. Clim Dyn 59:715–735. https://doi.org/10.1007/s00382-022-06150-2
Wang Q, Li J, Jin F-F et al (2019) Tropical cyclones act to intensify El Niño. Nat Commun 10:3793. https://doi.org/10.1038/s41467-019-11720-w
Whitham GB (1960) A note on group velocity. J Fluid Mech 9:347–352. https://doi.org/10.1017/S0022112060001158
Woods C, Caballero R (2016) The role of moist intrusions in Winter Arctic warming and sea ice decline. J clim 29:4473–4485. https://doi.org/10.1175/JCLI-D-15-0773.1
Woods C, Caballero R, Svensson G (2013) Large-scale circulation associated with moisture intrusions into the Arctic during winter. Geophys Res Lett 40:4717–4721. https://doi.org/10.1002/grl.50912
Yang Q, Mu L, Wu X et al (2019) Improving Arctic sea ice seasonal outlook by ensemble prediction using an ice-ocean model. Atmos Res 227:14–23. https://doi.org/10.1016/j.atmosres.2019.04.021
Yang C, Liu J, Xu S (2020) Seasonal Arctic Sea Ice Prediction using a newly developed fully coupled Regional Model with the assimilation of Satellite Sea Ice observations. J Adv Model Earth Syst 12:e2019MS001938. https://doi.org/10.1029/2019MS001938
Zeng J, Yang Q, Li X et al (2023) Reducing the Spring Barrier in Predicting Summer Arctic Sea Ice Concentration. Geophys Res Lett 50. https://doi.org/10.1029/2022GL102115. :e2022GL102115
Zhang M, Perrie W, Long Z (2019) Springtime North Pacific Oscillation and summer sea ice in the Beaufort Sea. Clim Dyn 53:671–686. https://doi.org/10.1007/s00382-019-04627-1
Zhang Y, Wei H, Lu Y et al (2020) Dependence of Beaufort Sea Low Ice Condition in the summer of 1998 on Ice Export in the prior winter. J clim 33:9247–9259. https://doi.org/10.1175/JCLI-D-19-0943.1
Zhang P, Wu ZW, Li JP, Xiao ZN (2020a) Seasonal prediction of the northern and southern temperature modes of the east Asian winter monsoon: the importance of the Arctic Sea Ice. Clim Dyn 54:3583–3597. https://doi.org/10.1007/s00382-020-05182-w
Zhang Y, Li J, Hou Z et al (2022) Climatic effects of the Indian Ocean Tripole on the Western United States in Boreal Summer. J clim 35:2503–2523. https://doi.org/10.1175/JCLI-D-21-0490.1
Zhao S, Li J, Li Y (2015) Dynamics of an interhemispheric teleconnection across the critical latitude through a Southerly Duct during Boreal Winter. J clim 28:7437–7456. https://doi.org/10.1175/JCLI-D-14-00425.1
Zhao S, Li J, Li Y et al (2019) Interhemispheric influence of Indo-Pacific convection oscillation on Southern Hemisphere rainfall through southward propagation of Rossby waves. Clim Dyn 52:3203–3221. https://doi.org/10.1007/s00382-018-4324-y
Zhong WG, Wu ZW (2024) Forecasting east Asian winter temperature via subseasonal predictable mode analysis. Clim Dyn 62:277–297. https://doi.org/10.1007/s00382-023-06916-2
Acknowledgements
We thank Mr. Shumeng Zhang and Ms. Ran An for their help during the preparation of the manuscript. This work was jointly supported by the National Natural Science Foundation of China (42130607, 42288101) and Shandong Natural Science Foundation Project (ZR2019ZD12). We are grateful to the NOAA and ECMWF for providing the reanalysis data, the UK Met Office Hadley Centre for providing the HadISST dataset, and the NSIDC and the Polar Science Center (PSC) in the Applied Physics Laboratory (APL) department at the University of Washington for providing the sea ice data.
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This work was supported by the National Natural Science Foundation of China (42130607, 42288101) and Shandong Natural Science Foundation Project (ZR2019ZD12).
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JL conceived the idea. JL, DY and FH contributed to the study conception and design. Material preparation, data collection and analysis were performed by DY, RS, and XT. The first draft of the manuscript was written by DY, JL, and XT and all authors commented on previous versions of the manuscript. JL, DY, RS, and RL helped revise the manuscript. All authors read and approved the final manuscript.
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Ye, D., Li, J., Huang, F. et al. Influence of the preceding August-September-October tropical cyclones over the Western North Pacific on the following spring sea ice in the Beaufort Sea: the bridging role of El Niño. Clim Dyn (2024). https://doi.org/10.1007/s00382-024-07202-5
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DOI: https://doi.org/10.1007/s00382-024-07202-5