Quantifying stratospheric biases and identifying their potential sources in subseasonal forecast systems

  1. Lawrence, Zachary D.
  2. Abalos, Marta
  3. Ayarzagüena, Blanca
  4. Barriopedro, David
  5. Butler, Amy H.
  6. Calvo, Natalia
  7. de la Cámara, Alvaro
  8. Charlton-Perez, Andrew
  9. Domeisen, Daniela I. V.
  10. Dunn-Sigouin, Etienne
  11. García-Serrano, Javier
  12. Garfinkel, Chaim I.
  13. Hindley, Neil P.
  14. Jia, Liwei
  15. Jucker, Martin
  16. Karpechko, Alexey Y.
  17. Kim, Hera
  18. Lang, Andrea L.
  19. Lee, Simon H.
  20. Lin, Pu
  21. Osman, Marisol
  22. Palmeiro, Froila M.
  23. Perlwitz, Judith
  24. Polichtchouk, Inna
  25. Richter, Jadwiga H.
  26. Schwartz, Chen
  27. Son, Seok-Woo
  28. Statnaia, Irina
  29. Taguchi, Masakazu
  30. Tyrrell, Nicholas L.
  31. Wright, Corwin J.
  32. Wu, Rachel W.-Y.
  33. Mostrar todos los/as autores/as +
  1. 1 Universidad Complutense de Madrid
    info

    Universidad Complutense de Madrid

    Madrid, España

    ROR 02p0gd045

Revista:
Weather and Climate Dynamics

ISSN: 2698-4016 2698-4024

Año de publicación: 2022

Volumen: 3

Número: 3

Páginas: 977-1001

Tipo: Artículo

DOI: 10.5194/WCD-3-977-2022 GOOGLE SCHOLAR lock_openAcceso abierto editor

Otras publicaciones en: Weather and Climate Dynamics

Referencias bibliográficas

  • Afargan-Gerstman, H. and Domeisen, D. I. V.: Pacific Modulation of the North Atlantic Storm Track Response to Sudden Stratospheric Warming Events, Geophys. Res. Lett., 47, e2019GL085007, https://doi.org/10.1029/2019GL085007, 2020. a
  • Ambaum, M. H. P. and Hoskins, B. J.: The NAO Troposphere–Stratosphere Connection, J. Climate, 15, 1969–1978, https://doi.org/10.1175/1520-0442(2002)015<1969:TNTSC>2.0.CO;2, 2002. a
  • Andrews, D. G., Leovy, C. B., and Holton, J. R.: Middle Atmosphere Dynamics, Academic Press, ISBN 9780120585762, 1987. a, b
  • Anstey, J. A. and Shepherd, T. G.: High-Latitude Influence of the Quasi-Biennial Oscillation, Q. J. Roy. Meteor. Soc., 140, 1–21, https://doi.org/10.1002/qj.2132, 2014. a, b
  • Anstey, J. A., Simpson, I. R., Richter, J. H., Naoe, H., Taguchi, M., Serva, F., Gray, L. J., Butchart, N., Hamilton, K., Osprey, S., Bellprat, O., Braesicke, P., Bushell, A. C., Cagnazzo, C., Chen, C.-C., Chun, H.-Y., Garcia, R. R., Holt, L., Kawatani, Y., Kerzenmacher, T., Kim, Y.-H., Lott, F., McLandress, C., Scinocca, J., Stockdale, T. N., Versick, S., Watanabe, S., Yoshida, K., and Yukimoto, S.: Teleconnections of the Quasi-Biennial Oscillation in a Multi-Model Ensemble of QBO-resolving Models, Q. J. Roy. Meteor. Soc., 148, 1568–1592, https://doi.org/10.1002/qj.4048, 2022. a, b
  • Ayarzagüena, B., Charlton-Perez, A. J., Butler, A. H., Hitchcock, P., Simpson, I. R., Polvani, L. M., Butchart, N., Gerber, E. P., Gray, L., Hassler, B., Lin, P., Lott, F., Manzini, E., Mizuta, R., Orbe, C., Osprey, S., Saint-Martin, D., Sigmond, M., Taguchi, M., Volodin, E. M., and Watanabe, S.: Uncertainty in the Response of Sudden Stratospheric Warmings and Stratosphere-Troposphere Coupling to Quadrupled CO2 Concentrations in CMIP6 Models, J. Geophys. Res.-Atmos., 125, e2019JD032345, https://doi.org/10.1029/2019JD032345, 2020. a
  • Baldwin, M. P. and Dunkerton, T. J.: Stratospheric Harbingers of Anomalous Weather Regimes, Science, 294, 581–584, https://doi.org/10.1126/science.1063315, 2001. a
  • Baldwin, M. P., Gray, L. J., Dunkerton, T. J., Hamilton, K., Haynes, P. H., Randel, W. J., Holton, J. R., Alexander, M. J., Hirota, I., Horinouchi, T., Jones, D. B. A., Kinnersley, J. S., Marquardt, C., Sato, K., and Takahashi, M.: The Quasi-Biennial Oscillation, Rev. Geophys., 39, 179–229, https://doi.org/10.1029/1999RG000073, 2001. a, b
  • Baldwin, M. P., Ayarzagüena, B., Birner, T., Butchart, N., Butler, A. H., Charlton-Perez, A. J., Domeisen, D. I. V., Garfinkel, C. I., Garny, H., Gerber, E. P., Hegglin, M. I., Langematz, U., and Pedatella, N. M.: Sudden Stratospheric Warmings, Rev. Geophys., 59, e2020RG000708, https://doi.org/10.1029/2020RG000708, 2021. a
  • Black, R. X., McDaniel, B. A., and Robinson, W. A.: Stratosphere–Troposphere Coupling during Spring Onset, J. Climate, 19, 4891–4901, https://doi.org/10.1175/JCLI3907.1, 2006. a
  • Bland, J., Gray, S., Methven, J., and Forbes, R.: Characterising Extratropical Near-Tropopause Analysis Humidity Biases and Their Radiative Effects on Temperature Forecasts, Q. J. Roy. Meteor. Soc., 147, 3878–3898, https://doi.org/10.1002/qj.4150, 2021. a, b, c
  • Bushell, A. C., Anstey, J. A., Butchart, N., Kawatani, Y., Osprey, S. M., Richter, J. H., Serva, F., Braesicke, P., Cagnazzo, C., Chen, C.-C., Chun, H.-Y., Garcia, R. R., Gray, L. J., Hamilton, K., Kerzenmacher, T., Kim, Y.-H., Lott, F., McLandress, C., Naoe, H., Scinocca, J., Smith, A. K., Stockdale, T. N., Versick, S., Watanabe, S., Yoshida, K., and Yukimoto, S.: Evaluation of the Quasi-Biennial Oscillation in Global Climate Models for the SPARC QBO-initiative, Q. J. Roy. Meteor. Soc., 148, 1459–1489, https://doi.org/10.1002/qj.3765, 2022. a, b, c
  • Butchart, N., Charlton-Perez, A. J., Cionni, I., Hardiman, S. C., Haynes, P. H., Krüger, K., Kushner, P. J., Newman, P. A., Osprey, S. M., Perlwitz, J., Sigmond, M., Wang, L., Akiyoshi, H., Austin, J., Bekki, S., Baumgaertner, A., Braesicke, P., Brühl, C., Chipperfield, M., Dameris, M., Dhomse, S., Eyring, V., Garcia, R., Garny, H., Jöckel, P., Lamarque, J.-F., Marchand, M., Michou, M., Morgenstern, O., Nakamura, T., Pawson, S., Plummer, D., Pyle, J., Rozanov, E., Scinocca, J., Shepherd, T. G., Shibata, K., Smale, D., Teyssèdre, H., Tian, W., Waugh, D., and Yamashita, Y.: Multimodel Climate and Variability of the Stratosphere, J. Geophys. Res.-Atmos., 116, D05102, https://doi.org/10.1029/2010JD014995, 2011. a
  • Butler, A. H. and Domeisen, D. I. V.: The wave geometry of final stratospheric warming events, Weather Clim. Dynam., 2, 453–474, https://doi.org/10.5194/wcd-2-453-2021, 2021. a
  • Butler, A. H., Arribas, A., Athanassiadou, M., Baehr, J., Calvo, N., Charlton-Perez, A., Déqué, M., Domeisen, D. I. V., Fröhlich, K., Hendon, H., Imada, Y., Ishii, M., Iza, M., Karpechko, A. Y., Kumar, A., MacLachlan, C., Merryfield, W. J., Müller, W. A., O'Neill, A., Scaife, A. A., Scinocca, J., Sigmond, M., Stockdale, T. N., and Yasuda, T.: The Climate-system Historical Forecast Project: Do Stratosphere-Resolving Models Make Better Seasonal Climate Predictions in Boreal Winter?, Q. J. Roy. Meteor. Soc., 142, 1413–1427, https://doi.org/10.1002/qj.2743, 2016. a
  • Butler, A. H., Sjoberg, J. P., Seidel, D. J., and Rosenlof, K. H.: A sudden stratospheric warming compendium, Earth Syst. Sci. Data, 9, 63–76, https://doi.org/10.5194/essd-9-63-2017, 2017. a, b
  • Butler, A., Charlton-Perez, A., Domeisen, D. I. V., Garfinkel, C., Gerber, E. P., Hitchcock, P., Karpechko, A. Y., Maycock, A. C., Sigmond, M., Simpson, I., and Son, S.-W.: Chapter 11 – Sub-seasonal Predictability and the Stratosphere, in: Sub-Seasonal to Seasonal Prediction, edited by: Robertson, A. W. and Vitart, F., Elsevier, 223–241, https://doi.org/10.1016/B978-0-12-811714-9.00011-5, 2019a. a, b, c
  • Butler, A. H., Charlton-Perez, A., Domeisen, D. I., Simpson, I. R., and Sjoberg, J.: Predictability of Northern Hemisphere Final Stratospheric Warmings and Their Surface Impacts, Geophys. Res. Lett., 46, 10578–10588, https://doi.org/10.1029/2019GL083346, 2019b. a
  • Byrne, N. J., Shepherd, T. G., Woollings, T., and Plumb, R. A.: Nonstationarity in Southern Hemisphere Climate Variability Associated with the Seasonal Breakdown of the Stratospheric Polar Vortex, J. Climate, 30, 7125–7139, https://doi.org/10.1175/JCLI-D-17-0097.1, 2017. a
  • Byrne, N. J., Shepherd, T. G., and Polichtchouk, I.: Subseasonal-to-Seasonal Predictability of the Southern Hemisphere Eddy-Driven Jet During Austral Spring and Early Summer, J. Geophys. Res.-Atmos., 124, 6841–6855, https://doi.org/10.1029/2018JD030173, 2019. a, b
  • Calvo, N., Giorgetta, M. A., and Peña-Ortiz, C.: Sensitivity of the Boreal Winter Circulation in the Middle Atmosphere to the Quasi-Biennial Oscillation in MAECHAM5 Simulations, J. Geophys. Res.-Atmos., 112, D10124, https://doi.org/10.1029/2006JD007844, 2007. a, b
  • Charlton, A. J. and Polvani, L. M.: A New Look at Stratospheric Sudden Warmings. Part I: Climatology and Modeling Benchmarks, J. Climate, 20, 449–469, https://doi.org/10.1175/JCLI3996.1, 2007. a
  • Charlton-Perez, A. J., Baldwin, M. P., Birner, T., Black, R. X., Butler, A. H., Calvo, N., Davis, N. A., Gerber, E. P., Gillett, N., Hardiman, S., Kim, J., Krüger, K., Lee, Y.-Y., Manzini, E., McDaniel, B. A., Polvani, L., Reichler, T., Shaw, T. A., Sigmond, M., Son, S.-W., Toohey, M., Wilcox, L., Yoden, S., Christiansen, B., Lott, F., Shindell, D., Yukimoto, S., and Watanabe, S.: On the Lack of Stratospheric Dynamical Variability in Low-Top Versions of the CMIP5 Models, J. Geophys. Res.-Atmos., 118, 2494–2505, https://doi.org/10.1002/jgrd.50125, 2013. a, b, c, d
  • Charlton-Perez, A. J., Ferranti, L., and Lee, R. W.: The Influence of the Stratospheric State on North Atlantic Weather Regimes, Q. J. Roy. Meteor. Soc., 144, 1140–1151, https://doi.org/10.1002/qj.3280, 2018. a, b, c
  • Cohen, J., Agel, L., Barlow, M., Garfinkel, C. I., and White, I.: Linking Arctic Variability and Change with Extreme Winter Weather in the United States, Science, 373, 1116–1121, https://doi.org/10.1126/science.abi9167, 2021. a
  • Dai, Y. and Hitchcock, P.: Understanding the Basin Asymmetry in Surface Response to Sudden Stratospheric Warmings from an Ocean–Atmosphere Coupled Perspective, J. Climate, 34, 8683–8698, https://doi.org/10.1175/JCLI-D-21-0314.1, 2021. a
  • Dee, D. P., Uppala, S. M., Simmons, A. J., Berrisford, P., Poli, P., Kobayashi, S., Andrae, U., Balmaseda, M. A., Balsamo, G., Bauer, P., Bechtold, P., Beljaars, A. C. M., van de Berg, L., Bidlot, J., Bormann, N., Delsol, C., Dragani, R., Fuentes, M., Geer, A. J., Haimberger, L., Healy, S. B., Hersbach, H., Hólm, E. V., Isaksen, L., Kållberg, P., Köhler, M., Matricardi, M., McNally, A. P., Monge-Sanz, B. M., Morcrette, J.-J., Park, B.-K., Peubey, C., de Rosnay, P., Tavolato, C., Thépaut, J.-N., and Vitart, F.: The ERA-Interim Reanalysis: Configuration and Performance of the Data Assimilation System, Q. J. Roy. Meteor. Soc., 137, 553–597, https://doi.org/10.1002/qj.828, 2011. a
  • Delworth, T. L., Cooke, W. F., Adcroft, A., Bushuk, M., Chen, J.-H., Dunne, K. A., Ginoux, P., Gudgel, R., Hallberg, R. W., Harris, L., Harrison, M. J., Johnson, N., Kapnick, S. B., Lin, S.-J., Lu, F., Malyshev, S., Milly, P. C., Murakami, H., Naik, V., Pascale, S., Paynter, D., Rosati, A., Schwarzkopf, M., Shevliakova, E., Underwood, S., Wittenberg, A. T., Xiang, B., Yang, X., Zeng, F., Zhang, H., Zhang, L., and Zhao, M.: SPEAR: The Next Generation GFDL Modeling System for Seasonal to Multidecadal Prediction and Projection, J. Adv. Model. Earth Sy., 12, e2019MS001895, https://doi.org/10.1029/2019MS001895, 2020. a, b
  • Domeisen, D. I.: Estimating the Frequency of Sudden Stratospheric Warming Events From Surface Observations of the North Atlantic Oscillation, J. Geophys. Res.-Atmos., 124, 3180–3194, https://doi.org/10.1029/2018JD030077, 2019. a, b, c
  • Domeisen, D. I. V. and Butler, A. H.: Stratospheric Drivers of Extreme Events at the Earth's Surface, Commun. Earth Environ., 1, 1–8, https://doi.org/10.1038/s43247-020-00060-z, 2020. a, b
  • Domeisen, D. I. V., Butler, A. H., Fröhlich, K., Bittner, M., Müller, W. A., and Baehr, J.: Seasonal Predictability over Europe Arising from El Niño and Stratospheric Variability in the MPI-ESM Seasonal Prediction System, J. Climate, 28, 256–271, https://doi.org/10.1175/JCLI-D-14-00207.1, 2015. a
  • Domeisen, D. I. V., Butler, A. H., Charlton-Perez, A. J., Ayarzagüena, B., Baldwin, M. P., Dunn-Sigouin, E., Furtado, J. C., Garfinkel, C. I., Hitchcock, P., Karpechko, A. Y., Kim, H., Knight, J., Lang, A. L., Lim, E.-P., Marshall, A., Roff, G., Schwartz, C., Simpson, I. R., Son, S.-W., and Taguchi, M.: The Role of the Stratosphere in Subseasonal to Seasonal Prediction: 1. Predictability of the Stratosphere, J. Geophys. Res.-Atmos., 125, e2019JD030920, https://doi.org/10.1029/2019JD030920, 2020a. a, b, c, d
  • Domeisen, D. I. V., Butler, A. H., Charlton-Perez, A. J., Ayarzagüena, B., Baldwin, M. P., Dunn-Sigouin, E., Furtado, J. C., Garfinkel, C. I., Hitchcock, P., Karpechko, A. Y., Kim, H., Knight, J., Lang, A. L., Lim, E.-P., Marshall, A., Roff, G., Schwartz, C., Simpson, I. R., Son, S.-W., and Taguchi, M.: The Role of the Stratosphere in Subseasonal to Seasonal Prediction: 2. Predictability Arising From Stratosphere-Troposphere Coupling, J. Geophys. Res.-Atmos., 125, e2019JD030923, https://doi.org/10.1029/2019JD030923, 2020b. a, b, c, d, e
  • Domeisen, D. I. V., Grams, C. M., and Papritz, L.: The role of North Atlantic–European weather regimes in the surface impact of sudden stratospheric warming events, Weather Clim. Dynam., 1, 373–388, https://doi.org/10.5194/wcd-1-373-2020, 2020c. a
  • Elsbury, D., Peings, Y., and Magnusdottir, G.: Variation in the Holton–Tan Effect by Longitude, Q. J. Roy. Meteor. Soc., 147, 1767–1787, https://doi.org/10.1002/qj.3993, 2021. a
  • Fujiwara, M., Manney, G. L., Gray, L. J., and Wright, J. S.: SPARC Reanalysis Intercomparison Project (S-RIP) Final Report, SPARC Report no. 10, https://doi.org/10.17874/800dee57d13, 2021. a
  • Garfinkel, C. I., Hartmann, D. L., and Sassi, F.: Tropospheric Precursors of Anomalous Northern Hemisphere Stratospheric Polar Vortices, J. Climate, 23, 3282–3299, https://doi.org/10.1175/2010JCLI3010.1, 2010. a
  • Garfinkel, C. I., Shaw, T. A., Hartmann, D. L., and Waugh, D. W.: Does the Holton–Tan Mechanism Explain How the Quasi-Biennial Oscillation Modulates the Arctic Polar Vortex?, J. Atmos. Sci., 69, 1713–1733, https://doi.org/10.1175/JAS-D-11-0209.1, 2012. a, b
  • Garfinkel, C. I., Schwartz, C., Domeisen, D. I. V., Son, S.-W., Butler, A. H., and White, I. P.: Extratropical Atmospheric Predictability From the Quasi-Biennial Oscillation in Subseasonal Forecast Models, J. Geophys. Res.-Atmos., 123, 7855–7866, https://doi.org/10.1029/2018JD028724, 2018. a, b
  • Garfinkel, C. I., Gerber, E. P., Shamir, O., Rao, J., Jucker, M., White, I., and Paldor, N.: A QBO Cookbook: Sensitivity of the Quasi-Biennial Oscillation to Resolution, Resolved Waves, and Parameterized Gravity Waves, J. Adv. Model. Earth Sy., 14, e2021MS002568, https://doi.org/10.1029/2021MS002568, 2022. a, b
  • Geller, M. A., Zhou, T., Shindell, D., Ruedy, R., Aleinov, I., Nazarenko, L., Tausnev, N. L., Kelley, M., Sun, S., Cheng, Y., Field, R. D., and Faluvegi, G.: Modeling the QBO–Improvements Resulting from Higher-Model Vertical Resolution, J. Adv. Model. Earth Sy., 8, 1092–1105, https://doi.org/10.1002/2016MS000699, 2016. a
  • Gerber, E. P. and Martineau, P.: Quantifying the variability of the annular modes: reanalysis uncertainty vs. sampling uncertainty, Atmos. Chem. Phys., 18, 17099–17117, https://doi.org/10.5194/acp-18-17099-2018, 2018. a
  • Gerber, E. P., Butler, A., Calvo, N., Charlton-Perez, A., Giorgetta, M., Manzini, E., Perlwitz, J., Polvani, L. M., Sassi, F., Scaife, A. A., Shaw, T. A., Son, S.-W., and Watanabe, S.: Assessing and Understanding the Impact of Stratospheric Dynamics and Variability on the Earth System, B. Am. Meteorol. Soc., 93, 845–859, https://doi.org/10.1175/BAMS-D-11-00145.1, 2012. a
  • Gettelman, A., Mills, M. J., Kinnison, D. E., Garcia, R. R., Smith, A. K., Marsh, D. R., Tilmes, S., Vitt, F., Bardeen, C. G., McInerny, J., Liu, H.-L., Solomon, S. C., Polvani, L. M., Emmons, L. K., Lamarque, J.-F., Richter, J. H., Glanville, A. S., Bacmeister, J. T., Phillips, A. S., Neale, R. B., Simpson, I. R., DuVivier, A. K., Hodzic, A., and Randel, W. J.: The Whole Atmosphere Community Climate Model Version 6 (WACCM6), J. Geophys. Res.-Atmos., 124, 12380–12403, https://doi.org/10.1029/2019JD030943, 2019. a
  • Gray, L. J., Anstey, J. A., Kawatani, Y., Lu, H., Osprey, S., and Schenzinger, V.: Surface impacts of the Quasi Biennial Oscillation, Atmos. Chem. Phys., 18, 8227–8247, https://doi.org/10.5194/acp-18-8227-2018, 2018. a, b, c, d
  • Guan, H., Zhu, Y., Sinsky, E., Fu, B., Li, W., Zhou, X., Xue, X., Hou, D., Peng, J., Nageswararao, M. M., Tallapgragada, V., Hamill, T. M., Whitaker, J. S., Pegion, P., Frederick, S., Rosencrans, M., and Kumar, A.: GEFSv12 Reforecast Dataset for Supporting Subseasonal and Hydrometeorological Applications, Mon. Weather Rev., 150, 647–665, https://doi.org/10.1175/MWR-D-21-0245.1, 2022 (data available at: https://registry.opendata.aws/noaa-gefs-reforecast/, last access: 24 February 2022). a, b, c
  • Hamill, T. M., Whitaker, J. S., Shlyaeva, A., Bates, G., Fredrick, S., Pegion, P., Sinsky, E., Zhu, Y., Tallapragada, V., Guan, H., Zhou, X., and Woollen, J.: The Reanalysis for the Global Ensemble Forecast System, Version 12, Mon. Weather Rev., 150, 59–79, https://doi.org/10.1175/MWR-D-21-0023.1, 2022. a
  • Haynes, P., Hitchcock, P., Hitchman, M., Yoden, S., Hendon, H., Kiladis, G., Kodera, K., and Simpson, I.: The Influence of the Stratosphere on the Tropical Troposphere, J. Meteorol. Soc. Jpn. Ser. II, 99, 803–845, https://doi.org/10.2151/jmsj.2021-040, 2021. a
  • Hio, Y. and Yoden, S.: Interannual Variations of the Seasonal March in the Southern Hemisphere Stratosphere for 1979–2002 and Characterization of the Unprecedented Year 2002, J. Atmos. Sci., 62, 567–580, https://doi.org/10.1175/JAS-3333.1, 2005. a
  • Hogan, R., Ahlgrimm, M., Balsamo, G., Beljaars, A., Berrisford, P., Bozzo, A., Di Giuseppe, F., Forbes, R. M., Haiden, T., Lang, S., Mayer, M., Polichtchouk, I., Sandu, I., Vitart, F., and Wedi, N.: Radiation in Numerical Weather Prediction, ECMWF Technical Memoranda, https://doi.org/10.21957/2bd5dkj8x, 2017. a
  • Holton, J. R. and Tan, H.-C.: The Influence of the Equatorial Quasi-Biennial Oscillation on the Global Circulation at 50 Mb, J. Atmos. Sci., 37, 2200–2208, https://doi.org/10.1175/1520-0469(1980)037<2200:TIOTEQ>2.0.CO;2, 1980. a, b
  • Jiménez-Esteve, B. and Domeisen, D. I. V.: The Tropospheric Pathway of the ENSO–North Atlantic Teleconnection, J. Climate, 31, 4563–4584, https://doi.org/10.1175/JCLI-D-17-0716.1, 2018. a
  • Jucker, M., Reichler, T., and Waugh, D. W.: How Frequent Are Antarctic Sudden Stratospheric Warmings in Present and Future Climate?, Geophys. Res. Lett., 48, e2021GL093215, https://doi.org/10.1029/2021GL093215, 2021. a
  • Karpechko, A. Y., Hitchcock, P., Peters, D. H. W., and Schneidereit, A.: Predictability of Downward Propagation of Major Sudden Stratospheric Warmings, Q. J. Roy. Meteor. Soc., 143, 1459–1470, https://doi.org/10.1002/qj.3017, 2017. a, b, c, d
  • Karpechko, A. Y., Tyrrell, N. L., and Rast, S.: Sensitivity of QBO Teleconnection to Model Circulation Biases, Q. J. Roy. Meteor. Soc., 147, 2147–2159, https://doi.org/10.1002/qj.4014, 2021. a
  • Kim, H., Richter, J. H., and Martin, Z.: Insignificant QBO-MJO Prediction Skill Relationship in the SubX and S2S Subseasonal Reforecasts, J. Geophys. Res.-Atmos., 124, 12655–12666, https://doi.org/10.1029/2019JD031416, 2019. a, b
  • Kim, H., Son, S.-W., and Yoo, C.: QBO Modulation of the MJO-Related Precipitation in East Asia, J. Geophys. Res.-Atmos., 125, e2019JD031929, https://doi.org/10.1029/2019JD031929, 2020. a
  • Kolstad, E. W., Wulff, C. O., Domeisen, D. I. V., and Woollings, T.: Tracing North Atlantic Oscillation Forecast Errors to Stratospheric Origins, J. Climate, 33, 9145–9157, https://doi.org/10.1175/JCLI-D-20-0270.1, 2020. a
  • Lee, J. C. K. and Klingaman, N. P.: The Effect of the Quasi-Biennial Oscillation on the Madden–Julian Oscillation in the Met Office Unified Model Global Ocean Mixed Layer Configuration, Atmos. Sci. Lett., 19, e816, https://doi.org/10.1002/asl.816, 2018. a
  • Lim, E.-P., Hendon, H. H., and Thompson, D. W. J.: Seasonal Evolution of Stratosphere-Troposphere Coupling in the Southern Hemisphere and Implications for the Predictability of Surface Climate, J. Geophys. Res.-Atmos., 123, 12002–12016, https://doi.org/10.1029/2018JD029321, 2018. a
  • Lim, Y., Son, S.-W., Marshall, A. G., Hendon, H. H., and Seo, K.-H.: Influence of the QBO on MJO Prediction Skill in the Subseasonal-to-Seasonal Prediction Models, Clim. Dynam., 53, 1681–1695, https://doi.org/10.1007/s00382-019-04719-y, 2019. a
  • Limpasuvan, V., Hartmann, D. L., Thompson, D. W. J., Jeev, K., and Yung, Y. L.: Stratosphere-Troposphere Evolution during Polar Vortex Intensification, J. Geophys. Res.-Atmos., 110, D24101, https://doi.org/10.1029/2005JD006302, 2005. a
  • Long, C. S., Fujiwara, M., Davis, S., Mitchell, D. M., and Wright, C. J.: Climatology and interannual variability of dynamic variables in multiple reanalyses evaluated by the SPARC Reanalysis Intercomparison Project (S-RIP), Atmos. Chem. Phys., 17, 14593–14629, https://doi.org/10.5194/acp-17-14593-2017, 2017. a
  • Marshall, A. G. and Scaife, A. A.: Impact of the QBO on Surface Winter Climate, J. Geophys. Res.-Atmos., 114, D18110, https://doi.org/10.1029/2009JD011737, 2009. a
  • Martin, Z., Orbe, C., Wang, S., and Sobel, A.: The MJO–QBO Relationship in a GCM with Stratospheric Nudging, J. Climate, 34, 4603–4624, https://doi.org/10.1175/JCLI-D-20-0636.1, 2021a. a
  • Martin, Z., Son, S.-W., Butler, A., Hendon, H., Kim, H., Sobel, A., Yoden, S., and Zhang, C.: The Influence of the Quasi-Biennial Oscillation on the Madden–Julian Oscillation, Nat. Rev. Earth Environ., 2, 477–489, https://doi.org/10.1038/s43017-021-00173-9, 2021b. a
  • Matthias, V. and Kretschmer, M.: The Influence of Stratospheric Wave Reflection on North American Cold Spells, Mon. Weather Rev., 148, 1675–1690, https://doi.org/10.1175/MWR-D-19-0339.1, 2020. a
  • Maycock, A. C. and Hitchcock, P.: Do Split and Displacement Sudden Stratospheric Warmings Have Different Annular Mode Signatures?, Geophys. Res. Lett., 42, 10943–10951, https://doi.org/10.1002/2015GL066754, 2015. a, b
  • McLandress, C., Shepherd, T. G., Polavarapu, S., and Beagley, S. R.: Is Missing Orographic Gravity Wave Drag near 60∘ S the Cause of the Stratospheric Zonal Wind Biases in Chemistry–Climate Models?, J. Atmos. Sci., 69, 802–818, https://doi.org/10.1175/JAS-D-11-0159.1, 2012. a
  • Mechoso, C. R., Hartmann, D. L., and Farrara, J. D.: Climatology and Interannual Variability of Wave, Mean-Flow Interaction in the Southern Hemisphere, J. Atmos. Sci., 42, 2189–2206, https://doi.org/10.1175/1520-0469(1985)042<2189:CAIVOW>2.0.CO;2, 1985. a
  • Merryfield, W. J., Baehr, J., Batté, L., Becker, E. J., Butler, A. H., Coelho, C. A. S., Danabasoglu, G., Dirmeyer, P. A., Doblas-Reyes, F. J., Domeisen, D. I. V., Ferranti, L., Ilynia, T., Kumar, A., Müller, W. A., Rixen, M., Robertson, A. W., Smith, D. M., Takaya, Y., Tuma, M., Vitart, F., White, C. J., Alvarez, M. S., Ardilouze, C., Attard, H., Baggett, C., Balmaseda, M. A., Beraki, A. F., Bhattacharjee, P. S., Bilbao, R., de Andrade, F. M., DeFlorio, M. J., Díaz, L. B., Ehsan, M. A., Fragkoulidis, G., Grainger, S., Green, B. W., Hell, M. C., Infanti, J. M., Isensee, K., Kataoka, T., Kirtman, B. P., Klingaman, N. P., Lee, J.-Y., Mayer, K., McKay, R., Mecking, J. V., Miller, D. E., Neddermann, N., Ng, C. H. J., Ossó, A., Pankatz, K., Peatman, S., Pegion, K., Perlwitz, J., Recalde-Coronel, G. C., Reintges, A., Renkl, C., Solaraju-Murali, B., Spring, A., Stan, C., Sun, Y. Q., Tozer, C. R., Vigaud, N., Woolnough, S., and Yeager, S.: Current and Emerging Developments in Subseasonal to Decadal Prediction, B. Am. Meteorol. Soc., 101, E869–E896, https://doi.org/10.1175/BAMS-D-19-0037.1, 2020. a
  • Messori, G., Kretschmer, M., Lee, S. H., and Matthias, V.: Stratospheric Wave Reflection Events Modulate North American Weather Regimes and Cold Spells, Weather Clim. Dynam. Discuss. [preprint], https://doi.org/10.5194/wcd-2022-18, in review, 2022. a
  • Oh, J., Son, S.-W., Choi, J., Lim, E.-P., Garfinkel, C., Hendon, H., Kim, Y., and Kang, H.-S.: Impact of Stratospheric Ozone on the Subseasonal Prediction in the Southern Hemisphere Spring, Progress in Earth and Planetary Science, 9, 25, https://doi.org/10.1186/s40645-022-00485-4, 2022. a
  • Olaguer, E. P., Yang, H., and Tung, K. K.: A Reexamination of the Radiative Balance of the Stratosphere, J. Atmos. Sci., 49, 1242–1263, https://doi.org/10.1175/1520-0469(1992)049<1242:AROTRB>2.0.CO;2, 1992. a
  • Park, C.-H., Son, S.-W., Lim, Y., and Choi, J.: Quasi-Biennial Oscillation-Related Surface Air Temperature Change over the Western North Pacific in Late Winter, Int. J. Climatol., 42, 4351–4359, https://doi.org/10.1002/joc.7470, 2022. a
  • Pegion, K., Kirtman, B. P., Becker, E., Collins, D. C., LaJoie, E., Burgman, R., Bell, R., DelSole, T., Min, D., Zhu, Y., Li, W., Sinsky, E., Guan, H., Gottschalck, J., Metzger, E. J., Barton, N. P., Achuthavarier, D., Marshak, J., Koster, R. D., Lin, H., Gagnon, N., Bell, M., Tippett, M. K., Robertson, A. W., Sun, S., Benjamin, S. G., Green, B. W., Bleck, R., and Kim, H.: The Subseasonal Experiment (SubX): A Multimodel Subseasonal Prediction Experiment, B. Am. Meteorol. Soc., 100, 2043–2060, https://doi.org/10.1175/BAMS-D-18-0270.1, 2019. a
  • Polichtchouk, I., Stockdale, T., Bechtold, P., Diamantakis, M., Malardel, S., Sandu, I., Vána, F., and Wedi, N.: Control on Stratospheric Temperature in IFS: Resolution and Vertical Advection, ECMWF Technical Memoranda, https://doi.org/10.21957/cz3t12t7e, 2019. a, b
  • Polichtchouk, I., Diamantakis, M., and Vána, F.: Quintic Vertical Interpolation Improves Forecasts of the Stratosphere, ECMWF Newsletter, 163, 23–26, https://doi.org/10.21957/ip52yu935j, 2020. a
  • Polichtchouk, I., Bechtold, P., Bonavita, M., Forbes, R., Healy, S., Hogan, R., Laloyaux, P., Rennie, M., Stockdale, T., Wedi, N., Diamantakis, M., Flemming, J., English, S., Isaksen, L., Vána, F., Gisinger, S., and Byrne, N.: Stratospheric Modelling and Assimilation, ECMWF Technical Memoranda, 877, https://doi.org/10.21957/25hegfoq, 2021. a, b, c
  • Polvani, L. M. and Waugh, D. W.: Upward Wave Activity Flux as a Precursor to Extreme Stratospheric Events and Subsequent Anomalous Surface Weather Regimes, J. Climate, 17, 3548–3554, https://doi.org/10.1175/1520-0442(2004)017<3548:UWAFAA>2.0.CO;2, 2004. a
  • Portal, A., Ruggieri, P., Palmeiro, F. M., García-Serrano, J., Domeisen, D. I. V., and Gualdi, S.: Seasonal Prediction of the Boreal Winter Stratosphere, Clim. Dynam., 58, 2109–2130, https://doi.org/10.1007/s00382-021-05787-9, 2022. a, b, c
  • Randel, W. J.: The Seasonal Evolution of Planetary Waves in the Southern Hemisphere Stratosphere and Troposphere, Q. J. Roy. Meteor. Soc., 114, 1385–1409, https://doi.org/10.1002/qj.49711448403, 1988. a
  • Rao, J. and Garfinkel, C. I.: CMIP5/6 Models Project Little Change in the Statistical Characteristics of Sudden Stratospheric Warmings in the 21st Century, Environ. Res. Lett., 16, 034024, https://doi.org/10.1088/1748-9326/abd4fe, 2021a. a
  • Rao, J. and Garfinkel, C. I.: Projected Changes of Stratospheric Final Warmings in the Northern and Southern Hemispheres by CMIP5/6 Models, Clim. Dynam., 56, 3353–3371, https://doi.org/10.1007/s00382-021-05647-6, 2021b. a
  • Rao, J., Garfinkel, C. I., and White, I. P.: How Does the Quasi-Biennial Oscillation Affect the Boreal Winter Tropospheric Circulation in CMIP5/6 Models?, J. Climate, 33, 8975–8996, https://doi.org/10.1175/JCLI-D-20-0024.1, 2020a. a, b, c
  • Rao, J., Garfinkel, C. I., White, I. P., and Schwartz, C.: The Southern Hemisphere Minor Sudden Stratospheric Warming in September 2019 and Its Predictions in S2S Models, J. Geophys. Res.-Atmos., 125, e2020JD032723, https://doi.org/10.1029/2020JD032723, 2020b. a
  • Richter, J. H., Solomon, A., and Bacmeister, J. T.: Effects of Vertical Resolution and Nonorographic Gravity Wave Drag on the Simulated Climate in the Community Atmosphere Model, Version 5, J. Adv. Model. Earth Sy., 6, 357–383, https://doi.org/10.1002/2013MS000303, 2014. a, b
  • Richter, J. H., Anstey, J. A., Butchart, N., Kawatani, Y., Meehl, G. A., Osprey, S., and Simpson, I. R.: Progress in Simulating the Quasi-Biennial Oscillation in CMIP Models, J. Geophys. Res.-Atmos., 125, e2019JD032362, https://doi.org/10.1029/2019JD032362, 2020. a, b, c
  • Richter, J. H., Glanville, A. A., Edwards, J., Kauffman, B., Davis, N. A., Jaye, A., Kim, H., Pedatella, N. M., Sun, L., Berner, J., Kim, W. M., Yeager, S. G., Danabasoglu, G., Caron, J. M., and Oleson, K. W.: A Subseasonal Earth System Prediction Framework with CESM2, Weather Forecast., 37, 797–815, https://doi.org/10.1175/WAF-D-21-0163.1, 2022 (data available at: https://www.earthsystemgrid.org/dataset/ucar.cgd.cesm2.s2s_hindcasts.html, https://www.earthsystemgrid.org/dataset/ucar.cgd.cesm2-waccm.s2s_hindcasts.html, last access: 24 February 2022). a, b, c, d
  • Saha, S., Nadiga, S., Thiaw, C., Wang, J., Wang, W., Zhang, Q., den Dool, H. M. V., Pan, H.-L., Moorthi, S., Behringer, D., Stokes, D., Peña, M., Lord, S., White, G., Ebisuzaki, W., Peng, P., and Xie, P.: The NCEP Climate Forecast System, J. Climate, 19, 3483–3517, https://doi.org/10.1175/JCLI3812.1, 2006. a
  • Saha, S., Moorthi, S., Wu, X., Wang, J., Nadiga, S., Tripp, P., Behringer, D., Hou, Y.-T., Chuang, H.-y., Iredell, M., Ek, M., Meng, J., Yang, R., Mendez, M. P., van den Dool, H., Zhang, Q., Wang, W., Chen, M., and Becker, E.: The NCEP Climate Forecast System Version 2, J. Climate, 27, 2185–2208, https://doi.org/10.1175/JCLI-D-12-00823.1, 2014. a
  • Schwartz, C., Garfinkel, C. I., Yadav, P., Chen, W., and Domeisen, D. I. V.: Stationary wave biases and their effect on upward troposphere–stratosphere coupling in sub-seasonal prediction models, Weather Clim. Dynam., 3, 679–692, https://doi.org/10.5194/wcd-3-679-2022, 2022. a, b
  • Seviour, W. J. M., Mitchell, D. M., and Gray, L. J.: A Practical Method to Identify Displaced and Split Stratospheric Polar Vortex Events, Geophys. Res. Lett., 40, 5268–5273, https://doi.org/10.1002/grl.50927, 2013. a, b
  • Seviour, W. J. M., Hardiman, S. C., Gray, L. J., Butchart, N., MacLachlan, C., and Scaife, A. A.: Skillful Seasonal Prediction of the Southern Annular Mode and Antarctic Ozone, J. Climate, 27, 7462–7474, https://doi.org/10.1175/JCLI-D-14-00264.1, 2014. a
  • Shaw, T. A. and Perlwitz, J.: The Impact of Stratospheric Model Configuration on Planetary-Scale Waves in Northern Hemisphere Winter, J. Climate, 23, 3369–3389, https://doi.org/10.1175/2010JCLI3438.1, 2010. a
  • Shaw, T. A., Perlwitz, J., and Weiner, O.: Troposphere-Stratosphere Coupling: Links to North Atlantic Weather and Climate, Including Their Representation in CMIP5 Models, J. Geophys. Res.-Atmos., 119, 5864–5880, https://doi.org/10.1002/2013JD021191, 2014. a, b
  • Shepherd, T. G.: The Middle Atmosphere, J. Atmos. Sol.-Terr. Phy., 62, 1587–1601, https://doi.org/10.1016/S1364-6826(00)00114-0, 2000. a
  • Sigmond, M., Scinocca, J. F., Kharin, V. V., and Shepherd, T. G.: Enhanced Seasonal Forecast Skill Following Stratospheric Sudden Warmings, Nat. Geosci., 6, 98–102, https://doi.org/10.1038/ngeo1698, 2013. a
  • Son, S.-W., Lim, Y., Yoo, C., Hendon, H. H., and Kim, J.: Stratospheric Control of the Madden–Julian Oscillation, J. Climate, 30, 1909–1922, https://doi.org/10.1175/JCLI-D-16-0620.1, 2017. a
  • Son, S.-W., Kim, H., Song, K., Kim, S.-W., Martineau, P., Hyun, Y.-K., and Kim, Y.: Extratropical Prediction Skill of the Subseasonal-to-Seasonal (S2S) Prediction Models, J. Geophys. Res.-Atmos., 125, e2019JD031273, https://doi.org/10.1029/2019JD031273, 2020. a
  • Stockdale, T. N., Kim, Y.-H., Anstey, J. A., Palmeiro, F. M., Butchart, N., Scaife, A. A., Andrews, M., Bushell, A. C., Dobrynin, M., Garcia-Serrano, J., Hamilton, K., Kawatani, Y., Lott, F., McLandress, C., Naoe, H., Osprey, S., Pohlmann, H., Scinocca, J., Watanabe, S., Yoshida, K., and Yukimoto, S.: Prediction of the Quasi-Biennial Oscillation with a Multi-Model Ensemble of QBO-resolving Models, Q. J. Roy. Meteor. Soc., 148, 1519–1540, https://doi.org/10.1002/qj.3919, 2022. a
  • Taguchi, M.: Comparison of Subseasonal-to-Seasonal Model Forecasts for Major Stratospheric Sudden Warmings, J. Geophys. Res.-Atmos., 123, 10231–10247, https://doi.org/10.1029/2018JD028755, 2018. a
  • Thompson, D. W. J. and Wallace, J. M.: Annular Modes in the Extratropical Circulation. Part I: Month-to-Month Variability, J. Climate, 13, 1000–1016, https://doi.org/10.1175/1520-0442(2000)013<1000:AMITEC>2.0.CO;2, 2000. a
  • Tripathi, O. P., Charlton-Perez, A., Sigmond, M., and Vitart, F.: Enhanced Long-Range Forecast Skill in Boreal Winter Following Stratospheric Strong Vortex Conditions, Environ. Res. Lett., 10, 104007, https://doi.org/10.1088/1748-9326/10/10/104007, 2015. a, b, c
  • Tyrrell, N. L. and Karpechko, A. Yu.: Minimal impact of model biases on Northern Hemisphere El Niño–Southern Oscillation teleconnections, Weather Clim. Dynam., 2, 913–925, https://doi.org/10.5194/wcd-2-913-2021, 2021. a
  • Tyrrell, N. L., Karpechko, A. Y., and Rast, S.: Siberian Snow Forcing in a Dynamically Bias-Corrected Model, J. Climate, 33, 10455–10467, https://doi.org/10.1175/JCLI-D-19-0966.1, 2020. a
  • Tyrrell, N. L., Koskentausta, J. M., and Karpechko, A. Yu.: Sudden stratospheric warmings during El Niño and La Niña: sensitivity to atmospheric model biases, Weather Clim. Dynam., 3, 45–58, https://doi.org/10.5194/wcd-3-45-2022, 2022. a, b
  • Vitart, F., Ardilouze, C., Bonet, A., Brookshaw, A., Chen, M., Codorean, C., Déqué, M., Ferranti, L., Fucile, E., Fuentes, M., Hendon, H., Hodgson, J., Kang, H.-S., Kumar, A., Lin, H., Liu, G., Liu, X., Malguzzi, P., Mallas, I., Manoussakis, M., Mastrangelo, D., MacLachlan, C., McLean, P., Minami, A., Mladek, R., Nakazawa, T., Najm, S., Nie, Y., Rixen, M., Robertson, A. W., Ruti, P., Sun, C., Takaya, Y., Tolstykh, M., Venuti, F., Waliser, D., Woolnough, S., Wu, T., Won, D.-J., Xiao, H., Zaripov, R., and Zhang, L.: The Subseasonal to Seasonal (S2S) Prediction Project Database, B. Am. Meteorol. Soc., 98, 163–173, https://doi.org/10.1175/BAMS-D-16-0017.1, 2017 (data available at: https://apps.ecmwf.int/datasets/data/s2s/, last access: 24 February 2022). a, b, c
  • Waugh, D. N. W.: Elliptical Diagnostics of Stratospheric Polar Vortices, Q. J. Roy. Meteor. Soc., 123, 1725–1748, https://doi.org/10.1002/qj.49712354213, 1997. a
  • White, I. P., Garfinkel, C. I., Gerber, E. P., Jucker, M., Aquila, V., and Oman, L. D.: The Downward Influence of Sudden Stratospheric Warmings: Association with Tropospheric Precursors, J. Climate, 32, 85–108, https://doi.org/10.1175/JCLI-D-18-0053.1, 2019. a
  • White, I. P., Garfinkel, C. I., Gerber, E. P., Jucker, M., Hitchcock, P., and Rao, J.: The Generic Nature of the Tropospheric Response to Sudden Stratospheric Warmings, J. Climate, 33, 5589–5610, https://doi.org/10.1175/JCLI-D-19-0697.1, 2020. a
  • Yoo, C. and Son, S.-W.: Modulation of the Boreal Wintertime Madden-Julian Oscillation by the Stratospheric Quasi-Biennial Oscillation, Geophys. Res. Lett., 43, 1392–1398, https://doi.org/10.1002/2016GL067762, 2016. a
  • Zhao, M., Golaz, J.-C., Held, I. M., Guo, H., Balaji, V., Benson, R., Chen, J.-H., Chen, X., Donner, L. J., Dunne, J. P., Dunne, K., Durachta, J., Fan, S.-M., Freidenreich, S. M., Garner, S. T., Ginoux, P., Harris, L. M., Horowitz, L. W., Krasting, J. P., Langenhorst, A. R., Liang, Z., Lin, P., Lin, S.-J., Malyshev, S. L., Mason, E., Milly, P. C. D., Ming, Y., Naik, V., Paulot, F., Paynter, D., Phillipps, P., Radhakrishnan, A., Ramaswamy, V., Robinson, T., Schwarzkopf, D., Seman, C. J., Shevliakova, E., Shen, Z., Shin, H., Silvers, L. G., Wilson, J. R., Winton, M., Wittenberg, A. T., Wyman, B., and Xiang, B.: The GFDL Global Atmosphere and Land Model AM4.0/LM4.0: 2. Model Description, Sensitivity Studies, and Tuning Strategies, J. Adv. Model. Earth Sy., 10, 735–769, https://doi.org/10.1002/2017MS001209, 2018. a