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研究生: 駱世豪
Lo, Shih-How
論文名稱: 人為影響對2009年莫拉克颱風極端降雨變化的歸因分析
Attribution of the impact of anthropogenic effect on Morakot 2009 and associated rainfall extremes
指導教授: 陳正達
Chen, Cheng-Ta
學位類別: 博士
Doctor
系所名稱: 地球科學系
Department of Earth Sciences
論文出版年: 2021
畢業學年度: 109
語文別: 中文
論文頁數: 143
中文關鍵詞: 氣候變遷極端天氣偵測與歸因
英文關鍵詞: climate change, weather extreme, detection and attribution
DOI URL: http://doi.org/10.6345/NTNU202100121
論文種類: 學術論文
相關次數: 點閱:164下載:19
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  • 天氣與氣候極端事件到底是不是真的已經與過去發生的事件截然不同,一直是極具爭議性的問題。本研究針對最近發生的極端天氣事件(如熱帶氣旋)進行機率事件歸因研究,期望能克服模式模擬極端天氣與氣候事件的能力限制,同時也能夠透過獨特的數值實驗設計釐清並量化過去氣候變遷中人為的貢獻。本研究中主要分為三部分,(1)過去百年人為所造成的大氣與海洋變化的估算,運用第五階段耦合模式比較計劃(CMIP5)的氣候模式數值實驗資料庫,可以將人為排放溫室氣體與氣溶膠的作用與已知的氣候系統自然變動加以區分,同時也以不同模式的估算涵蓋其不確定性。(2)評估雲解析風暴模擬模式對於侵臺颱風與其伴隨降雨的模擬能力,了解其掌握大尺度背景環流、熱力結構以及地形對颱風影響的能力。(3)利用歷史情境和只有自然驅力情境的系集模擬,進一步展開人為因子對於颱風影響的量化評估。
    運用機率事件歸因的統計分析,並以莫拉克颱風(2009)為例,研究發現過去百年人為所造成的氣候暖化,對於颱風路徑並沒有顯著性的影響,整體颱風強度指數的增加雖然只有 5%左右,但是統計上非常顯著。而伴隨颱風的極端強降雨分析顯示,對於區域強降雨超過 500 mm以上的極端事件發生機率,人為的影響非常可能(大於 90%)會使極端降雨機率增加至少 10%。若以相對於颱風中心的角度分析,極端降雨超過 2000 mm 以上的事件發生機率,人為的影響可能(大於 66%)會使極端降雨機率增加至少 10%,甚至也不排除有 10%的機會,人為的影響使極端降雨發生的風險增加了一倍。進一步透過颱風環流與熱力結構分析發現,極端降雨增加的原因不只來自於水氣的變化,上升氣流加強以及其與極端降雨增加的空間對應關係,顯示動力效應提供了額外的助力。

    Whether or not we can found a distinct change in the recent weather and climate extremes that is detectable from natural variability is a rather controversial research topic. Our project aimed at using probabilistic event attribution framework to study anthropogenic impact on recent weather extremes (e.g. tropical cyclone). There are three important golds of this study. First is on the estimation of anthropogenic warming of the past century. It is evaluated by the difference from 20th century historical run with all forcing and natural forcing only experiments in the CMIP5 climate model data archive. The uncertainty of estimation would be quantified by the spread of multi-model ensemble. The second milestone is the detailed validation on whether a high-resolution regional model can reasonably simulate the evolution of a typhoon affecting Taiwan and the associated rainfall. Finally, the ensemble simulation of historical scenarios and natural only scenarios is used to quantify the impact of human factors on typhoons.
    By applying the probabilistic event attribution statistics to the ensemble simulations of 2009 typhoon Morokat. We found that while the anthropogenic impact did not change the typhoon track systematically, and there is a significant increase of 5% on the intensity index of tropical cyclone. More importantly, our result suggests that there is a 10-15% increase in the risk for tropical cyclone rainfall extremes when anthropogenic forcing included in the Typhoon Morakot simulation. The increase is not only supported by the more abundance of water vapor. The additional dynamical impact from the enhancement of ascending motion corresponded well to the location of rainfall extreme increases.

    第一章 前言 1 第二章 資料介紹與分析方法 8 2.1 颱風個案介紹 8 2.2 資料簡介 9 2.3 雲解析風暴模式 11 2.4 實驗設計 14 2.4.1 模式實驗設定 15 2.4.2 人為因子對颱風影響之實驗 17 2.5 颱風中心定位方法 19 2.6 降雨事件採樣方法 21 2.7 風險評估與歸因方法 22 第三章 七種分析與再分析資料模擬結果討論 25 3.1 七種分析與再分析資料的比對 25 3.2 模擬路徑的差異 27 3.3 模擬中心氣壓的差異 28 3.4 模擬降雨的差異 29 3.5 小結 29 第四章 初始及邊界場改進模擬實驗結果討論 31 4.1 颱風模擬路徑結果討論 32 4.2 中心最低氣壓模擬結果討論 34 4.3 降雨模擬結果討論 35 4.4 小結 36 第五章 不同初始時間及參數模擬實驗結果討論 39 5.1 不同初始時間實驗的颱風路徑與強度討論 40 5.2 不同初始時間實驗的臺灣地區極端降雨討論分析 41 5.3 不同參數設定實驗的路徑與颱風狀態討論 42 5.4 小結 43 第六章 人為因子對颱風強度與降雨影響之實驗結果討論 45 6.1 歷史颱風模擬的颱風中心位置和路徑結果分析 46 6.2 歷史颱風模擬的颱風中心最低氣壓和最大風速結果分析 48 6.3 歷史颱風模擬的颱風降雨結果分析 49 6.4 颱風在去除人為因子下的颱風路徑差異分析 51 6.5 颱風在去除人為因子下的颱風強度差異分析 52 6.6 在去除人為因子下的跟隨颱風降雨差異分析 55 6.7 在去除人為因子下的整場颱風降雨差異分析 57 6.8 在去除人為因子下的降雨機率差異分析 59 6.9 在去除人為因子下的整場颱風降雨FAR歸因分析 61 6.10 小結 64 第七章 結論 68 參考文獻 71 附表 78 附圖 80

    許晃雄、郭鴻基、周仲島、陳台琦、林博雄、葉天降、吳俊傑、翁春雄、高嘉璘,2010:莫拉克颱風科學報告。
    Allen, M. R., 2003: Liability for climate change. Nature, 421, 891-892.
    ______, and W. J. Ingram, 2002: Constrains on future changes in climate and the hydrologic cycle. Nature, 419, 224-232.
    Bender, M. A., T. R. Knutson, R. E. Tuleya, J. J. Sirutis, G. A. Vecchi, S. Garner, and I. Held, 2010: Modeled impact of anthropogenic warming of the frequency of intense Atlantic hurricanes. Science, 327, 454-458.
    Chauvin, F., J.-F. Royer, and M. Déqué, 2006: Response of hurricane-type vortices to global warming as simulated by ARPEGE-Climat at high resolution. Clim. Dyn., 27, 377-399.
    Chien, F.-C., and H.-C. Kuo, 2011: On the extreme rainfall of Typhoon Morakot (2009). J. Geophys. Res., 116, D05104.
    Christidis, N., P. A. Stott, A. Scaife, A. Arribas, G. S. Jones, D. Copsey, J. R.Knight, and W. J.Tennant, 2013b: A new HadGEM3-A-based system for attribution of weather and climate-related extreme events. J. Climate, 26, 2756–2783.
    Cotton, W. R., G. J. Tripoli, R. M. Rauber, and E. A. Mulvihill, 1986: Numerical simulation of the effects of varying ice crystal nucleation rates and aggregation processes on orographic snowfall. J. Clim. Appl. Meteorol., 25, 1658-1680.
    Dee, D. P., S. M. Uppala, A. J. Simmons, P. Berrisford, P. Poli, S. Kobayashi, U. Andrae, M. A. Balmaseda, G. Balsamo, P. Bauer, P. Bechtold, A. C. M. Beljaars, L. van de Berg, J. Bidlot, N. Bormann, C. Delsol, R. Dragani, M. Fuentes, A. J. Geer, L. Haimberger, S. B. Healy, H. Hersbach, E. V. Hólm, L. Isaksen, P. Kållberg, M. Köhler, M. Matricardi, A. P. McNally, B. M. Monge-Sanz, J.-J. Morcrette, B.-K. Park, C. Peubey, P. de Rosnay, C. Tavolato, J.-N. Thépaut, and R. Vitart, F., 2011: The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Q.J.R. Meteorol. Soc., 137, 553-597.
    Emanuel, K., 2005: Increasing destructiveness of tropical cyclones over the past 30 years. Nature, 436, 686-688.
    Estrada, F, R. S.Tol, and W. J. Botzen, 2017: Global economic impacts of climate variability and change during the 20th century. PLOS ONE, 12, e0172201
    Gillett, N. P., P. A. Stott, and B. D. Snater, 2008: Attribution of cyclogenesis region sea surface temperature change to anthropogenic influence. Geophys. Res. Lett., 35,L09707.
    Gutowski, W. J., G. C. Hegerl, G. J. Holland, T. R. Knutson, L. O. Mearns, S. Ronald, P. J. Webster, M. F. Wehner, and F. W. Zwiers, 2008: Causes of Observed Changes in Extremes and Projections of Future Changes. In Weather and Climate Extremes in a Changing Climate, US Climate Change Science Program SAP 3.3, 81-116.
    Hasegawa, A. and S. Emori, 2005: Tropical cyclones and associated precipitation over the Western North Pacific: T106 atmospheric GCM simulation for present-day and doubled CO2 climates. SOLA, 1, 145-148.
    Hallegatte, S. M. Bangalore, L. Bonzanigo, M. Fay, T. Kane, U. Narloch, J. Rozenberg, D. Treguer, and A. Vogt-Schilb, 2015: Shock Waves: Managing the Impacts of Climate Change on Poverty. World Bank, Washington, DC201.
    Hegerl, G. C., F. W. Zwiers, M. R. Allen, and J. Marengo, 2001: Detection of Climate Change and Attribution of Causes. In; Climate Change 2001: The Scientific Basis. Contribution of Working Group I to the Third Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.
    ______, T. R. Karl, M. Allen, N. L. Bindoff, and N. Gillett, 2006: Climate change detection and attribution: beyond mean temperature signals. J. Climate, 19, 5058-5077.
    ______, F. W. Zwiers, P. Braconnot, N. P. Gillett, Y. Luo, J. A. Marengo Orsini, N. Nicholls, J. E. Penner, and P. A. Stott, 2007: Understanding and Attributing Climate Change. In: Climate Change 2007: The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.
    Hong, C.‐C., M.‐Y. Lee, H.‐H. Hsu, and J.‐L. Kuo, 2010: Role of sub- monthly disturbance and 40-50 day ISO on the extreme rainfall event associated with Typhoon Morakot (2009) in southern Taiwan, Geophys. Res. Lett., 37, L08805.
    Hulme, M., 2011: Reducing the future to climate: A story of climate determinism and reductionism. Osiris, 26, 245–266.
    Ikawa, M., and K. Saito, 1991: Description of a Nonhydrostatic Model Developed at the Forecast Research Department of the MRI. MRI Tech. Rep., 28, 238pp.
    James, R., F. Otto, H. Young, E. Boyd, R. J. Cornforth, D. M. Mitchell, and M. Allen, 2014: Characterizing loss and damage from climate change. Nature Clim. Change, 4, 938-939.
    Kalnay, E, M. Kanamitsu, R. Kistler, W. Collins, D. Deaven, L. Gandin, M. Iredell, S. Saha, G. White, J. Woollen, Y. Zhu, M. Chelliah, W. Ebisuzaki, W. Higgins, J. Janowiak, K. C. Mo, C. Ropelewski, J. Wang, A. Leetmaa, R. Reynolds, R. Jenne, and D Joseph,1996: The NCEP/NCAR 40-year reanalysis project. Bull. Amer. Meteor. Soc., 77, 437-470.
    Knapp, K. R., M. C. Kruk, D. H. Levinson, H. J. Diamond, and C. J. Neumann, 2010: The International Best Track Archive for Climate Stewardship (IBTrACS): Unifying tropical cyclone best track data. Bulletin of the American Meteor. Society, 91, 363-376.
    Knutson, T. R., and R.E. Tuleya, 2004: Impact of CO2-Induced Warming on Simulated Hurricane Intensity and Precipitation: Sensitivity to the Choice of Climate Model and Convective Parameterization. J. Climate, 17, 3477-3495.
    ______, J. J. Sirutis, S. T. Garner, I. M. Held, and R. E. Tuleya, 2007: Simulation of the recent multidecadal increase of Atlantic hurricane activity using an 18-km grid regional model. Bulletin of the American Meteorological Society, 88(10), 1549-1565.
    ______, J. J. Sirutis, S. T. Garner, G. A. Vecchi, and I. Held, 2008: Simulated reduction in Atlantic hurricane frequency under twenty-first-century warming conditions. , 1, 359-364.
    ______, J. McBride, J. Chan, K. A. Emanuel, G. Holland, C. Landsea, I. Held, J. Kossin, A. K. Srivastava, and M. Sugi, 2010: Tropical cyclones and climate change. Nature Geoscience, 3, 157-163.
    Lackmann, G. M., 2015: Hurricane Sandy before 1900 and after 2100. Bull Am Meteorol Soc., 96, 547-59.
    Lin, Y. L., R. D. Farley, and H. D. Orville, 1983: Bulk parameterization of the snow field in a cloud model. J. Clim. Appl. Meteorol., 22, 1065-1092.
    Liu, Z., D. Ostrenga, W. Teng, and S. Kempler, 2012: Tropical Rainfall Measuring Mission (TRMM) Precipitation Data and Services for Research and Applications. Bull. Amer. Meteor. Soc., 93, 1317-1325.
    Mellor, G. L., and T. Yamada, 1974: A hierarchy of turbulent closure models for planetary boundary layers. J. Atmos. Sci., 31, 1791-1806.
    Min, S.-K., X. Zhang, F. W. Zwiers, and G. C. Hegerl, 2011: Human contribution to more-intense precipitation extremes. Nature, 470, 378-381.
    Moncrieff, M.W., 2010: The multi-scale organization of moist convection and the intersection of weather climate. Geophysical Monograph Series, 189, 3-26.
    Murakami, M., 1990: Numerical modeling of dynamical and micro-physical evolution of an isolated convective cloud. J. Meteorol. Soc. Jpn., 68, 107-128.
    Murakami, M., T. L. Clark, and W. D. Hall, 1994: Numerical simulations of convective snow clouds over the Sea of Japan: two-dimensional simulation of mixed layer development and convective snow cloud formation. J. Meteorol. Soc. Jpn., 72, 43-62.
    Murakami, H., B. Wang, and A. Kitoh, 2011: Future changes in the western North Pacific typhoons: Projection with a 20-km-mesh global atmospheric model. J. Clim., 24, 1154-1169.
    Murakami, H., Y. Wang, M. Sugi, H. Yoshimura, R. Mizuta, E. Shindo, Y. Adachi, S. Yukimoto, M. Hosaka, A. Kitoh, T. Ose, and S. Kusunoki, 2012: Future changes in tropical cyclone activity projected by the new high-resolution MRI-AGCM. J. Clim., 25, 3237-3260.
    Murakami, H., T. L. Delworth, W. F. Cooke, M. Zhao, B. Xiang, and P.-C. Hsu, 2020: Detected climatic change in global distribution of tropical cyclones. Proceedings of the National Academy of Sciences, 117(20), 10706-10714.
    NCEP, National Centers for Environmental Prediction/National Weather Service/NOAA/U.S. Department of Commerce, 2000: NCEP FNL Operational Model Global Tropospheric Analyses, continuing from July 1999. Research Data Archive at the National Center for Atmospheric Research, Computational and Information Systems Laboratory, Boulder, CO.
    Onogi, K., H. Koide, M. Sakamoto, S. Kobayashi, J. Tsutsui, H. Hatsushika, T. Matsumoto, N. Yamazaki, H. Kamahori, K. Takahashi, K. Kato, R. Oyama, T. Ose, S. Kadokura, and K. Wada, 2005: JRA-25: Japanese 25-year re-analysis project-progress and status. Q.J.R. Meteorol. Soc., 131, 3259-3268.
    Otto, F. E. L., N. Massey, G. J. van Oldenborgh, R. G. Jones, and M.R. Allen, 2012: Reconciling two approaches to attribution of the 2010 Russian heat wave. Geophys Res. Lett., 39, L04702
    ______, R.G. Jones, K. Halladay, and M.R. Allen, 2013: Attribution of changes in precipitation patterns in African rainforests. Phil. Trans. R. Soc. B, 368, 1625
    ______, E. Boyd, R. G. Jones, R. J. Cornforth, R. James, H. R. Parker, and M. R. Allen, 2015: Attribution of extreme weather events in Africa: a preliminary exploration of the science and policy implications. Clim Change, 132, 531-543.
    Pall, P., T. Aina, D. A. Stone, P. A. Stott, T. Nozawa, A. G. J. Hilberts, D. Lohmann, and M. R. Allen, 2011: Anthropogenic greenhouse gas contribution to flood risk in England and Wales in autumn 2000. Nature, 470, 382-386.
    Patricola, C. M., and M. F. Wehner, 2018: Anthropogenic influences on major tropical cyclone events. Nature, 563, 339-346.
    Pun, I. F., I.-I. Lin, C.-R. Wu, D.-S. Ko, and W.-T. Liu., 2007: Validation and Application of Altimetry-derived Upper Ocean Thermal Structure in the Western North Pacific Ocean for Typhoon Intensity Forecast. IEEE Transactions On Geoscience and Remote Sensing, 45(6), 1616-1630.
    Reynolds, R. W., N. A. Rayner, T. M. Smith, D. C. Stokes, and W. Wang, 2002: An improved in situ and satellite SST analysis for climate. J. Climate, 15, 1609-1625.
    Saha, S., and Coauthors, 2010: NCEP Climate Forecast System Reanalysis (CFSR) Selected Hourly Time-Series Products, January 1979 to December 2010. Research Data Archive at the National Center for Atmospheric Research, Computational and Information Systems Laboratory, Boulder, CO.
    Santer, B. D., T. M. L. Wigley, T. P. Barnett, and E. Anyamba, 1996: Detection of Climate Change and Attribution of Causes. In; Climate Change 1995: The Science of Climate Change. Contribution of Working Group I to the Second Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.
    Santer, B. D., T. M. L. Wigley, P. J. Gleckler, C. Bonfils, M. F. Wehner, K. AchutaRao, T. P. Barnett, J. S. Boyle, W. Brüggemann, M. Fiorino, N. Gillett, J. E. Hansen, P. D. Jones, S. A. Klein, G. A. Meehl, S. C. B. Raper, R. W. Reynolds, K. E. Taylor, and W. M. Washington, 2006: Forced and unforced ocean temperature changes in Atlantic and Pacific tropical cyclogenesis regions. Proc. Natl. Acad. Sci. USA, 103, 905-913.
    Schär, C., P. L. Vidale, D. Lüthi, C. Frei, C. Häberli, M. A. Liniger, and C. Appenzeller, 2004: The role of increasing temperature variability in European summer heat waves. Nature, 427, 332-336
    Schaller, N., A. L. Kay, R. Lamb, N. R. Massey , G. J. van Oldenborgh , F. E. L. Otto, S. N. Sparrow, R. Vautard, P. Yiou, I. Ashpole, A. Bowery, S. M. Crooks, K. Haustein, C. Huntingford, W. J. Ingram, R. G. Jones, T. Legg, J. Miller, J. Skeggs, D. Wallom, A. Weisheimer, S. Wilson, P. A. Stott, and M. R. Allen, 2016: Human influence on climate in the 2014 southern England winter floods and their impacts. Nat. Clim. Change, 6, 627-634.
    Segami, A., K. Kurihara, H. Nakamura, M. Ueno, I. Takano, and Y. Tatsumi, 1989: Operational meso-scale weather prediction with Japan Spectral Model. J. Meteorol. Soc. Jpn., 67, 907-924.
    Stone, D. A., and M. R. Allen, 2005: The end-to-end attribution problem: From emissions to impacts. Clim. Change, 71, 303-318.
    Stott, P. A., D. A. Stone, and M. R. Allen, 2004: Human contribution to the European heatwave of 2003. Nature, 432, 610-614.
    ______, N. P. Gillett, G. C. Hegerl, D. J. Karoly, D. A. Stone, X. Zhang, and F. Zwiers, 2010: Detection and attribution of climate change: a regional perspective. Wiley Interdisciplinary Reviews: Climate Change, 1(2), 192-211.
    Takayabu, I., K. Hibino, H. Sasaki, H. Shiogama, N. Mori, Y. Shibutani, and T. Takemi, 2015: Climate change effects on the worst-case storm surge: a case study of typhoon Haiyan. Environ. Res. Lett., 10, 064011.
    Tsuboki, K., 2008: High-Resolution Simulations of High-Impact Weather Systems Using the Cloud-Resolving Model on the Earth Simulator. High Resolution Numerical Modelling of the Atmosphere and Ocean, Hamilton, Kevin; Ohfuchi, Wataru, Springer New York, 141-156.
    van Oldenborgh, G. J., K. van der Wiel, A. Sebastian, R. Singh, J. Arrighi, F. Otto, K. Haustein, S. Li, G. Vecchi, and H. Cullen, 2017: Attribution of extreme rainfall from Hurricane Harvey, August 2017. Environ. Res. Lett., 12, 124009
    Vecchi, G. A., and T. R. Knutson, 2008: On Estimates of Historical North Atlantic Tropical Cyclone Activity. Journal of Climate, 21(14), 3580-3600.
    Waliser, D.E., and M. W. Moncrieff, 2007: Year of tropical convection-joint WCRP-THORPEX activity to address the challenge of tropical convection. WCRP GEWEX News, 17(2), 8.
    Wang, C. C., H. C. Kuo, T. C. Yeh, C. H. Chung, Y. H. Chen, S. Y. Huang, Y. W. Wang, and C. H. Liu, 2013: High-resolution quantitative precipitation forecasts and simulation by the Cloud-Resolving Storm Simulator (CReSS) for Typhoon Morakot (2009). J. Hydrol., 506, 26-41.
    ______, L.-S. Tseng, C.-C. Huang, S.-H. Lo, C.-T. Chen, P.-Y. Chuang, N.-C. Su, and K. Tsuboki, 2019: How much of Typhoon Morakot's extreme rainfall is attributable to anthropogenic climate change? International Journal of Climatology, 39, 3454-3464.
    Webster, P.J., G. J. Holland, J. A. Curry, and H.-R. Chang, 2005: Changes in tropical cyclone number, duration, and intensity in a warming environment. Science, 309(5742), 1844-1846.
    World Meteorological Organization, 2006: WMO International Workshop on Tropical Cyclones Statement on Tropical Cyclones and Climate Change; available at: <http://www.wmo.int/pages/prog/arep/tmrp/documents/iwtc_statement.pdf> and <http://www.wmo.int/pages/prog/arep/tmrp/documents/iwtc_summary.pdf>.
    Zhao, M., I. Held, S.-J. Lin, and G.A. Vecchi, 2009: Simulations of global hurricane climatology, interannual variability, and response to global warming using a 50 km resolution GCM. J. Clim., 22, 6653-6678.

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