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登陸華南熱帶氣旋年頻數(shù)預(yù)測(cè)
作者:張海燕1 2  胡金磊1 2  姚小娟1 2  賴(lài)志娟1 2  莊樺1 2 
單位:1. 自然資源部南海預(yù)報(bào)減災(zāi)中心, 廣東 廣州 510310;
2. 自然資源部海洋環(huán)境探測(cè)技術(shù)與應(yīng)用重點(diǎn)實(shí)驗(yàn)室, 廣東 廣州 510310
關(guān)鍵詞:華南 登陸熱帶氣旋 多時(shí)間尺度 頻數(shù)預(yù)測(cè) 
分類(lèi)號(hào):P444
出版年·卷·期(頁(yè)碼):2023·40·第一期(101-108)
摘要:
利用中國(guó)氣象局 39 a的熱帶氣旋資料,結(jié)合多元線(xiàn)性回歸和自回歸方法,構(gòu)建了一個(gè)考慮登陸華南熱帶氣旋年頻數(shù)多時(shí)間尺度特性的組合預(yù)測(cè)模型。該組合模型能較好地?cái)M合 1980-2012年登陸華南熱帶氣旋年頻數(shù)實(shí)況,擬合相關(guān)系數(shù)達(dá)0.93,平均絕對(duì)誤差為0.57個(gè),平均相對(duì)誤差為 12.7%。利用該模型對(duì) 2013-2018 年進(jìn)行后報(bào)試驗(yàn),平均絕對(duì)誤差為 0.61 個(gè),平均相對(duì)誤差為12.4%。
Based the tropical cyclones (TCs) data over recent 39 years from the China Meteorological Administration and using the multiple linear regression and autoregressive methods, a combined prediction model considering the multi-time-scale characteristics of the annual frequency of landfall TCs in South China is constructed. The combined model can well fit the actual annual frequency of landfall TCs in South China during the period from 1980 to 2012 with the fitting correlation coefficient of 0.93, the mean absolute error of 0.57 and the mean relative error of 12.7%. The test results show that the model can reasonably predict the annual frequency of tropical cyclones landing in South China, and it can be used as a reference for corresponding forecasting operations. The mean absolute error and mean relative error of the hindcast experiments from 2013 to 2018 are 0.61 and 12.4%, respectively. These results indicate that the model could properly predict the annual frequency of landfall TCs in South China and can be operationally used as a reference.
參考文獻(xiàn):
[1] 張海燕. 南海區(qū)臺(tái)風(fēng)風(fēng)暴潮時(shí)空分布特征[J]. 海洋預(yù)報(bào), 2019, 36(6):1-8. ZHANG H Y. Spatio-temporal distribution of typhoon storm surge along the South China Sea coast[J]. Marine Forecasts, 2019, 36(6):1-8.
[2] 范可. 西北太平洋臺(tái)風(fēng)生成頻次的新預(yù)測(cè)因子和新預(yù)測(cè)模型[J]. 中國(guó)科學(xué)D輯:地球科學(xué), 2007, 37(9):1260-1266. FAN K. New predictors and a new prediction model for the typhoon frequency over western North Pacific[J]. Science in China Series D:Earth Sciences, 2007, 37(9):1260-1266.
[3] 應(yīng)明, 萬(wàn)日金. 影響我國(guó)的熱帶氣旋年頻數(shù)預(yù)測(cè)[J]. 應(yīng)用氣象學(xué)報(bào), 2011, 22(1):66-76. YING M, WAN R J. The annual frequency prediction of tropical cyclones affecting China[J]. Journal of Applied Meteorological Science, 2011, 22(1):66-76.
[4] 吳慧, 邢彩盈, 吳勝安, 等. 夏季影響海南的熱帶氣旋頻數(shù)預(yù)測(cè)[J]. 熱帶氣象學(xué)報(bào), 2016, 32(3):377-384. WU H, XING C Y, WU S A, et al. Frequency prediction of tropical cyclones affecting Hainan in summer[J]. Journal of Tropical Meteorology, 2016, 32(3):377-384.
[5] 王會(huì)軍, 郎咸梅, 范可, 等. 關(guān)于2006年西太平洋臺(tái)風(fēng)活動(dòng)頻次的氣候預(yù)測(cè)試驗(yàn)[J]. 氣候與環(huán)境研究, 2006, 11(2):133-137. WANG H J, LANG X M, FAN K, et al. Real-time climate prediction experiment for the typhoon frequency in the Western North Pacific for 2006[J]. Climatic and Environmental Research, 2006, 11(2):133-137.
[6] 孫建奇, 陳活潑. 一種適合于臺(tái)風(fēng)頻次預(yù)測(cè)的統(tǒng)計(jì)降尺度方法[C]//2011年第二十八屆中國(guó)氣象學(xué)會(huì)年會(huì)論文集. 廈門(mén):中國(guó)氣象學(xué)會(huì), 2011:1-8. SUN J Q, CEHN H P. A statistical downscaling method to forecast typhoon frequency[C]//Proceedings of the 28th Annual Meeting of the Chinese Meteorological Society in 2011. Xiamen:Chinese Meteorological Society, 2011:1-8.
[7] 賈小龍, 陳麗娟, LUO J J. 利用海氣耦合模式預(yù)測(cè)的大尺度環(huán)流進(jìn)行熱帶氣旋年頻數(shù)的預(yù)測(cè)試驗(yàn)[J]. 熱帶氣象學(xué)報(bào), 2013, 29(1):37-46. JIA X L, CHEN L J, LUO J J. Climate prediction experiment for tropical cyclone frequency using the large scale circulation forecast by a CGCM[J]. Journal of Tropical Meteorology, 2013, 29(1):37- 46.
[8] 蘇志重, 余錦華, 孫丞虎, 等. IPRC區(qū)域氣候模式對(duì)西北太平洋熱帶氣旋潛在預(yù)測(cè)能力的初步檢驗(yàn)[J]. 熱帶氣象學(xué)報(bào), 2010, 26(2):165-173. SU Z Z, YU J H, SUN C H, et al. The initial evaluation of tropical cyclone potential predictability in the Northwestern Pacific using the IPRC regional climate model[J]. Journal of Tropical Meteorology, 2010, 26(2):165-173.
[9] 龍淵, 梅寧, 楊建偉. 應(yīng)用ARMA模式對(duì)登陸華南臺(tái)風(fēng)序列的模擬和預(yù)報(bào)[J]. 廣東氣象, 1999(S1):11-13. LONG Y, MEI N, YANG J W. Application of autoregressive moving average model to forecast landfall typhoon frequency in South China[J]. Guangdong Meteorology, 1999(S1):11-13.
[10] 李祚泳, 鄧新民, 桑華民. 臺(tái)風(fēng)登陸華南年頻次的投影尋蹤回歸預(yù)測(cè)模型[J]. 熱帶氣象學(xué)報(bào), 1998, 14(2):181-185. LI Z Y, DENG X M, SANG H M. Forecasting model of numbers of landed typhoon based on projection pursuit regression[J]. Journal of Tropical Meteorology, 1998, 14(2):181-185.
[11] 魏鳳英. 華北干旱的多時(shí)間尺度組合預(yù)測(cè)模型[J]. 應(yīng)用氣象學(xué)報(bào), 2003, 14(5):583-592. WEI F Y. A predicting drought model with an integration of multiscale in north China[J]. Journal of Applied Meteorological Science, 2003, 14(5):583-592.
[12] 何蕾, 李國(guó)勝, 李闊, 等. 基于EEMD及BP神經(jīng)網(wǎng)絡(luò)的區(qū)域海平面多尺度預(yù)測(cè)研究[J]. 第四紀(jì)研究, 2015, 35(2):374-382. HE L, LI G S, LI K, et al. Multi-scale prediction of regional sea level change based on EEMD and BP neural network[J]. Quaternary Sciences, 2015, 35(2):374-382.
[13] 陳聯(lián)壽, 丁一匯. 西太平洋臺(tái)風(fēng)概論[M]. 北京:科學(xué)出版社, 1979:1-491. CHEN L S, DING Y H. The generality of typhoon in the Western Pacific[M]. Beijing:Science Press, 1979:1-491.
[14] 羅小莉, 姚才, 譚金凱. 登陸華南臺(tái)風(fēng)的頻數(shù)及強(qiáng)度變化特征分析[J]. 海洋預(yù)報(bào), 2018, 35(4):58-67. LUO X L, YAO C, TAN J K. Analysis on numbers and intensity characteristics of typhoon landed in the South China[J]. Marine Forecasts, 2018, 35(4):58-67.
[15] 劉春霞. 廣東省登陸熱帶氣旋活動(dòng)異常成因分析[J]. 熱帶氣象學(xué)報(bào), 2004, 20(1):24-31, 113-114. LIU C X. The effect on abnormal action of tropical cyclone landfalling on Guangdong province[J]. Journal of Tropical Meteorology, 2004, 20(1):24-31, 113-114.
[16] 彭小桐, 關(guān)皓. 海南島登陸熱帶氣旋頻數(shù)異常成因分析[J]. 氣象研究與應(yīng)用, 2011, 32(2):13-17. PENG X T, GUAN H. Abnormal frequency of the tropical cyclone landing in Hainan Island[J]. Journal of Meteorological Research and Application, 2011, 32(2):13-17.
[17] 吳勝安, 周廣慶, 穆松寧. 中高緯度印度洋海溫與西北太平洋夏季臺(tái)風(fēng)生成數(shù)的相關(guān)性[J]. 氣候與環(huán)境研究, 2013, 18(2):243-250. WU S A, ZHOU G Q, MU S N. Relationship between sea surface temperature of middle-high latitude Indian Ocean and summer typhoon frequencies over the Western North Pacific[J]. Climatic and Environmental Research, 2013, 18(2):243-250.
[18] 黃菲, 姜治娜. 歐亞大陸阻塞高壓的統(tǒng)計(jì)特征及其與中國(guó)東部夏季降水的關(guān)系[J]. 青島海洋大學(xué)學(xué)報(bào), 2002, 32(2):186-192. HUANG F, JIANG Z N. Study on the statistical characteristics of atmospheric blocking in the Eurasia and its relationship with the summer rainfall over the east of China[J]. Journal of Ocean University of Qingdao, 2002, 32(2):186-192.
[19] 史湘軍, 智協(xié)飛. 1950-2004年歐亞大陸阻塞高壓活動(dòng)的統(tǒng)計(jì)特征[J]. 南京氣象學(xué)院學(xué)報(bào), 2007, 30(3):338-344. SHI X J, ZHI X F. Statistical characteristics of blockings in Eurasia from 1950 to 2004[J]. Journal of Nanjing Institute of Meteorology, 2007, 30(3):338-344.
[20] JONES C, CARVALHO L M V, HIGGINS R W, et al. A statistical forecast model of tropical intraseasonal convective anomalies[J]. Journal of Climate, 2004, 17(11):2078-2095.
[21] SCHWARZ G E. Estimating the dimension of a model[J]. The Annals of Statistics, 1978, 6(2):461-464.
[22] ZHAN R F, WANG Y Q, WEN M. The SST gradient between the southwestern pacific and the western pacific warm pool:a new factor controlling the northwestern pacific tropical cyclone genesis frequency[J]. Journal of Climate, 2013, 26(7):2408-2415.
[23] ZHOU B T, GUI X. Interdecadal change of the linkage between the North Atlantic Oscillation and the tropical cyclone frequency over the western North Pacific[J]. Science China Earth Sciences, 2014, 57(9):2148-2155.
[24] 陶麗, 藍(lán)玉峰, 孔承承. ENSO與西北太平洋強(qiáng)TC相關(guān)關(guān)系年代際變化研究[J]. 大氣科學(xué)學(xué)報(bào), 2018, 41(5):596-607. TAO L, LAN Y F, KONG C C. Interdecadal variations in the relationship between the intense tropical cyclones over the Western North Pacific Ocean and the ENSO[J]. Transactions of Atmospheric Sciences, 2018, 41(5):596-607.
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