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Statistical characteristic of daily temperature series (1954—2004) of Xiamen station is analyzed by using Gaussian and skew distribution functions, and then the future probable trend of record temperature events (RBTE) is also simulated by using Monte-Carlo(MC) methods based on the Gaussian and skew distribution functions, respectively. Results show that the statistical property of nearly 50a daily observation temperature data in June of Xiamen station is more consistent with that obtained from the skew function. However, the theoretical study shows that the skew function and Gaussian function have the same limit of convergence, i.e. the Gumbel distribution function. The results also show that the MC simulation based on the skew distribution with global warming background can reveal the future probable extreme events well, and the Xiamen's daily temperature distribution of June in the next 10 a is predicted. The global warming background can lead the occurrence probabilities of high-temperature record-breaking event and the average daily temperature to increase. In addition, based on the observed date in China, the spatial temperature distribution of the occurrence with the max probability over China in coming 10 years is also presented.
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Keywords:
- record-breaking high temperature events /
- Monte Carlo simulation /
- skew distribution function
[1] Meehl G A,Karl T,Easterling D R,Changnon S,Pielke R,Changnon D,Evans J,Groisman P Y,Knutson T R,Kunkel K E,Mearns L O,Parmesan C,Pulwarty R,Root T,Sylves R T,Whetto P,Zwiers F 2000 Bull. Amer. Meteor. Soc. 81 413
[2] Easterling D R,Evans J L,Groisman P Y,Karl T R,Kunkel K E,Ambenje P 2000 Bull. Amer. Meteor. Soc. 81 417
[3] Feng G L , Dong W J 2003 Chin.Phys 12 1076
[4] Gong Z Q, Wang X J, Zhi R, Feng G L 2009 Acta. Phys. Sin. 58 4342(in Chinese) [龚志强、王晓娟、支 蓉、封国林 2009 58 4342]
[5] Zhang D Q, Feng G L, Hu J G 2008 Chin. Phys. B 17 736
[6] Hou W, Yang P, Feng G L 2008 Acta. Phys. Sin. 57 3932(in Chinese) [侯 威、杨 萍、封国林 2008 57 3932]
[7] Feng G L,Wang Q G, Hou W, Gong Z Q, Zhi R 2009 Acta. Phys. Sin. 58 4 (in Chinese) [封国林、王启光、侯 威、龚志强、支 蓉 2009 58 4]
[8] Zhang D Q, Qian Z H 2008 Acta. Phys. Sin. 57 4634(in Chinese)[章大全、钱忠华 2008 57 4634]
[9] Feng G L, Gong Z Q, Dong W J,Li J P 2005 Acta. Phys. Sin. 54 5494 (in Chinese) [封国林、龚志强、董文杰、李建平 2005 54 5494]
[10] Feng G L, Dong W J, Gong Z Q, Hou W, Wan S Q, Zhi R 2006 Nonlinear theories and methods on spatial-temporal distribution of the observational data (Beijing: Metrological press) (in Chinese)[封国林、董文杰、龚志强、侯 威、万仕全、支 蓉 2006 观测数据非线性时空分布理论和方法(气象出版社)]
[11] He W P, Feng G L, Dong W J, Li J P2005 Chin. Phys. 14 21
[12] Zhi R, Gong Z Q, Zheng Z H, Zhou L 2009 Acta. Phys. Sin. 58 2113(in Chinese)[支 蓉、龚志强、郑志海、周 磊 2009 58 2113]
[13] He W P,Feng G L, Wu Q, Wan S Q, Chou J F2008 Nonlin. Processes Geophys. 15 601
[14] Wang Q G, Hou W, Zheng Z H, Gao R 2009 Acta. Phys. Sin. 58 6640(in Chinese)[王启光、侯 威、郑志海、高 荣 2009 58 6640 ]
[15] Zhi R, Lian Y, Feng G L 2007 Acta. Phys. Sin. 56 1837(in Chinese) [支 蓉、廉 毅、封国林 2007 56 1837]
[16] Xiao Y R 1994 Statistical Computing Method for Probability (Tianjin:Nankai University Press) P130 ( in Chinese) [肖云茹 1994 概率统计计算方法 (天津:南开大学出版社) 第130页]
[17] Zhang W,Gao X Q,Dong W J,Li J P 2006 Acta. Phys. Sin. 55 2657(in Chinese)[张 文、高新全、董文杰、李建平 2006 55 2657]
[18] Wan S Q,Wang L,Feng G L,He W P,Wang C J,Zhou G H 2009 Acta. Phys. Sin. 58 5083 (in Chinese)[万仕全、王 令、封国林、何文平、汪婵娟、周国华 2009 58 5083]
[19] Feng G L, Yang J, Wan S Q, Hou W, Zhi R 2009 Acta Meteorologica Sinica 67 61 (in Chinese) [封国林、杨 杰、万仕全、侯 威、支 蓉 2009 气象学报 67 61 ]
[20] Xiong K G,Feng G L,Wang Q G,Hu J G 2009 Acta. Phys. Sin. 58 8107 (in Chinese)[熊开国、封国林、王启光、胡经国 2009 58 8107]
[21] Redner S,Petersen M R 2006 Phys. Rev. E 74 061114
[22] Eichner J F,Kantelhardt J W,Bunde A,Havlin S 2006 Phys. Rev. E 73 016130
[23] Feng G Li Gao X Q, Dong W J, Li J P 2008 Chaos Solitons and Fractal 37 487
[24] Feng G L, Gong Z Q, Zhi R, Zhang D Q 2008 Chin. Phys. B 17 2745
[25] Woo M K 1992 Climate Change 20 313
[26] Mearns L O,Katz R W,Schenider S H 1984 J. Climate App. Meteor. 23 1601
[27] Bassett G W 1992 Climatic Change 21 303
[28] Nagarajan R,Govindan R B 2006 Physica A 364 271
[29] Reitan C H,Moran J M 1977 Mon.Wea.Rev. 105 1442
[30] Hu Y C,Dong W J,He Y 2007 Adv. Earth. Sci. 22 1066 ( in Chinese) [胡宜昌、 董文杰、何 勇 2007 地球科学进展 22 1066]
[31] Ding Y G,Liu J F,Zhang YC 2004 Chin.J. Atmos. Sci. 28 771(in Chinese) [丁裕国、刘吉峰、张耀存 2004 大气科学 28 771]
[32] Chen B Y,Ding Y G,He J X 2003 J. Trop. Meteor. 19 429 (in Chinese) [程炳岩、丁裕国、何卷雄 2003 热带气象学报 19 429]
[33] Xu L R,Luo K L,Chang J,Li A Z 2002 J. Grad.Sch Chin. Acad. Sci. 19 121 (in Chinese) [徐立荣、雒昆利、常 军、李爱贞 2002 中国科学院研究生院学报19 121]
[34] Deng H P,Wu Z F 1996 Acta Geogr. Sin. 51 50 (in Chinese) [邓慧平、吴正方 1996 地理学报 51 50]
[35] Wang D J,Chen B Y,Ding Y G 2003 J. Nanjing Inst. Meteor. 26 263 (in Chinese) [王大钧、程炳岩、丁裕国 2003 南京气象学院学报 26 263 ]
[36] Feng G L, Dai X G, Wang A H, Chou J F 2001 Acta. Phys. Sin. 50 606 (in Chinese) [封国林、戴新刚、王爱慧、丑纪范 2001 50 606]
[37] Yu G,Lai G Y,Xue B,Liu X M,Wang S M,Wang A J 2004 J. Lake Sci. 16 193 (in Chinese) [于 革、赖格英、薛 滨、刘晓玫、王苏民、王爱军 2004 湖泊科学 16 193]
[38] Duan J N,Li XL,Wang GL,Li B G 2001 J. Soil Water Conserv. 15 99 (in Chinese) [段建南、李旭霖、王改兰、 李保国 2001 水土保持学报 15 99 ]
[39] Feng G L, Dong W J, Jia X J, Cao H X 2002 Acta. Phys. Sin. 51 1181(in Chinese)[封国林、董文杰、贾晓静、曹鸿兴 2002 51 1181]
[40] Zhang W F,Zhang J 2002 Sci. Meteor. Sin. 22 294 (in Chinese)[张维锋、张 军 2002 气象科学 22 294 ]
[41] Xiong K G,Yang J,Wan S Q,Feng G L,Hu J G 2009 Acta. Phys. Sin. 58 2843(in Chinese) [熊开国、杨 杰、万仕全、封国林、胡经国 2009 58 2843]
[42] Wang S G,Shi J H,Yin S J,Wu M X 2004 Introduction of linear Model (Bei Jing:Scientific Press) P175 (in Chinese) [王松贵,史建红,尹素菊,吴密霞 2004 线性模型导论(北京:科学出版社)第175页]
[43] Yang J, Hou W, Feng G L 2010 Acta. Phys. Sin. 59 664(in Chinese)[杨 杰、侯 威、封国林 2010 59 664]
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[1] Meehl G A,Karl T,Easterling D R,Changnon S,Pielke R,Changnon D,Evans J,Groisman P Y,Knutson T R,Kunkel K E,Mearns L O,Parmesan C,Pulwarty R,Root T,Sylves R T,Whetto P,Zwiers F 2000 Bull. Amer. Meteor. Soc. 81 413
[2] Easterling D R,Evans J L,Groisman P Y,Karl T R,Kunkel K E,Ambenje P 2000 Bull. Amer. Meteor. Soc. 81 417
[3] Feng G L , Dong W J 2003 Chin.Phys 12 1076
[4] Gong Z Q, Wang X J, Zhi R, Feng G L 2009 Acta. Phys. Sin. 58 4342(in Chinese) [龚志强、王晓娟、支 蓉、封国林 2009 58 4342]
[5] Zhang D Q, Feng G L, Hu J G 2008 Chin. Phys. B 17 736
[6] Hou W, Yang P, Feng G L 2008 Acta. Phys. Sin. 57 3932(in Chinese) [侯 威、杨 萍、封国林 2008 57 3932]
[7] Feng G L,Wang Q G, Hou W, Gong Z Q, Zhi R 2009 Acta. Phys. Sin. 58 4 (in Chinese) [封国林、王启光、侯 威、龚志强、支 蓉 2009 58 4]
[8] Zhang D Q, Qian Z H 2008 Acta. Phys. Sin. 57 4634(in Chinese)[章大全、钱忠华 2008 57 4634]
[9] Feng G L, Gong Z Q, Dong W J,Li J P 2005 Acta. Phys. Sin. 54 5494 (in Chinese) [封国林、龚志强、董文杰、李建平 2005 54 5494]
[10] Feng G L, Dong W J, Gong Z Q, Hou W, Wan S Q, Zhi R 2006 Nonlinear theories and methods on spatial-temporal distribution of the observational data (Beijing: Metrological press) (in Chinese)[封国林、董文杰、龚志强、侯 威、万仕全、支 蓉 2006 观测数据非线性时空分布理论和方法(气象出版社)]
[11] He W P, Feng G L, Dong W J, Li J P2005 Chin. Phys. 14 21
[12] Zhi R, Gong Z Q, Zheng Z H, Zhou L 2009 Acta. Phys. Sin. 58 2113(in Chinese)[支 蓉、龚志强、郑志海、周 磊 2009 58 2113]
[13] He W P,Feng G L, Wu Q, Wan S Q, Chou J F2008 Nonlin. Processes Geophys. 15 601
[14] Wang Q G, Hou W, Zheng Z H, Gao R 2009 Acta. Phys. Sin. 58 6640(in Chinese)[王启光、侯 威、郑志海、高 荣 2009 58 6640 ]
[15] Zhi R, Lian Y, Feng G L 2007 Acta. Phys. Sin. 56 1837(in Chinese) [支 蓉、廉 毅、封国林 2007 56 1837]
[16] Xiao Y R 1994 Statistical Computing Method for Probability (Tianjin:Nankai University Press) P130 ( in Chinese) [肖云茹 1994 概率统计计算方法 (天津:南开大学出版社) 第130页]
[17] Zhang W,Gao X Q,Dong W J,Li J P 2006 Acta. Phys. Sin. 55 2657(in Chinese)[张 文、高新全、董文杰、李建平 2006 55 2657]
[18] Wan S Q,Wang L,Feng G L,He W P,Wang C J,Zhou G H 2009 Acta. Phys. Sin. 58 5083 (in Chinese)[万仕全、王 令、封国林、何文平、汪婵娟、周国华 2009 58 5083]
[19] Feng G L, Yang J, Wan S Q, Hou W, Zhi R 2009 Acta Meteorologica Sinica 67 61 (in Chinese) [封国林、杨 杰、万仕全、侯 威、支 蓉 2009 气象学报 67 61 ]
[20] Xiong K G,Feng G L,Wang Q G,Hu J G 2009 Acta. Phys. Sin. 58 8107 (in Chinese)[熊开国、封国林、王启光、胡经国 2009 58 8107]
[21] Redner S,Petersen M R 2006 Phys. Rev. E 74 061114
[22] Eichner J F,Kantelhardt J W,Bunde A,Havlin S 2006 Phys. Rev. E 73 016130
[23] Feng G Li Gao X Q, Dong W J, Li J P 2008 Chaos Solitons and Fractal 37 487
[24] Feng G L, Gong Z Q, Zhi R, Zhang D Q 2008 Chin. Phys. B 17 2745
[25] Woo M K 1992 Climate Change 20 313
[26] Mearns L O,Katz R W,Schenider S H 1984 J. Climate App. Meteor. 23 1601
[27] Bassett G W 1992 Climatic Change 21 303
[28] Nagarajan R,Govindan R B 2006 Physica A 364 271
[29] Reitan C H,Moran J M 1977 Mon.Wea.Rev. 105 1442
[30] Hu Y C,Dong W J,He Y 2007 Adv. Earth. Sci. 22 1066 ( in Chinese) [胡宜昌、 董文杰、何 勇 2007 地球科学进展 22 1066]
[31] Ding Y G,Liu J F,Zhang YC 2004 Chin.J. Atmos. Sci. 28 771(in Chinese) [丁裕国、刘吉峰、张耀存 2004 大气科学 28 771]
[32] Chen B Y,Ding Y G,He J X 2003 J. Trop. Meteor. 19 429 (in Chinese) [程炳岩、丁裕国、何卷雄 2003 热带气象学报 19 429]
[33] Xu L R,Luo K L,Chang J,Li A Z 2002 J. Grad.Sch Chin. Acad. Sci. 19 121 (in Chinese) [徐立荣、雒昆利、常 军、李爱贞 2002 中国科学院研究生院学报19 121]
[34] Deng H P,Wu Z F 1996 Acta Geogr. Sin. 51 50 (in Chinese) [邓慧平、吴正方 1996 地理学报 51 50]
[35] Wang D J,Chen B Y,Ding Y G 2003 J. Nanjing Inst. Meteor. 26 263 (in Chinese) [王大钧、程炳岩、丁裕国 2003 南京气象学院学报 26 263 ]
[36] Feng G L, Dai X G, Wang A H, Chou J F 2001 Acta. Phys. Sin. 50 606 (in Chinese) [封国林、戴新刚、王爱慧、丑纪范 2001 50 606]
[37] Yu G,Lai G Y,Xue B,Liu X M,Wang S M,Wang A J 2004 J. Lake Sci. 16 193 (in Chinese) [于 革、赖格英、薛 滨、刘晓玫、王苏民、王爱军 2004 湖泊科学 16 193]
[38] Duan J N,Li XL,Wang GL,Li B G 2001 J. Soil Water Conserv. 15 99 (in Chinese) [段建南、李旭霖、王改兰、 李保国 2001 水土保持学报 15 99 ]
[39] Feng G L, Dong W J, Jia X J, Cao H X 2002 Acta. Phys. Sin. 51 1181(in Chinese)[封国林、董文杰、贾晓静、曹鸿兴 2002 51 1181]
[40] Zhang W F,Zhang J 2002 Sci. Meteor. Sin. 22 294 (in Chinese)[张维锋、张 军 2002 气象科学 22 294 ]
[41] Xiong K G,Yang J,Wan S Q,Feng G L,Hu J G 2009 Acta. Phys. Sin. 58 2843(in Chinese) [熊开国、杨 杰、万仕全、封国林、胡经国 2009 58 2843]
[42] Wang S G,Shi J H,Yin S J,Wu M X 2004 Introduction of linear Model (Bei Jing:Scientific Press) P175 (in Chinese) [王松贵,史建红,尹素菊,吴密霞 2004 线性模型导论(北京:科学出版社)第175页]
[43] Yang J, Hou W, Feng G L 2010 Acta. Phys. Sin. 59 664(in Chinese)[杨 杰、侯 威、封国林 2010 59 664]
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