Spatial-temporal dynamics of rainstorm in East China based on spatial-temporal data mining technology

doi:10.13287/j.1001-9332.201712.012

Abstract

Abstract: Based on TRMM 3B42 precipitation data, 5 time series at annual scale were constructed. Then the spatial and temporal dynamics of rainstorm in East China region from 2003 to 2015 were evaluated in the support of data mining and GIS spatial analysis technology. The results showed that, the spatial distributions of annual precipitation and annual rainstorm precipitation were similar during 2003-2015. Annual precipitation exhibited a slight increase trend while annual rainstorm ratio showed significant fluctuation. The imbalanced distribution of rainstorm in latitudinal direction was more obvious than that of longitudinal direction. Annual rainstorm frequency changed smoothly with significant spatial difference. Rainstorm showed a tendency of moving to north in the past 13 years. The changing trends of the five variables showed significant spatial differences, and most pixels showed non-significant increasing (or decreasing) trends.

LOU Ning. Spatial-temporal dynamics of rainstorm in East China based on spatial-temporal data mining technology[J]. Chinese Journal of Applied Ecology, 2017, 28(12): 4043-4050.

References

[1] Bai J-Y (白静漪), Guan Z-Y (管兆勇). Climatic characteristics of graded summer precipitation over East China. Journal of the Meteorological Sciences (气象科学), 2014, 34(4): 365-372 (in Chinese)
[2] Zhang Z-T (张正涛), Gao C (高超), Liu Q (刘青), et al. Risk assessment on storm flood disasters of different return periods in Huaihe River basin. Geographical Research (地理研究), 2014, 33(7): 1361-1372 (in Chinese)
[3] Jiang D-J (姜德娟), Li Z (李志), Wang K (王昆). Trends of extreme precipitation events over Shandong Province from 1961-2008. Scientia Geographica Sinica (地理科学), 2011, 31(9): 1118-1122 (in Chinese)
[4] Tang B-Q (唐宝琪), Yan J-P (延军平), Li S-S (李双双). Evolution of spatiotemporal characteristics of floods and droughts in east china from 1960 to 2014. Resources and Environment in the Yangtze Basin (长江流域资源与环境), 2016, 25(3): 497-505 (in Chinese)
[5] Liang F (梁丰), Liu D-D (刘丹丹), Wang W-Z (王婉昭), et al. Temporal and spatial variability of summer extreme precipitation events in Northeast China during 1961-2013. Arid Land Geography (干旱区地理), 2016, 39(3): 565-572 (in Chinese)
[6] Gu X-H (顾西辉), Zhang Q (张强), Kong D-D (孔冬冬). Spatiotemporal patterns of extreme precipitation with their responses to summer temperature. Acta Geographica Sinica (地理学报), 2016, 71(5): 718-729 (in Chinese)
[7] Wang B-Q (王炳钦), Jiang Y (江源), Dong M (董满), et al. Spatiotemporal variations of extreme precipitation in the semiarid region in North China during the period of 1961-2010. Arid Zone Research (干旱区研究), 2016, 33(5): 913-920 (in Chinese)
[8] Zhao A-Z (赵安周), Zhu X-F (朱秀芳), Pan Y-Z (潘耀忠). Spatiotemporal variations of extreme precipitation events in the Loess Plateau from 1965 to 2013. Journal of Beijing Normal University (北京师范大学学报), 2017, 53(1): 43-50 (in Chinese)
[9] Wang X-F (王秀芬),You F (尤飞). Temporal and spatial change analysis of extreme precipitation of the crop growth period in Jilin Province. Journal of Catastrophology (灾害学), 2017, 32(1): 90- 95 (in Chinese)
[10] Su Z-Z (苏志重), Shi S-J (石顺吉), Zhang W (张伟), et al. Analysis of the trends of extreme precipitation events over Fujian Province from 1960 to 2010. Torrential Rain and Disasters (暴雨灾害), 2016, 35(2): 166-172 (in Chinese)
[11] Cai M (蔡敏), Ding Y-G (丁裕国), Jiang Z-H (江志红). Extreme precipitation experimentation over eastern China based on L-moment estimation. Plateau Meteorology (高原气象), 2007, 26(2): 309-318 (in Chinese)
[12] Liu S-H (刘少华), Yan D-H (严登华), Wang H (王浩), et al. Evaluation of TRMM 3B42V7 at the basin scale over mainland China. Advance in Water Science (水科学进展), 2016, 27(5): 639-651 (in Chinese)
[13] Xu M (徐明), Wang X-F (王晓芳), Gao Q (高琦), et al. Analysis of diurnal variation of meiyu season rainfall over the Yangtze River basin by TRMM satellite data. Resources and Environment in the Yangtze Basin (长江流域资源与环境), 2016, 25(12): 1934-1944 (in Chinese)
[14] Yang X (杨星), Wang Y-Q (王永前), Liu Z-H (刘志红). Comparison of two different satellite precipitation data in Sichuan from May to August in 2013. Plateau Meteorology (高原气象), 2016, 35(4): 1039-1049 (in Chinese)
[15] Wang W-C (王维琛), Zhang W (张唯), Tan W-W (谭伟伟), et al. Applicability analysis of TRMM 3B43 precipitation product concerning the spatial and temporal heterogeneity of precipitation: Taking Hubei Province as an example. Geography and Geo-Information Science (地理和地理信息科学), 2017, 33(1): 59-66 (in Chinese)
[16] Liu H (刘欢), Guo J-P (郭建平), Chen T-M (陈田萌), et al. On the seasonal variation of various types of precipitation over global tropical ocean region: A perspective from TRMM measurements. Chinese Science Bulletin (科学通报), 2017, 62(1): 90-104 (in Chinese)
[17] Cheng L (成璐), Shen R-P (沈润平), Shi C-X (师春香), et al. Evaluation and verification of CMORPH and TRMM 3B42 precipitation estimation products. Meteorological Monthly (气象), 2014, 40(11): 1372-1379 (in Chinese)
[18] Henschke AE, Habib E. Validation of NASA-TRMM MPA Precipitation Estimates during Tropical Storms using Gauge and Radar-based Estimates [EB/OL]. (2011-03-09)[2016-12-20]. http://xueshu.baidu.com/s?wd=paperuri:(08b97fccbbaded67df0e7130fd-813753)&filter=sc_long_sign&sc_ks_para=q%3DValidation+of+NASA-TRMM+MPA+Precipitation+Estimates+During+Tropical+Storms+Using+Gauge+and+Radar-Based+Estimates&tn=SE_baiduxueshu_c1gjeupa&ie=utf-8&sc_us=8248132085258019722.
[19] Feidas H. Validation of satellite rainfall products over Greece. Theoretical and Applied Climatology, 2010, 99: 193-216
[20] Zhu Q, Chen XW, Fan QX, et al. A new procedure to estimate the rainfall erosive factor based on Tropical Rainfall Measuring Mission (TRMM) data. Science China: Technological Sciences, 2011, 54: 2437-2445
[21] Luo S (骆三), Miao J-F (苗峻峰), Niu T (牛涛), et al. A comparison of TRMM 3B42 products with rain gauge observation in China. Meteorological Monthly (气象), 2011, 37(9): 1081-1090 (in Chinese)
[22] Almazroui M. Calibration of TRMM rainfall climatology over Saudi Arabia during 1998-2009. Atmospheric Research, 2011, 99: 400-414
[23] As-Syakur AR, Tanaka T, Prasetia R, et al. Comparison of TRMM multisatellite precipitation analysis (TMPA) products and daily-monthly gauge data over Bali. International Journal of Remote Sensing, 2011, 32: 8969-8982
[24] Yang C-G (杨传国), Yu Z-B (余钟波), Lin C-H (林朝晖). Study on watershed hydrologic processes using TRMM satellite precipitation radar products. Advance in Water Science (水科学进展), 2009, 20(4): 461-466 (in Chinese)
[25] Hao Z-C (郝振纯), Dong K (童凯), Zhang L-L (张磊磊), et al. Applicability analysis of TRMM precipitation estimates in Tibet Plateau. Journal of Hydro-logy (水文), 2011, 31(5): 18-23 (in Chinese)
[26] Liechti TC, Matos JP, Boillat JL, et al. Comparison and evaluation of satellite derived precipitation products for hydrological modeling of the Zambezi River Basin. Hydrology and Earth System Sciences, 2012, 16: 489-500
[27] Beighley RE, Ray RL, He Y, et al. Comparing satellite derived precipitation datasets using the Hillslope River Routing (HRR) model in the Congo River Basin. Hydrological Processes, 2011, 25: 3216-3229
[28] Ouma YO, Owiti T, Kipkorir E, et al. Multitemporal comparative analysis of TRMM-3B42 satellite-estimated rainfall with surface gauge data at basin scales: Daily, decadal and monthly evaluations. International Journal of Remote Sensing, 2012, 33: 7662-7684
[29] Liu J-F (刘俊峰), Chen R-S (陈仁升), Qin W-W (卿文武), et al. Study on the vertical distribution of precipitation in mountains regions using TRMM data. Advance in Water Science (水科学进展), 2011, 22(4): 447-454 (in Chinese)
[30] Han WS, Burian SJ, Shepherd JM. Assessment of satellite-based rainfall estimates in urban areas in different geographic and climatic regions. Natural Hazards, 2011, 56: 733-747
[31] Cai Y-C (蔡研聪), Jin C-J (金昌杰), Wang A-Z (王安志), et al. Accuracy evaluation of the TRMM satellite-based precipitation data over the mid-high latitudes.Chinese Journal of Applied Ecology (应用生态学报), 2014, 25(11): 3296-3306 (in Chinese)
[32] Pan J-H (潘竟虎), Liu Y (刘扬), Si P-J (石培基). Research on overall planning of land use division in Tianshui based on PCA and GIS. Soils (土壤), 2011, 43(4): 637-643 (in Chinese)
[33] Johnson RA, Wichern DW. Applied Multivariate Statistical Analysis. 6^thEd. London: Pearson Prentice Hall, 2007
[34] Li X-B (李秀彬). Visualizing spatial equality of deve-lopment. Scientia Geographica Sinica (地理科学), 1999, 19(3): 254-257 (in Chinese)
[35] Chen F-Z (陈凤臻). A Study on Ecological Environment Evolution in Songliao Plain under the Global Changes. PhD Thesis. Changchun: Jilin University, 2009 (in Chinese)
[36] Peng R (彭锐), Huang H-Q (黄河清), Zheng L (郑林). The persistence of precipitation series at different time scales in Poyang Lake Region and effective measures to reduce socio-economic loss. Resources Science (资源科学), 2009, 31(5): 731-742 (in Chinese)
[37] Zhang F (张菲), Liu J-S (刘景时), Gong T-L (巩同梁). Hydrological regime of the Karuxung watershed in north Himalayas. Acta Geographica Sinica (地理学报), 2006, 61(11): 1141-1148 (in Chinese)
[38] Li L-J (李丽娟), Zheng H-X (郑红星). Characteristics and driving forces of annual runoff changes for river in north China: A case study in the Chaobaihe River. Acta Geographica Sinica (地理学报), 2000, 55(3): 309-317 (in Chinese)
[39] Xu ZX, Akeuchi TK, Ishidaira H. Long-term trends of annual temperature and precipitation time series in Japan. Journal of Hydroscience and Hydraulic Engineering, 2002, 202: 11-26
[40] Xu ZX, Akeuchi TK, Ishidaira H. Monotonic trend and step changes in Japanese precipitation. Journal of Hydrology, 2003, 279: 144-150