GLOBAL GEOLOGY Vol. 35 No. 4 Dec Landsat 5 TM Landsat 7 ETM TM ETM + P A doi 1

Similar documents
Mixtions Pin Yin Homepage

untitled

GLOBAL GEOLOGY Vol. 35 No. 4 Dec

* CUSUM EWMA PCA TS79 A DOI /j. issn X Incipient Fault Detection in Papermaking Wa

<B3ACBDDD>

Microsoft Word - 1--齐继峰_new_.doc

1 GIS 95 Y = F y + (1 F) (1) 0 0 Y0 kg/hm 2 /day F y 0 y c kg/hm 2 /day [12] y m 20 kg/hm 2 /hour Y = cl cn ch G [ F( y ) T m yo + (2) (1 F)(

% GIS / / Fig. 1 Characteristics of flood disaster variation in suburbs of Shang

ti2 guan4 bo1 bo5 huai4 zheng4 hong1 xi2 luo2 ren4


~ a 3 h NCEP ~ 24 3 ~ ~ 8 9 ~ km m ~ 500 m 500 ~ 800 m 800 ~ m a 200

12M [4] 1.1 研究区域 LandsatTM ~99 E 37 ~38 N m km mm [5] mm

θ 1 = φ n -n 2 2 n AR n φ i = 0 1 = a t - θ θ m a t-m 3 3 m MA m 1. 2 ρ k = R k /R 0 5 Akaike ρ k 1 AIC = n ln δ 2

SWAN min TITAN Thunder Identification Tracking Analysis SWAN TITAN and Nowcasting 19 TREC Tracking Radar Echo by Correlaction T

27 9 Vol. 27 No JOURNAL OF NATURAL RESOURCES Sep Landsat 7 ETM Google earth SPOT

142 () Fig. 2 Tracks of typhoon 35 m/ s.,. NASA QuikSCA T L3 (10 m ),, km, 25 km,20, 2 m/ s (320 m/ s) 10 %(2030 m/ s)., ()

é é

诗 经 简介 诗经 是中国第一部诗歌总集 它汇集了从西周初年到春秋中期 五百多年间的诗歌三百零五篇 诗经 在先秦叫做 诗 或者取诗的 数目整数叫 诗三百 本来只是一本诗集 从汉代起 儒家学者把 诗 当作经典 尊称为 诗经 列入 五经 之中 它原来的文学性质就 变成了同政治 道德等密切相连的教化人的教

mm ~

~ 121 E 40 ~ 41 N MT Fig. 1 1 Location map of geographical exploration

Supporting_Information_revise

(CIP) : /. :, (/ ) ISBN T S H CI P (2006) CH IJIASH EN GXIAN G YINSHI WEN H U A Y U CHENGY U 1

0f3fdf2bb8e55502b65cf5790db2b9fdf793fd84c5ee29b8d80ee7fb09a2cf82.xls

No. Name College Major 1 Ke Yang Chuan College of Science Chemistry 2 Wang Li Qun College of Science Mathematics

Wu Yi Shan Slalom Open Wu Yi Shan, China, November 2018 Final Ranking Battle Senior Women Rank ID Name Ctry Zapuskalova Nadezhda

km km mm km m /s hpa 500 hpa E N 41 N 37 N 121

H 2 SO ml ml 1. 0 ml C 4. 0 ml - 30 min 490 nm 0 ~ 100 μg /ml Zhao = VρN 100% 1 m V ml ρ g

<D2BDC1C6BDA1BFB5CDB6C8DAD7CAB8DFB7E5C2DBCCB3B2CEBBE1C3FBB5A52E786C7378>

142 14, 1 ( 1), E E, N 43 N, km 2,,, 1 Fig. 1 Adm inistration map of counties in m iddle and lower reaches of L iaohe R

hm % % 27.3% 17.3% 71 1 [6] hm GIS RS ~2005 Tab.1 The analysis on

~ 4 mm h 8 60 min 1 10 min N min 8. 7% min 2 9 Tab. 1 1 Test result of modified

(CIP) : /. :, (/ ) ISBN T S H CI P (2006) XIANGPIAOWANLI JIUW ENH UA YU CH ENGYU

現代學術之建立 陳平 美學十五講 淩繼堯 美學 論集 徐複觀 書店出版社 的方位 陳寶生 宣傳 敦煌文藝出版社 論集續篇 徐複觀 書店出版社 莊子哲學 王博 道家 的天方學 沙宗平 伊斯蘭教 周易 經傳十

Stock Transfer Service Inc. Page No. 1 CENTURY PEAK METALS HOLDINGS CORPORATION (CPM) List of Top 100 Stockholders As of 12/31/2015 Rank Sth. No. Name

1 79 Key words Tarim Basin Bachu -Maigati area Silurian growth fault sandy dispersion system Fig. 1 1 Overview of Bachu -Maigaiti regio

Microsoft Word - d27 彭玉柱.doc

km BIF km BIF 6 7 BIF MT 14. MT. Fig. 1 1 Geological sketch map of Hanling -P

蒋 哲等 基于 CVM 的有机农业认知程度和消费意愿研究 201 (P 0.000). On the basis of these results, enhancing publicity, pricing reasonably, focusing on high- income groups ar

IPCC CO (IPCC2006) 1 : = ( 1) 1 (kj/kg) (kgc/gj) (tc/t)

DELE julio 2018

86 ( ) 43 Journal of Northwest Normal University (Natural Science) Vol143,.,.,,,,,,. [224 ],, GIS,,,. GIS, ,,,, ,.,. ( ),.,,,.,,.,,,,,, [

Microsoft Word - Chord_chart_-_Song_of_Spiritual_Warfare_CN.docx

ZUBAN.dvi

lí yòu qi n j n ng


DELE noviembre 2017

Microsoft Word - Chord_chart_-_The_Word_of_God_in_Song CN.docx

Microsoft Word 方刚_new_.doc

Microsoft Word - 刘 慧 板.doc

Ansys /4 Ansys % 9 60% MU10 M m 1 Fig. Actual situation of measured building 1 Fig. 1 First floor plan of typical r

Fig. 1 Frame calculation model 1 mm Table 1 Joints displacement mm

JOURNAL OF EARTHQUAKE ENGINEERING AND ENGINEERING VIBRATION Vol. 31 No. 5 Oct /35 TU3521 P315.

~ ~ ~


Microsoft Word 定版

( ) [11 13 ] 2 211,,, : (1),, 1990 ( ) ( ),, ; OD, ( ) ( ) ; , ( ), (2) 50 %,, 1999 ( ) ( ) ; (3),,

Microsoft Word tb 赵宏宇s-高校教改纵横.doc

Journal of Arid Meteorology Vol. 28 No. 4 Dec a

Vol. 22 No. 4 JOURNAL OF HARBIN UNIVERSITY OF SCIENCE AND TECHNOLOGY Aug GPS,,, : km, 2. 51, , ; ; ; ; DOI: 10.

KJWJ01 Fig. 1 Geological map of the Kajiwa landslide PDH01 60 ~ 70m 80 ~ 90m 80m 2 930m 556m 641m 598m m m 3 2 Ⅰ m 2

NCCC Swim Team James Logan High school - 8/5/2018 Results - Adult Event 102 Mixed Yard Medley Relay Team Relay Finals Time 1 Beida-Zhonglian

14 17.,., Fig. 1 Bougeur gravity map of research region 2 Fig. 2 Magnetic map of research region

中国媒体发展研究报告

% km % Nazca 15 8 cm Fig. 1 Schemat

FM

封面封底.FIT)

doc


封面封底.FIT)

11 : 1345,,. Feuillebois [6]. Richard Mochel [7]. Tabakova [8],.,..,. Hindmarsh [9],,,,,. Wang [10],, (80 µm),.,. Isao [11]. Ismail Salinas [12],. Kaw

成 大 中 文 學 報 第 五 十 二 期 Re-examination of the Core Value in Yi Jing Studies of Xun Shuang: Constructing the Confucius Meaning via Phenomenon and Number

[1-3] (Smile) [4] 808 nm (CW) W 1 50% 1 W 1 W Fig.1 Thermal design of semiconductor laser vertical stack ; Ansys 20 bar ; bar 2 25 Fig

km <.5 km.5 < 1. km 4 1 km ~ % 23.3 % 23.3 % 36.5 %.5 km 64.5 % 7 % /%

the southern city was higher than that in the northern city. In rural areas the proportion of the nuclear family in the northern region was higher tha

2016 YOUNG MATHEMATICIAN FORUM Introduction To promote academic communication and cooperation between young staffs from the SMS and the BICMR of Pekin

JOURNAL OF EARTHQUAKE ENGINEERING AND ENGINEERING VIBRATION Vol. 31 No. 6 Dec

标题

km t 2 4 Fig Tectonic divisions of Siberian platform

<B7E2C3E E6169>

mm 400 mm 15 mm EOF mm/10a Fig. 1 Distributions

P. C Evelyn. M. Duvall 2 quality of life cabana

1 : 83,,,, 70%, [ 3, 4 ] ,, (2000 ), 1 1, , 8, 1, , 27%, 143 5, 7% 1905, 93% 538 ( ), 32%, 800a , M s 8 16, 1

Dan Buettner / /

1556 地 理 科 学 进 展 30 卷 他 关 于 农 村 住 房 结 构 与 抗 震 性 能 的 研 究, 则 多 是 从 工 程 抗 灾 的 角 度, 研 究 某 种 构 造 类 型 的 房 屋, 力 图 找 到 传 统 房 屋 的 结 构 失 误 和 新 建 房 屋 中 存 在 的 问 [

Case Doc 1062 Filed 11/26/18 Entered 11/26/18 11:08:44 Desc Main Document Page 1 of 8 UNITED STATES BANKRUPTCY COURT DISTRICT OF MASSACHUSETT

吉林农业1.FIT)

~-' 一 ~ U 百 陳 子 展 ( ), 本 名 炳 聾, 字 子 展, 以 字 行 於 世, 湖 南 長 沙 人 幼 時 曾 在 私 塾 求 學, 後 入 長 沙 縣 立 師 範 學 校, 再 入 東 南 大 學 教 育 系, 因 病 輯 學 回 湖 南, 寄 住 長 沙

2011_1_核红.indd

13-15 Lagrange 3. 1 h t + hu + hv = 0 1 x y hu + t x hu gh 2 ( ) + y huv = - gh z 0 ( + x u u 2 2 槡 + v + W C ) 2 x + fhv + z h x 2hv u ( t x )

DELE_MAYO2013.xls

1 : 97,,, ; , , ; :, h 15. 2, h ,, 1,, 3, : 1 1 d, 2 2 d;, , , 0812

j n yín

p 3 p 4 p 5 p 6 p 7 p 8 p 9 p 10 p 11 θ 1 θ 2 θ 3 θ 4 θ 5 θ 6 θ 7 θ 8 θ 9 θ d 1 = 0 X c 0 p 1 p 2 X c 0 d pi p j p i p j 0 δ 90

List of Delegation No. Name Gender Organization Title Zhao China Education Association for 1 M Secretary General Lingshan International Exchange China

GLOBAL GEOLOGY Vol. 29 No. 3 Sept P531 A doi /j. issn

封面封底.FIT)

SVM OA 1 SVM MLP Tab 1 1 Drug feature data quantization table

中华人民共和国教育部高等学校章程核准书第7号

jiàn shí

, 2 : ; 4 8, mm, mm, 43. 3% ; 350 mm, 70% , 32 d, d mm, 45. 1% mm, mm, 850 hpa (

Transcription:

35 4 2016 12 GLOBAL GEOLOGY Vol. 35 No. 4 Dec. 2016 1004 5589 2016 04 1151 07 130026 Landsat 5 TM Landsat 7 ETM + 12 12 1 2 TM ETM + P468. 023 A doi 10. 3969 /j. issn. 1004-5589. 2016. 04. 028 Surface temperature inversion based on time series taking Songjianghe region for example HAN Ting-ting XING Li-xin ZHANG Fu-kun LI Chang-wei College of Geo-exploration Science and Technology Jilin University Changchun 130026 China Abstract For the study of the degree of change in the temperature difference after the effect of factors such as the vegetation and surface conditions in the same region at different phases Landsat 5 TM and Landsat 7 ETM + thermal infrared data were taken as the data source and different surface true temperatures of 12 months in Songjianghe region were inversed based on radiative transfer equation method and the affecting factors of appearing steady temperature abnormal area were analyzed. While the mean and variance results of 12 months were calculated. The results show that 1 temperature anomaly region in the average temperature anomaly image shows a very similar trend with the majority while the northwest region and the central region of the image appear more temperature anomalies 2 The variance of the high temperature anomaly area in the original series of the variance image is large i. e. the temperature fluctuations in the time series is large. The variance of the original series of images in high vegetation coverage area is small that is the time - series change in temperature is stable. Key words TM and ETM + surface temperature radiative transfer equation method Songjianghe region Jilin Province 2016-01-16 2016-06-24 2014 13-13. 1954-. E-mail xinglx@ jlu. edu. cn

1152 35 0 LST Land surface temperature 1 127 15' ~ 1 127 45'E 41 00' ~ 42 20' N 89. 2% 2 TM GIS 1989 2010 3 TM ETM + 1993 2005 4 MODIS 31 32 5 2 2. 1 TM ETM + 12 TM6 120 m ETM + 6 60 m 1 1 Table 1 Data sources 1 2 3 4 5 6 7 8 9 10 11 12 2002 2002 2003 2002 2002 2002 1997 2000 2010 2001 2002 2002 2. 2 Band61 62

4 1153 M 2 T λ 3 3 0. 995 4 5 ε surface = 0. 962 5 + 0. 061 4F v - 0. 046 1P 2 V ε building = 0. 958 9 + 0. 086F v - 0. 067 1P 2 V 4 5 3 L λ = L minλ + Q - Q minλ L maxλ - L minλ / Q maxλ - Q minλ 1 Q DN L minλ Q = 0 L maxλ Q maxλ = Q Q maxλ Q minλ 1 T = K 2 /ln( K 3. 2 1 /LT + 1) 6 P V ETM + K 1 = 666. 09W / m 2 sr μm K 2 = 1 282. 71K TM 7 K 1 = 607. 76 W / m 2 sr μm K 2 = P V = ( NDVI - NDVI ) / S NDVI V - NDVI ( ) S 2 2 LT = L λ - L - T θ ( 1 - ε) L /T θ ε 7 NDVI NDVI S NDVI NDVI V NASA NDVI NDVI 7 T θ NDVI P V 1 NDVI L L 10 NDVI P V 0 NDVI ε surface ε building P V 3. 1 4 DN NASA Http / /atmcorr. gsfc. nasa. gov / LT 9 1 260. 56K LT 7 12 NDVI = ( NIR - R ) / ( NIR + R) 3 1 R NIR 3. 3 2 2 ~ T λ 3 M 1 T λ 3

世 1154 图1 Fig. 1 界 地 质 松江河地区地表温度异常反演 Surface temperature anomaly inversion of Songjianghe region 第 35 卷

4 1155 Table 2 2 Inversion table of land surface temperature 1 2 3 4 5 6 7 8 9 10 11 12 T 1 / - 12. 93-9. 89 2. 50 8. 01 14. 89 25. 92 28. 11 24. 45 13. 86 12. 78-9. 39-20. 05 T 1 / - 13. 08-10. 01 1. 89 8. 88 16. 85 24. 63 26. 32 26. 79 11. 75 14. 88-9. 85-21. 63 3 Table 3 Inversion mean and variance results of different time surface temperatures / M + 1S M + 1. 5S M + 2S 2002. 01-12. 931 3 2. 719 6-10. 211 7-8. 851 9-7. 492 1 2002. 02-9. 898 6 1. 886 4-8. 012 2-7. 069 0-6. 125 7 2003. 03 2. 505 0 1. 601 3 4. 106 3 4. 907 0 5. 707 6 2002. 04 14. 017 0 2. 847 9 16. 865 0 18. 289 0 19. 713 0 2003. 05 14. 898 3 3. 066 9 17. 965 3 19. 498 8 21. 032 3 2002. 06 25. 922 7 3. 119 9 29. 042 7 30. 602 7 32. 162 7 1997. 07 28. 118 6 3. 504 2 31. 622 9 33. 375 0 35. 127 1 2000. 08 24. 459 1 1. 628 9 26. 088 1 26. 902 6 27. 717 1 2010. 09 13. 861 8 1. 454 2 15. 316 1 16. 043 2 16. 770 4 2001. 10 12. 786 1 2. 392 0 15. 178 2 16. 374 3 17. 570 3 2002. 11-9. 396 0 1. 873 5-7. 522 4-6. 585 6-5. 648 9 2002. 12-20. 058 5 2. 639 7-17. 418 8-16. 098 9-14. 779 0 4 2001 10 TM Table 4 TM image surface temperature inversion of October 2001 / 2324 2325 2326 2327 1756 9. 771 9 9. 284 4 8. 229 1 7. 710 5 1757 10. 281 8 9. 827 2 8. 794 1 7. 710 2 1758 1759 10. 786 1 11. 296 3 10. 284 8 10. 279 2 8. 749 6 9. 266 2 7. 712 9 7. 720 4 2001 10 Landsat5 TM 120m Landsat7 ETM + 60m 4 5 5 11 1760 11. 332 4 9. 801 5 9. 275 1 7. 765 3 1761 10. 851 1 9. 290 6 8. 745 7 7. 709 9 1762 9. 810 7 7. 710 2 7. 709 3 7. 702 9 1763 8. 764 7 6. 664 7 6. 698 4 6. 287 3 1764 7. 753 2 6. 687 6 6. 141 1 5. 619 5 1765 7. 200 1 6. 154 7 5. 613 1 5. 087 8 1766 6. 676 8 6. 668 6 5. 609 5 5. 077 5 1767 6. 282 9 6. 667 8 6. 210 9 5. 619 5 1768 6. 602 7 6. 668 6 6. 771 2 6. 159 1 1769 7. 191 7 7. 188 2 6. 663 7 6. 151 2 1770 7. 191 4 7. 138 2 6. 193 4 6. 138 4 1771 7. 709 8 7. 730 6 6. 188 6 6. 675 2

1156 35 5 2001 10 ETM + 12 1 2 Table 5 ETM + image surface temperature inversion of October 2001 / 2324 2325 2326 2327 1756 12. 906 5 12. 823 3 12. 403 7 12. 693 3 1757 12. 198 5 12. 330 1 11. 869 6 11. 989 9 1758 12. 204 3 11. 976 8 11. 483 1 11. 650 5 1759 12. 305 4 11. 991 7 11. 951 2 13. 228 9 1760 12. 470 8 13. 105 2 14. 124 8 14. 943 8 1761 13. 142 4 14. 841 9 16. 103 8 17. 383 1 1762 13. 516 4 16. 818 4 19. 425 5 20. 119 7 1763 15. 013 9 18. 236 1 20. 851 3 21. 427 2 1764 16. 099 5 19. 480 6 21. 216 5 21. 495 3 1765 16. 687 7 19. 594 7 20. 752 8 20. 823 4 1766 17. 278 5 19. 073 4 19. 619 4 20. 066 3 1767 17. 368 8 18. 903 2 19. 333 9 19. 384 1 1768 17. 478 2 18. 986 9 19. 589 5 19. 172 8 1769 16. 868 4 18. 428 1 18. 882 8 19. 218 3 1770 16. 523 7 17. 711 3 18. 782 6 19. 363 1 1771 15. 356 6 16. 968 1 18. 903 2 19. 484 8 2a 2b 12 11 3 ~ 5 8 ~ 17 12 6 ~ 8 9 ~ 10 1 12 2 a. 12 b. 12 Fig. 2 2 12 Surface temperature anomaly inversion map of 12 months in Songjianghe region

4 1157 J. 2005 14 4 64-71. QIN Zhi-hao GAO Mao-fang QIN Xiao-min et al. Agricultural drought monitoring in surface temperature sens- ing inversion method J. Journal of Natural Disasters 2005 14 4 64-71. 6. 12 J. 2014 11 1799-1805. YU De ZHOU Wei-jun TAN Jie et al. Temporal and spatial variation characteristics of land surface temperature 2 in Dongting Lake Region J. Ecology and Environmental Sciences 2014 11 1799-1805. 6 7. J. 2008 75 1 1 68-71. XU Jun-qiang BAI Zhao-jun LIU Jia-yi. Remote sensing of Changbai volcano geothermal area prediction 2 based on Remote Sensing Technology J. Remote Sensing for Land & Resources 2008 75 1 68-71. 8. J. 2006 1 21-24. TIAN Zhen-kun HUANG Miao-fen LIU Liang-yun et al. Study on the urban heat island effect in Beijing using the single window algorithm J. Remote Sensing Information 2006 1 21-24. 1. Land sat ETM + 9. ETM J. 2007 29 3 490-494. ZHENG Jiao CHEN Wen-bo YUE Xin-gui et al. Based on Landsat ETM + image Nanchang surface temperature retrieval and analysis J. Journal of Jiangxi Agricultural University 2007 29 3 490-494. J. 2013 12 2 82-84. WANG Jiang-hua WANG Tao. Changchun area surface temperature anomalies remote sensing J. Journal of Anyang Institute of Technology 2013 12 2 82-84. 3 54-55. 3. TM 11. D. 2013. ZHANG Yue-xin. Based on TM image in Harbin thermal environmental change master's degree thesis D. Changchun Northeast Normal University 2013. 4. 12. D. J.. 2012 31 1 2012. 219-223. QIAN Jian-jun. Yitong River surface temperature disribution and landscape pattern relations master's degree WANG Bin JIANG Qi-gang MENG Xiang-chong et thesis D. Changchun Northeast Normal University 2012. 2012 31 1 219-223. 5. J. 2007 2 55-58. XU Jun-qiang XING Li-xin WANG Ming-chang. Based on the Jiamusi geothermal forecast ETM data J. Remote Sensing Information 2007 2 55-58. 10. ETM + J. 2. 2008 45 3 54-55. XU Xia HA Xue-ping WEI Jian-bo et al. Retrieval of land surface temperature based on ETM data Yutian area J. Xinjiang Agricultural Sciences 2008 45 J. 2014 33 4 959-964. YANG Zhan-xing JIA Yan-jie. Study on the geothermal resource potential of Xiaoping island in Dalian J. Global Geology 2014 33 4 959-964. al. Urban expansion and vegetation coverage in three provinces of Northeast China J. Global Geology