Progress in Retrieving Land Surface Temperature for the Cloud-Covered Pixels from Thermal Infrared Remote Sensing Data
ZHOU Yi1, QIN Zhi-hao1, 2*, BAO Gang1, 3
1. International Institute for Earth System Science, Nanjing University, Nanjing 210093, China 2. Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing 100081, China 3. Inner Mongolian Key Laboratory of Remote Sensing and Geographic Information System, Inner Mongolia Normal University, Huhhot 010022, China
Abstract:Land surface temperature (LST), which reflects surface properties, is one of the key parameters in the physics of land surface processes from local through global scales. LST is very required in time and space for a wide variety of scientific studies and thermal infrared (TIR) remote sensing applications. Satellite TIR channels are very available for LST retrieval but only in clear skies. However, when the surface is obscured by clouds, the actual retrieved LST for the corresponding pixel is, or is contaminated by, the cloud top temperature. Lacking understanding of the complex relationships between clouds and LST, the estimation of LST for cloud-covered pixels poses a big problem and challenge for thermal remote sensing scientists. In the present paper, a review of algorithms and approaches related to LST retrieval for cloud-covered pixels from TIR data is presented, and the characteristics of each method are also discussed. Directions for future research to improve the accuracy of satellite-derived LST for cloud-covered pixels are then suggested.
Key words:Cloud cover;Land surface temperature (LST);TIR;Remote sensing retrieval
周 义1,覃志豪1, 2*,包 刚1, 3 . 热红外遥感图像中云覆盖像元地表温度估算研究进展 [J]. 光谱学与光谱分析, 2014, 34(02): 364-369.
ZHOU Yi1, QIN Zhi-hao1, 2*, BAO Gang1, 3 . Progress in Retrieving Land Surface Temperature for the Cloud-Covered Pixels from Thermal Infrared Remote Sensing Data . SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34(02): 364-369.
[1] Valor E, Caselles V. Remote Sensing of Environment, 1996, 57(3): 167. [2] XU Xi-ru, LIU Qin-huo, CHEN Jia-yi(徐希孺, 柳钦火, 陈家宜). Acta Scientiarum Naturalium Universitatis Pekinensis(北京大学学报﹒自然科学版), 1998, 34(2-3): 248. [3] Dash P, Gttsche F-M, Olesen F-S, et al. International Journal of Remote Sensing, 2002, 23(13): 2563. [4] LIU Zhi-wu, DANG An-rong, LEI Zhi-dong, et al(刘志武, 党安荣, 雷志栋, 等). Progress in Geography(地理科学进展), 2003, 22(5): 507. [5] HAN Li-juan, WANG Peng-xin, WANG Jin-di, et al(韩丽娟, 王鹏新, 王锦地, 等). Scientia Sinica Terrae(中国科学D 辑: 地球科学), 2005, 35(4): 371. [6] Jin M L. Journal of Geophysical Research-Atmospheres, 2000, 105(D3): 4061. [7] Li Z L, Tang B H, Wu H, et al. Remote Sensing of Environment, 2013, 131: 14. [8] Gallo K, Hale R, Tarpley D, et al. Journal of Applied Meteorology and Climatology, 2011, 50(3): 767. [9] Coll C, Caselles V, Galve J M, et al. Remote Sensing of Environment, 2005, 97(3): 288. [10] Kerr Y H, Lagouarde J P, Imbernon J. Remote Sensing of Environment, 1992, 41(2-3): 197. [11] Wentz F J, Gentemann C, Smith D, et al. Science, 2000, 288(5467): 847. [12] FallahAdl H, JaJa J, Liang S L, et al. IEEE Computational Science & Engineering, 1996, 3(2): 66. [13] MAO Ke-biao, SHI Jian-cheng, LI Zhao-liang, et al(毛克彪, 施建成, 李召良, 等). Scientia Sinica Terrae(中国科学D辑: 地球科学), 2006, 36(12): 1170. [14] Aires F, Prigent C, Rossow W B. Journal of Geophysical Research-Atmospheres, 2004, 109(D4):D04313. [15] Anderson M C, Hain C, Wardlow B, et al. Journal of Climate, 2011, 24(8): 2025. [16] Jin M, Dickinson R E. Journal of Geophysical Research-Atmospheres, 2000, 105(D22): 27037. [17] Lu L, Venus V, Skidmore A, et al. International Journal of Applied Earth Observation and Geoinformation, 2011, 13(2): 265. [18] Minnis P, Harrison E F. J. Climate Appl. Meteor., 1984, 23: 993. [19] Minnis P, Harrison E, Heck P. Monthly Weather Review, 1990, 118(11): 2426. [20] Lu L, Netherlands M S. Thesis, 2009. 13. [21] Aires F, Prigent C, Rossow W B, et al. Journal of Geophysical Research-Atmospheres, 2001, 106(D14): 14887. [22] Quattrochi D A, Luvall J C. Thermal Remote Sensing in Land Surface Processes: CRC Press, 2005. [23] ZHOU Yi, QIN Zhi-hao, BAO Gang(周 义, 覃志豪, 包 刚). Journal of Remote Sensing(遥感学报), 2012, 16(3): 492. [24] ZHANG Jun, QIN Zhi-hao, LIU Mei, et al(张 军, 覃志豪, 刘 梅, 等). Geography and Geo-Information Science(地理与地理信息科学), 2011, 27(6): 45. [25] TU Li-li, QIN Zhi-hao, ZHANG Jun, et al (涂丽丽, 覃志豪, 张 军, 等). Remote Sensing Information(遥感信息), 2011,(4): 59. [26] ZHOU Yi, QIN Zhi-hao, BAO Gang(周 义, 覃志豪, 包 刚). Scientia Geographica Sinica(地理科学), 2013, 33(3): 329. [27] Key J R. The Cloud and Surface Parameter Retrieval (CASPR) System for Polar AVHRR User’s Guide, 2002. [28] Key J R, Wong A M. Geoscience and Remote Sensing Symposium, 1999. IGARSS’99 Proceedings. IEEE 1999 International, 1999, 1: 320. [29] LIU Mei, QIN Zhi-hao, TU Li-li, et al(刘 梅, 覃志豪, 涂丽丽, 等). Remote Sensing Technology and Application(遥感技术与应用), 2011, 26(5): 689. [30] Stull R B. An Introduction to Boundary Layer Meteorology: Kluwer Academic Publishers, 1987. [31] Pinker R, Ewing J. Journal of Climate and Applied Meteorology, 1985, 24(5): 389. [32] Li Z, Leighton H, Masuda K, et al. Journal of Climate, 1993, 6: 317. [33] Masuda K, Leighton H G, Li Z. Journal of Climate, 1995, 8(6): 1615. [34] Garratt J R. The Atmospheric Boundary Layer. New York: Cambridge University Press, 1992. [35] Shuttleworth W, Leuning R, Black T, et al. Biological Sciences, 1989, 324(1223): 299.