244
Views
6
CrossRef citations to date
0
Altmetric
Articles

Evaluation of MODIS land surface temperature with in-situ snow surface temperature from CREST-SAFE

, , , , &
Pages 4722-4740 | Received 11 Dec 2015, Accepted 10 May 2017, Published online: 23 May 2017

References

  • Ackerman, S. A., K. I. Strabala, W. P. Menzel, R. A. Frey, C. C. Moeller, and L. E. Gumley. 1998. “Discriminating Clear Sky from Clouds with MODIS.” Journal of Geophysical Research 103 (24): 32141. doi:10.1029/1998JD200032.
  • Apogee. 2015. “Apogee Broadband Infrared Radiometer Model SI-111 Manual.” Accessed April 10. http://www.apogeeinstruments.com/content/SI-100-manual.pdf/.
  • Benali, A., A. Carvalho, J. Nunes, N. Carvalhais, and A. Santos. 2012. “Estimating Air Surface Temperature in Portugal Using MODIS LST Data.” Remote Sensing of Environment 124 (0): 108–121. doi:10.1016/j.rse.2012.04.024.
  • Bohren, C. F., and D. R. Huffman. 1998. Absorption and Scattering of Light by Small Particles (Wiley Science Paperback Series). Robotica. Vol. 16. http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20\&path=ASIN/0471293407\nhttp://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20&path=ASIN/0471293407\nhttp://www.amazon.de/exec/obidos/redirect?tag=citeulike01-21&path=ASIN/04712.
  • Brown, R. D., and D. A. Robinson. 2011. “Northern Hemisphere Spring Snow Cover Variability and Change over 1922-2010 Including an Assessment of Uncertainty.” Cryosphere 5 (1): 219–229. doi:10.5194/tc-5-219-2011.
  • Buyantuyev, A., and W. Jianguo. 2010. “Urban Heat Islands and Landscape Heterogeneity: Linking Spatiotemporal Variations in Surface Temperatures to Land-Cover and Socioeconomic Patterns.” Landscape Ecology 25 (1): 17–33. doi:10.1007/s10980-009-9402-4.
  • Coll, C., J. M. Vicente Caselles, E. V. Galve, R. Niclòs, J. M. Sánchez, and R. Rivas. 2005. “Ground Measurements for the Validation of Land Surface Temperatures Derived from AATSR and MODIS Data.” Remote Sensing of Environment 97 (3): 288–300. doi:10.1016/j.rse.2005.05.007.
  • Datt, P. P., K. Srivastava, P. S. Negi, and P. K. Satyawali. 2008. “Surface Energy Balance of Seasonal Snow Cover for Snow-Melt Estimation in N-W Himalaya.” Journal of Earth System Science 117 (5): 567–573. doi:10.1007/s12040-008-0053-7.
  • Dozier, J., and T. H. Painter. 2004. “Multispectral and Hyperspectral Remote Sensing of Alpine Snow Properties.” Annual Review of Earth and Planetary Sciences 32 (1): 465–494. doi:10.1146/annurev.earth.32.101802.120404.
  • Dozier, J., and S. G. Warren. 1982. “Effect of Viewing Angle on the Infrared Brightness Temperature of Snow.” Water Resources Research 18: (5): 1424. doi:10.1029/WR018i005p01424.
  • Dwyer, J., and G. Schmidt. 2006. “Earth Science Satellite Remote Sensing: Vol. 2: Data, Computational Processing, and Tools.” In The MODIS reprojection tool, edited by, J. J. Qu, W. Gao, M. Kafatos, R. E. Murphy, and V. V. Salomonson, 162–177. Berlin, Heidelberg: Springer Berlin Heidelberg. doi:10.1007/978-3-540-37294-3_9
  • Fily, M., J. P. Dedieu, and Y. Durand. 1999. “Comparison between the Results of a Snow Metamorphism Model and Remote Sensing Derived Snow Parameters in the Alps.” Remote Sensing of Environment 68 (3): 254–263. doi:10.1016/S0034-4257(98)00116-3.
  • Forman, R. T. T. 1995. “Some General Principles of Landscape and Regional Ecology.” Landscape Ecology 10 (3): 133–142. doi:10.1007/BF00133027.
  • Frei, A., M. Tedesco, S. Lee, D. K. James Foster, R. K. Hall, and D. A. Robinson. 2012. “A Review of Global Satellite-Derived Snow Products.” Advances in Space Research 50: 1007–1029. doi:10.1016/j.asr.2011.12.021.
  • Gelfan, A. N., J. W. Pomeroy, and L. S. Kuchment. 2004. “Modeling Forest Cover Influences on Snow Accumulation. Sublimation, and Melt.” Journal of Hydrometeorology 5: 785–803.
  • Guide, M. O. D. I. S. L. S. T. U. 2015a. “MODIS Land Surface Temperature Products’ User Guide.” Accessed March 15. http://www.icess.ucsb.edu/modis/LstUsrGuide/MODIS_LST_products_Users_guide_C5.pdf.
  • Guide, M. O. D. I. S. L. S. T. U. 2015b. “MODIS LST Products Table.” Accessed March 15. https://lpdaac.usgs.gov/products/modis_products_table/.
  • Hall, D. K., J. E. Box, K. A. Casey, S. J. Hook, C. A. Shuman, and K. Steffen. 2008. “Comparison of Satellite-Derived and In-Situ Observations of Ice and Snow Surface Temperatures over Greenland.” Remote Sensing of Environment 112 (10): 3739–3749. doi:10.1016/j.rse.2008.05.007.
  • Hall, D. K., S. V. Nghiem, I. G. Rigor, and J. A. Miller. 2015. “Uncertainties of Temperature Measurements on Snow-Covered Land and Sea Ice from in Situ and MODIS Data during BROMEX.” Journal of Applied Meteorology and Climatology 54 (5): 966–978. doi:10.1175/JAMC-D-14-0175.1.
  • Hook, S. J., R. G. Vaughan, H. Tonooka, and S. G. Schladow. 2007. “Absolute Radiometric In-Flight Validation of Mid Infrared and Thermal Infrared Data from ASTER and MODIS on the Terra Spacecraft Using the Lake Tahoe, CA/NV, USA, Automated Validation Site.” IEEE Transactions on Geoscience and Remote Sensing 45 (6): 1798–1807. doi:10.1109/TGRS.2007.894564.
  • Hori, M., T. Aoki, T. Tanikawa, H. Motoyoshi, A. Hachikubo, K. Sugiura, T. J. Yasunari et al. 2006. “In-Situ Measured Spectral Directional Emissivity of Snow and Ice in the 8-14 µm Atmospheric Window.” Remote Sensing of Environment 100 (4): 486–502. DOI:10.1016/j.rse.2005.11.001.
  • Hughes, M., A. Hall, and R. Fovell. 2007. “Dynamical Controls on the Diurnal Cycle of Temperature in Complex Topography.” Climate Dynamics 29: 277–292. doi:10.1007/s00382-007-0239-8.
  • Jin, M., and R. E. Dickinson. 1999. “Interpolation of Surface Radiative Temperature Measured from Polar Orbiting Satellites to a Diurnal Cycle: 1. without Clouds.” Journal of Geophysical Research – Atmosphere 104: 2105–2116. doi:10.1029/1998JD200005.
  • Jin, M., and R. E. Dickinson. 2010. “Land Surface Skin Temperature Climatology: Benefitting from the Strengths of Satellite Observations.” Environmental Research Letters 5 (4): 044004. doi:10.1088/1748-9326/5/4/044004.
  • John, A. A. 2003. “Two Decades of Urban Climate Research: A Review of Turbulence, Exchanges of Energy and Water, and the Urban Heat Island.” International Journal of Climatology 23 (1): 1–26. doi:10.1002/joc.859.
  • King, M. D., S. Platnick, G. Ping Yang, T. Arnold, M. A. Gray, J. C. Riedi, S. A. Ackerman, and K. N. Liou. 2004. “Remote Sensing of Liquid Water and Ice Cloud Optical Thickness and Effective Radius in the Arctic: Application of Airborne Multispectral MAS Data.” Journal of Atmospheric and Oceanic Technology 21: 857–875. doi:10.1175/1520-0426(2004)021<0857:RSOLWA>2.0.CO;2.
  • Lakhankar, T. 2015. “CREST-SAFE.” Accessed March 20. http://noaacrest.org/snow/.
  • Lakhankar, T. Y., J. Muñoz, P. Romanov, A. M. Powell, N. Y. Krakauer, W. B. Rossow, and R. Khanbilvardi. 2013. “CREST-Snow Field Experiment: Analysis of Snowpack Properties Using Multi-Frequency Microwave Remote Sensing Data.” Hydrology and Earth System Sciences 17: 783–793. doi:10.5194/hess-17-783-2013.
  • Li, H., D. Sun, Y. Yunyue, H. Wang, Y. Liu, Q. Liu, D. Yongming, H. Wang, and B. Cao. 2014. “Evaluation of the VIIRS and MODIS LST Products in an Arid Area of Northwest China.” Remote Sensing of Environment 142: 111–121. doi:10.1016/j.rse.2013.11.014.
  • Liang, B., and Q. Weng. 2008. “Multiscale Analysis of Census-Based Land Surface Temperature Variations and Determinants in Indianapolis, United States.” Journal of Urban Planning and Development 134 (3): 129–139. doi:10.1061/(ASCE)0733-9488(2008)134:3(129).
  • LPDAAC. 2015. “Land Processes Distributed Active Archive Center.” Accessed March 10. https://lpdaac.usgs.gov/.
  • Lundquist, J. D., and F. Lott. 2008. “Using Inexpensive Temperature Sensors to Monitor the Duration and Heterogeneity of Snowcovered Areas.” Water Resources Researcher 44: W00D16. doi:10.1029/2008WR007035.
  • Marks, D., A. Winstral, and M. Seyfried. 2002. “Simulation of Terrain and Forest Shelter Effects on Patterns of Snow Deposition, Snowmelt and Runoff over a Semi-Arid Mountain Catchment.” Hydrological Processes 16 (18): 3605–3626. doi:10.1002/hyp.1237.
  • Nishida, K., R. R. Nemani, J. M. Glassy, and S. W. Running. 2003. “Development of an Evapotranspiration Index from Aqua/MODIS for Monitoring Surface Moisture Status.” IEEE Transactions on Geoscience and Remote Sensing 41 (2): 493–500. doi:10.1109/TGRS.2003.811744.
  • Platt, C. M. R., and A. J. Prata. 1993. “Nocturnal Effects in the Retrieval of Land Surface Temperatures from Satellite Measurements.” Remote Sensing of Environment 45: 127–136. doi:10.1016/0034-4257(93)90037-X.
  • Pomeroy, J., R. Essery, and B. Toth. 2004. “Implications of Spatial Distributions of Snow Mass and Melt Rate for Snow-Cover Depletion: Observations in a Subarctic Mountain Catchment.” Annals of Glaciology 38: 195–201. doi:10.3189/172756404781814744.
  • Prihodko, L. 1997. “Estimation of Air Temperature from Remotely Sensed Surface Observations.” Remote Sensing of Environment 60: 335–346. doi:10.1016/S0034-4257(96)00216-7.
  • Robeson, S. M. 1995. Resampling of Network-Induced Variability in Estimates of Terrestrial Air Temperature Change. Climatic Change 29 2: Kluwer Academic Publishers 213–229. doi:10.1007/BF01094017.
  • Salisbury, J. W., D. M. D’Aria, and A. Wald. 1994. “Measurements of Thermal Infrared Spectral Reflectance of Frost, Snow, and Ice.” Journal Geophys Researcher 99 ((B12). AGU): 24235–24240. doi:10.1029/94JB00579.
  • Shuman, C., D. Hall, N. DiGirolamo, T. Mefford, and M. Schnaubelt. 2014. “Comparison of Near−Surface Air Temperatures and MODIS Ice−Surface Temperatures at Summit, Greenland (2008−2013).” Journal of Applied Meteorology and Climatology 53: 2171–2180. doi:10.1175/JAMC-D-14-0023.1.
  • Snyder, W. C., Z. Wan, Y. Zhang, and Y.-Z. Feng. 1998. “Classification-Based Emissivity for Land Surface Temperature Measurement from Space.” International Journal of Remote Sensing 19 (14): 2753–2774. doi:10.1080/014311698214497.
  • Song, J., D. Shihong, X. Feng, and L. Guo. 2014. “The Relationships between Landscape Compositions and Land Surface Temperature: Quantifying Their Resolution Sensitivity with Spatial Regression Models.” Landscape and Urban Planning 123: 145–157. doi:10.1016/j.landurbplan.2013.11.014.
  • Steinhart, J. S., and S. R. Hart. 1968. “Calibration Curves for Thermistors.” Deep Sea Research and Oceanographic Abstracts 15: 497–503. doi:10.1016/0011-7471(68)90057-0.
  • Stroeve, J., and K. Steffen. 1998. “Variability of AVHRR-Derived Clear-Sky Surface Temperature over the Greenland Ice Sheet.” Journal of Applied Meteorology 37 (1): 23–31. doi:10.1175/1520-0450(1998)037<0023:VOADCS>2.0.CO;2.
  • Trigo, I. F., I. T. Monteiro, F. Olesen, and E. Kabsch. 2008. “An Assessment of Remotely Sensed Land Surface Temperature.” Journal of Geophysical Research 113: (D17): 1–12. doi:10.1029/2008JD010035.
  • Turner, M. G. 2005. “Landscape Ecology: What Is the State of the Science?.” Annual Review of Ecology, Evolution, and Systematics 36 (1): 319–344. doi:10.1146/annurev.ecolsys.36.102003.152614.
  • Vancutsem, C., P. Ceccato, T. Dinku, and S. J. Connor. 2010. “Evaluation of MODIS Land Surface Temperature Data to Estimate Air Temperature in Different Ecosystems over Africa.” Remote Sensing of Environment 114 (2): 449–465. doi:10.1016/j.rse.2009.10.002.
  • Voogt, J. A., and T. R. Oke. 2003. “Thermal Remote Sensing of Urban Climates.” Remote Sensing of Environment 86: 370–384. doi:10.1016/S0034-4257(03)00079-8.
  • Wan, Z., P. Wang, and X. Li. 2004. “Using MODIS Land Surface Temperature and Normalized Difference Vegetation Index Products for Monitoring Drought in the Southern Great Plains, USA.” International Journal of Remote Sensing 25 (1): 61–72. doi:10.1080/0143116031000115328.
  • Wan, Z., Y. Zhang, Q. Zhang, and L. Zhao-Liang. 2002. “Validation of the Land-Surface Temperature Products Retrieved from Terra Moderate Resolution Imaging Spectroradiometer Data.” Remote Sensing of Environment 83 (1–2): 163–180. doi:10.1016/S0034-4257(02)00093-7.
  • Wang, W., S. Liang, and T. Meyers. 2008. “Validating MODIS Land Surface Temperature Products Using Long-Term Nighttime Ground Measurements.” Remote Sensing of Environment 112 (3): 623–635. doi:10.1016/j.rse.2007.05.024.
  • Wang, Y., C. E. Woodcock, W. Buermann, P. Stenberg, P. Voipio, H. Smolander, T. Häme, et al. 2004. “Evaluation of the MODIS LAI Algorithm at a Coniferous Forest Site in Finland.” Remote Sensing of Environment 91 (1): 114–127. doi:10.1016/j.rse.2004.02.007.
  • Weng, Q. 2003. “Fractal Analysis of Satellite-Detected Urban Heat Island Effect.” Photogrammetric Engineering and Remote Sensing 69 (5): 555–566. doi:10.14358/PERS.69.5.555.
  • Weng, Q., L. Dengsheng, and J. Schubring. 2004. “Estimation of Land Surface Temperature-Vegetation Abundance Relationship for Urban Heat Island Studies.” Remote Sensing of Environment 89 (4): 467–483. doi:10.1016/j.rse.2003.11.005.
  • Wenny, B. N., X. Xiong, and S. Madhavan. 2012. “Evaluation of Terra and Aqua MODIS Thermal Emissive Band Calibration Consistency.” Sensors, Systems, and Next-Generation Satellites XVI. SPIE Proceedings 8533. (November 19, 2012). doi:10.1117/12.974230.
  • Westermann, S., M. Langer, and J. Boike. 2011. “Spatial and Temporal Variations of Summer Surface Temperatures of High-Arctic Tundra on Svalbard - Implications for MODIS LST Based Permafrost Monitoring.” Remote Sensing of Environment 115 (3): 908–922. doi:10.1016/j.rse.2010.11.018.
  • Williamson, S., D. Hik, J. Gamon, J. Kavanaugh, and G. Flowers. 2014. “Estimating Temperature Fields from MODIS Land Surface Temperature and Air Temperature Observations in a Sub-Arctic Alpine Environment.” Remote Sensing 6 (2): 946–963. doi:10.3390/rs6020946.
  • Williamson, S. N., D. S. Hik, J. A. Gamon, J. L. Kavanaugh, and S. Koh. 2013. “Evaluating Cloud Contamination in Clear-Sky MODIS Terra Daytime Land Surface Temperatures Using Ground-Based Meteorology Station Observations.” Journal of Climate 26 (5): 1551–1560. doi:10.1175/JCLI-D-12-00250.1.
  • Xia, L., K. Mao, M. Ying, F. Zhao, L. Jiang, X. Shen, and Z. Qin. 2014. “An Algorithm for Retrieving Land Surface Temperatures Using VIIRS Data in Combination with Multi-Sensors.” Sensors 14: 21385–21408. doi:10.3390/s141121385.
  • Xiao, R. B., Q. H. Weng, Z. Y. Ouyang, W. F. Li, E. W. Schienke, and Z. M. Zhang. 2008. “Land Surface Temperature Variation and Major Factors in Beijing, China.” Photogrammetric Engineering and Remote Sensing 74 (4): 451–461. doi:10.14358/PERS.74.4.451.
  • Zhao-Liang, L., B.-H. Tang, W. Hua, H. Ren, G. Yan, Z. Wan, I. F. Trigo, and J. A. Sobrino. 2013. ““Satellite-Derived Land Surface Temperature: Current Status and Perspectives.” Remote Sensing of Environment 131: 14–37. doi:10.1016/j.rse.2012.12.008.
  • Zhu, W., A. Lű, and S. Jia. 2013. “Estimation of Daily Maximum and Minimum Air Temperature Using MODIS Land Surface Temperature Products.” Remote Sensing of Environment 130: 62–73. doi:10.1016/j.rse.2012.10.034.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.