206
Views
3
CrossRef citations to date
0
Altmetric
Review Articles

Comparison of three different methods to identify fractional urban signals for improving climate modelling

, , , , &
Pages 3274-3292 | Received 17 Apr 2014, Accepted 11 Mar 2015, Published online: 30 Jun 2015

References

  • Aida, M. 1982. “Urban Albedo as A Function of the Urban Structure ? A Model Experiment.” Boundary-Layer Meteorology 23: 405–413. doi:10.1007/BF00116269.
  • Akbari, H., S. Menon, and A. Rosenfeld. 2009. “Global Cooling: Increasing World-Wide Urban Albedos to Offset CO2.” Climatic Change 94: 275–286. doi:10.1007/s10584-008-9515-9.
  • Arnfield, A. J. 2003. “Two Decades of Urban Climate Research: A Review of Turbulence, Exchanges of Energy and Water, and the Urban Heat Island.” International Journal Climatology 23: 1–26. doi:10.1002/(ISSN)1097-0088.
  • Bartholomé, E., and A. S. Belward. 2005. “GLC2000: A New Approach to Global Land Cover Mapping from Earth Observation Data.” International Journal of Remote Sensing 26: 1959–1977. doi:10.1080/01431160412331291297.
  • Beijing Statistical Bureau. 2014. Beijing’s Statistical Yearbook. 2014th ed. Beijing: China Statistics Press. [in Chinese].
  • Chang, C. C., and C. J. Lin. 2011. “LIBSVM: A Library for Support Vector Machines.” ACM Transactions on Intelligent Systems and Technology (TIST) 2: 27.
  • Civerolo, K., C. Hogrefe, B. Lynn, J. Rosenthal, J. Ku, W. Solecki, J. Cox, C. Small, C. Rosenzweig, R. Goldberg, K. Knowlton, and P. Kinney. 2007. “Estimating the Effects of Increased Urbanization on Surface Meteorology and Ozone Concentrations in the New York City Metropolitan Region.” Atmospheric Environment 41: 1803–1818. doi:10.1016/j.atmosenv.2006.10.076.
  • Clapham, W. B. 2003. “Continuum-Based Classification of Remotely Sensed Imagery to Describe Urban Sprawl on a Watershed Scale.” Remote Sensing of Environment 86: 322–340. doi:10.1016/S0034-4257(03)00076-2.
  • Dale, V. H. 1997. “The Relationship between Land-Use Change and Climate Change.” Ecological Applications 7: 753–769. doi:10.1890/1051-0761(1997)007[0753:TRBLUC]2.0.CO;2.
  • Dudhia, J., D. Gill, K. Manning, W. Wang, C. Bruyere, S. Kelly, and K. Lackey. 2005. PSU/NCAR Mesoscale Modeling System Tutorial Class Notes and User’s Guide: MM5 Modeling System Version 3. Boulder, CO: Mesoscale and Microscale Meteorology Division, National Center for Atmospheric Research.
  • Ezber, Y., O. L. Sen, T. Kindap, and M. Karaca. 2007. “Climatic Effects of Urbanization in Istanbul: A Statistical and Modeling Analysis.” International Journal Climatology 27: 667–679. doi:10.1002/(ISSN)1097-0088.
  • Foley, J. A., R. DeFries, G. P. Asner, C. Barford, G. Bonan, S. R. Carpenter, F. Stuart Chapin, M. T. Coe, G. C. Daily, H. K. Gibbs, J. H. Helkowski, T. Holloway, E. A. Howard, C. J. Kucharik, C. Monfreda, J. A. Patz, I. Colin Prentice, N. Ramankutty, and P. K. Snyder. 2005. “Global Consequences of Land Use.” Science 309: 570–574. doi:10.1126/science.1111772.
  • Foody, G. M. 2002. “Status of Land Cover Classification Accuracy Assessment.” Remote Sensing of Environment 80: 185–201. doi:10.1016/S0034-4257(01)00295-4.
  • Friedl, M. A., McIver, D. K. McIver, J. C. F. Hodges, X. Y. Zhang, D. Muchoney, A. H. Strahler, C. E. Woodcock, S. Gopal, A. Schneider, A. Cooper, A. Baccini, F. Gao, and C. Schaaf. 2002. “Global Land Cover Mapping from MODIS: Algorithms and Early Results.” Remote Sensing of Environment 83: 287–302. doi:10.1016/S0034-4257(02)00078-0.
  • Friedl, M. A., D. Sulla-Menashe, B. Tan, A. Schneider, N. Ramankutty, A. Sibley, and X. M. Huang. 2010. “MODIS Collection 5 Global Land Cover: Algorithm Refinements and Characterization of New Datasets.” Remote Sensing of Environment 114: 168–182. doi:10.1016/j.rse.2009.08.016.
  • Ge, J. J., J. G. Qi, B. M. Lofgren, N. Moore, N. Torbick, and J. M. Olson. 2007. “Impacts of Land Use/Cover Classification Accuracy on Regional Climate Simulations.” Journal of Geophysical Research 112. doi:10.1029/2006JD007404.
  • Grimm, N. B., S. H. Faeth, N. E. Golubiewski, C. L. Redman, J. G. Wu, X. M. Bai, and J. M. Briggs. 2008. “Global Change and the Ecology of Cities.” Science 319: 756–760. doi:10.1126/science.1150195.
  • Guo, Y. R., and S. Chen. 1994. TERRAIN and Land Use for the Fifth-Generation Penn State/Ncar Mesoscale Modeling System (MM5): Program TERRAIN. Boulder, CO: Mesoscale and Microscale Meteorology Division, National Center for Atmospheric Research.
  • Hansen, J., M. Sato, R. Ruedy, L. Nazarenko, A. Lacis, G. A. Schmidt, G. Russell, I. Aleinov, M. Bauer, and S. Bauer. 2005. “Efficacy of Climate Forcings.” Journal of Geophysical Research 110: 2571–2592. doi:10.1029/2005JD005776.
  • Hansen, M. C., R. S. DeFries, J. R. G. Townshend, and R. Sohlberg. 2000. “Global Land Cover Classification at 1 Km Spatial Resolution Using a Classification Tree Approach.” International Journal of Remote Sensing 21: 1331–1364. doi:10.1080/014311600210209.
  • He, Y., G. Jia, Y. Hu, and Z. Zhou. 2013. “Detecting Urban Warming Signals in Climate Records.” Advancement Atmos Sciences 30: 1143–1153. doi:10.1007/s00376-012-2135-3.
  • He, Y. T., and G. S. Jia. 2012. “A Dynamic Method for Quantifying Natural Warming in Urban Areas.” Atmospheric and Oceanic Science Letters 5: 113–408.
  • IPCC (Intergovernmental Panel on Climate Change). 2014. Climate Change 2013: The Physical Science Basis: Working Group I Contribution to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. New York: Cambridge University Press.
  • Jacobson, M. Z., and J. E. Ten Hoeve. 2012. “Effects of Urban Surfaces and White Roofs on Global and Regional Climate.” Journal of Climate 25: 1028–1044. doi:10.1175/JCLI-D-11-00032.1.
  • Kalnay, E., and M. Cai. 2003. “Impact of Urbanization and Land-Use Change on Climate.” Nature 423: 528–531. doi:10.1038/nature01675.
  • Kato, S., and Y. Yamaguchi. 2007. “Estimation of Storage Heat Flux in an Urban Area Using ASTER Data.” Remote Sensing of Environment 110: 1–17. doi:10.1016/j.rse.2007.02.011.
  • Kondo, A., M. Ueno, A. Kaga, and K. Yamaguchi. 2001. “The Influence of Urban Canopy Configuration on Urban Albedo.” Boundary-Layer Meteorology 100: 225–242. doi:10.1023/A:1019243326464.
  • Liang, S. L. 2001. “Narrowband to Broadband Conversions of Land Surface Albedo I Algorithms.” Remote Sensing of Environment 76: 213–238. doi:10.1016/S0034-4257(00)00205-4.
  • Liu, Q., L. Wang, Y. Qu, N. Liu, S. Liu, H. Tang, and S. Liang. 2013. “Preliminary Evaluation of the Long-Term GLASS Albedo Product.” International Journal of Digital Earth 6: 69–95. doi:10.1080/17538947.2013.804601.
  • Loveland, T. R., B. C. Reed, J. F. Brown, D. O. Ohlen, Z. Zhu, L. Yang, and J. W. Merchant. 2000. “Development of a Global Land Cover Characteristics Database and IGBP Discover from 1 Km AVHRR Data.” International Journal of Remote Sensing 21: 1303–1330. doi:10.1080/014311600210191.
  • Mahmood, R., A. I. Quintanar, K. G. Conner, R. Leeper, S. Dobler, R. A. Pielke, A. Beltran-Przekurat, K. G. Hubbard, D. Niyogi, G. Bonan, P. Lawrence, T. Chase, R. McNider, Y. Wu, C. McAlpine, R. Deo, A. Etter, S. Gameda, B. Qian, A. Carleton, J. O. Adegoke, S. Vezhapparambu, S. Asefi, U. S. Nair, E. Sertel, D. R. Legates, R. Hale, O. W. Frauenfeld, A. Watts, M. Shepherd, C. Mitra, V. G. Anantharaj, S. Fall, H. Chang, R. E. Lund, A. Treviño, P. Blanken, J. Du, and J. Syktus. 2010. “Impacts of Land Use/Land Cover Change on Climate and Future Research Priorities.” Bulletin of the American Meteorological Society 91: 37–46. doi:10.1175/2009BAMS2769.1.
  • Menon, S., H. Akbari, S. Mahanama, I. Sednev, and R. Levinson. 2010. “Radiative Forcing and Temperature Response to Changes in Urban Albedos and Associated CO2 Offsets.” Environmental Research Letters : ERL [Web Site] 5: 014005.
  • Oleson, K. W., G. B. Bonan, and J. Feddema. 2010. “Effects of White Roofs on Urban Temperature in a Global Climate Model.” Geophysical Research Letters 37. doi:10.1029/2009GL042194.
  • Pal, M., and P. M. Mather. 2005. “Support Vector Machines for Classification in Remote Sensing.” International Journal of Remote Sensing 26: 1007–1011. doi:10.1080/01431160512331314083.
  • Pielke, R. A., G. Marland, R. A. Betts, T. N. Chase, J. L. Eastman, J. O. Niles, D. Niyogi, and S. W. Running. 2002. “The Influence of Land-use Change and Landscape Dynamics on the Climate System: Relevance to Climate-change Policy Beyond the Radiative Effect of Greenhouse Gases.” Philosophical Transactions of the Royal Society of London Series A-Mathematical Physical and Engineering Sciences 360: 1705–1719. doi:10.1098/rsta.2002.1027.
  • Pielke, R. A. S., A. Pitman, D. Niyogi, R. Mahmood, C. McAlpine, F. Hossain, K. K. Goldewijk, U. Nair, R. Betts, S. Fall, M. Reichstein, P. Kabat, and N. Noblet. 2011. “Land Use/Land Cover Changes and Climate: Modeling Analysis and Observational Evidence.” Wiley Interdisciplinary Reviews: Climate Change 2: 828–850. doi:10.1002/wcc.144.
  • Pitman, A. J. 2003. “The Evolution Of, and Revolution In, Land Surface Schemes Designed for Climate Models.” International Journal Climatology 23: 479–510. doi:10.1002/(ISSN)1097-0088.
  • Ren, G. Y., Y. Q. Zhou, Z. Y. Chu, J. X. Zhou, A. Y. Zhang, J. Guo, and X. F. Liu. 2008. “Urbanization Effects on Observed Surface Air Temperature Trends in North China.” Journal of Climate 21: 1333–1348. doi:10.1175/2007JCLI1348.1.
  • Schneider, A., M. A. Friedl, and D. Potere. 2009. “A New Map of Global Urban Extent from MODIS Satellite Data.” Environmental Research Letters 4: 044003. doi:10.1088/1748-9326/4/4/044003.
  • Sertel, E., A. Robock, and C. Ormeci. 2010. “Impacts of Land Cover Data Quality on Regional Climate Simulations.” International Journal of Climatology 30: 1942–1953. doi:10.1002/joc.v30:13.
  • Seto, K. C., A. Reenberg, C. G. Boone, M. Fragkias, D. Haase, T. Langanke, P. Marcotullio, D. K. Munroe, B. Olah, and D. Simon. 2012. “Urban Land Teleconnections and Sustainability.” Proceedings of the National Academy of Sciences 109: 7687–7692. doi:10.1073/pnas.1117622109.
  • Small, C., C. D. Elvidge, D. Balk, and M. Montgomery. 2011. “Spatial Scaling of Stable Night Lights.” Remote Sensing of Environment 115: 269–280. doi:10.1016/j.rse.2010.08.021.
  • Strugnell, N. C., and W. Lucht. 2001. “An Algorithm to Infer Continental-Scale Albedo from AVHRR Data, Land Cover Class, and Field Observations of Typical Brdfs.” Journal of Climate 14: 1360–1376. doi:10.1175/1520-0442(2001)014<1360:AATICS>2.0.CO;2.
  • Tewari, M., F. Chen, H. Kusaka, and S. Miao. 2008. Coupled WRF/Unified Noah/Urban-Canopy Modeling System. NCAR WRF Documentation. Boulder, CO: NCAR. http://www.ral.ucar.edu/research/land/technology/urban/WRF-LSM-Urban.pdf
  • Unger, J. 2004. “Intra-Urban Relationship between Surface Geometry and Urban Heat Island: Review and New Approach.” Climate Researcher 27: 253–264. doi:10.3354/cr027253.
  • VanCuren, R. 2012. “The Radiative Forcing Benefits of “Cool Roof” Construction in California: Quantifying the Climate Impacts of Building Albedo Modification.” Climatic Change 112: 1071–1083. doi:10.1007/s10584-011-0250-2.
  • Verburg, P. H., K. Neumann, and L. Nol. 2011. “Challenges in Using Land Use and Land Cover Data for Global Change Studies.” Global Change Biology 17: 974–989. doi:10.1111/gcb.2010.17.issue-2.
  • 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.
  • Wade, T. G., J. D. Wickham, N. Zacarelli, and K. H. Riitters. 2009. “A Multi-Scale Method of Mapping Urban Influence.” Environmental Modelling & Software 24: 1252–1256. doi:10.1016/j.envsoft.2009.03.006.
  • Wang, J., J. Feng, Z. Yan, Y. Hu, and G. Jia. 2012. “Nested High-Resolution Modeling of the Impact of Urbanization on Regional Climate in Three Vast Urban Agglomerations in China.” Journal Geophysical Research:Atmosphere 117: D21103.
  • Wu, K., and X. Yang. 2013. “Urbanization and Heterogeneous Surface Warming in Eastern China.” Chinese Science Bulletin 58: 1363–1373. doi:10.1007/s11434-012-5627-8.
  • Zhou, L. M., Dickinson, R. E. Dickinson, Y. Tian, J. Fang, Q. Li, R. K. Kaufmann, C. J. Tucker, and R. B. Myneni. 2004. “Evidence for a Significant Urbanization Effect on Climate in China.” Proceedings of the National Academy of Sciences 101: 9540–9544. doi:10.1073/pnas.0400357101.

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.