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Detecting urban warming signals in climate records

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Abstract

Determining whether air temperatures recorded at meteorological stations have been contaminated by the urbanization process is still a controversial issue at the global scale. With support of historical remote sensing data, this study examined the impacts of urban expansion on the trends of air temperature at 69 meteorological stations in Beijing, Tianjin, and Hebei Province over the last three decades. There were significant positive relations between the two factors at all stations. Stronger warming was detected at the meteorological stations that experienced greater urbanization, i.e., those with a higher urbanization rate. While the total urban area affects the absolute temperature values, the change of the urban area (urbanization rate) likely affects the temperature trend. Increases of approximately 10% in urban area around the meteorological stations likely contributed to the 0.13°C rise in air temperature records in addition to regional climate warming. This study also provides a new approach to selecting reference stations based on remotely sensed urban fractions. Generally, the urbanization-induced warming contributed to approximately 44.1% of the overall warming trends in the plain region of study area during the past 30 years, and the regional climate warming was 0.30°C (10 yr)−1 in the last three decades.

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References

  • Balling, R. C., and S. B. Idso, 1989: Historical temperature trends in the United-States and the effect of urban-population growth. J. Geophys. Res., 94(D3), 3359–3363.

    Article  Google Scholar 

  • Changnon, S. A., 1992: Inadvertent weather-modification in urban areas—Lessons for global climate change. Bull. Amer. Meteor. Soc., 73(5), 619–627.

    Article  Google Scholar 

  • Cheng, S. L., 2005: Urbanization effect on air temperature change in Lanzhou city for recent 60 years. Meteorological Monthly, 31, 29–34. (in Chinese)

    Google Scholar 

  • Chu, Z., and G. Ren, 2005: Change in urban heat island magnitude and its effect on mean air temperature record in Beijing region. Acta Meteorologica Sinica, 63(4), 534–540. (in Chinese)

    Google Scholar 

  • Englehart, P. J., and A. V. Douglas, 2003: Urbanization and seasonal temperature trends: Observational evidence from a data-sparse part of North America. Int. J. Climatol., 23(10), 1253–1263.

    Article  Google Scholar 

  • Friedl, M. A., and C. E. Brodley, 1997: Decision tree classification of land cover from remotely sensed data. Remote Sens. Environ., 61. 399–409.

    Article  Google Scholar 

  • Gallo, K. P., A. L. Mcnab, T. R. Karl, J. F. Brown, and J. J. Hood, 1993: The use of noaa avhrr data for assessment of the urban heat-island effect. J. Appl. Meteor., 32(5), 899–908.

    Article  Google Scholar 

  • Gallo, K. P., J. D. Tarpley, A. L. McNab, and T. R. Karl, 1995: Assessment of urban heat islands—A satellite perspective. Atmospheric Research, 37(1–3), 37–43.

    Article  Google Scholar 

  • Gallo, K. P., D. R. Easterling, and T. C. Peterson, 1996: The influence of land use land cover on climatological values of the diurnal temperature range. J. Climate, 9(11), 2941–2944.

    Article  Google Scholar 

  • Golitsyn, G. S., Kadygrov, E. N., and Kuznetsova, I. N., 2002: Microwave remote investigation of the atmospheric boundary layer thermal regime above an urban area. Proc. Twelfth Atmospheric Radiation Measurement (ARM) Science Team Meeting. St. Petersburg, Florida, 7pp.

    Google Scholar 

  • Hansen, J., R. Ruedy, M. Sato, M. Imhoff, W. Lawrence, D. Easterling, T. Peterson, and T. Karl, 2001: A closer look at United States and global surface temperature change. J. Geophys. Res., 106(D20), 23947–23963.

    Article  Google Scholar 

  • Hua, L. J., Z. G. Ma, and W. D. Guo, 2007: The impact of urbanization on air temperature across China. Theor. Appl. Climatol., 93(3–4), 179–194.

    Google Scholar 

  • Hughes, W. S., and R. C. Balling, 1996: Urban influences on south African temperature trends. Int. J. Climatol., 16(8), 935–940.

    Article  Google Scholar 

  • Ji, C. P, W. D. Liu, and C. Y. Xuan, 2006: Impact of urban growth on the heat island in Beijing. Chinese J. Geophys., 49(1), 69–77. (in Chinese)

    Google Scholar 

  • Jones, P. D., 1990: Assessment of urbanization effects in time series of surface air temperature over land. Nature, 347, 169–172.

    Article  Google Scholar 

  • Jones, P. D., D. H. Lister, and Q. Li, 2008: Urbanization effects in large-scale temperature records, with an emphasis on China. J. Geophys. Res., 113(D16), doi: 10.1029/2008JD009916.

    Google Scholar 

  • Kalnay, E., and M. Cai, 2003: Impact of urbanization and land-use change on climate. Nature, 423(6939), 528–531.

    Article  Google Scholar 

  • Karl, T. R., H. F. Diaz, and G. Kukla, 1988: Urbanization: Its detection and effect in the United States climate record. J. Climate, 1, 1099–1123.

    Article  Google Scholar 

  • Khaikine, M. N., I. N. Kuznetsova, E. N. Kadygrov, E. A. Miller, 2006: Investigation of temporal-spatial parameters of an urban heat island on the basis of passive microwave remote sensing. Theor. Appl. Climatol., 84(1–3), 161–169.

    Article  Google Scholar 

  • Kukla, G., J. Gavin, and T. R. Karl, 1986: Urban warming. J. Climate Appl. Meteor., 25(9), 1265–1270.

    Article  Google Scholar 

  • Landsberg, H., 1956: The climate of towns. Man’s Role in Changing the Face of the Earth. W. L. Thomas Jr., Ed., The University of Chicago Press, 584–603.

    Google Scholar 

  • Landsberg, H., 1981: The Urban Climate. Academic Press, 275pp.

    Google Scholar 

  • Li, Q., H. Zhang, X. Liu, and J. Huang, 2004: Urban heat island effect on annual mean temperature during the last 50 years in China. Theor. Appl. Climatol. 79(3–4), 165–174.

    Article  Google Scholar 

  • Li, Q., W. Li, P. Si, X. Gao, W. Dong, P. Jones, J. Huang, and L. Cao, 2010: Assessment of surface air warming in north-east China, with emphasis on the impacts of urbanization. Theor. Appl. Climatol., 99(3–4), 469–478.

    Article  Google Scholar 

  • Lin, X. C., and S. Q. Yu, 2005: Interdecadal changes of temperature in the Beijing region and its heat island effect. Chinese J. Geophysics, 48(1), 39–45.

    Article  Google Scholar 

  • Liu, X. F., C. W. Yu, and G. Y. Ren, 2005: Change in urban heat island magnitude and its effect on surface mean air temperature record in Hebei Province, China. Climate and Environment Research, 10(4), 763–770. (in Chinese)

    Google Scholar 

  • McKitrick, R. R., and P. J. Michaels, 2007: Quantifying the influence of anthropogenic surface processes and inhomogeneities on gridded global climate data. J. Geophys. Res., 112(D24), doi: 10.1029/2007JD008465.

    Google Scholar 

  • Offerle, B., P. Jonsson, I. Eliasson, and C. S. B Grimmond, 2005: Urban modification of the surface energy balance in the West African Sahel: Ouagadougou, Burkina Faso. J. Climate, 18(19), 3983–3995.

    Article  Google Scholar 

  • Oke, T. R., 1987: Boundary Layer Climates. Routledge, 435pp.

    Google Scholar 

  • Pal, M., and P. M. Mather, 2003: An assessment of the effectiveness of decision tree methods for land cover classification. Remote Sens. Environ., 86(4), 554–565.

    Article  Google Scholar 

  • Parker, D., 2004: Large scale warming is not urban. Nature, 432, 290–290.

    Article  Google Scholar 

  • Peterson, T. C., 2003: Assessment of urban versus rural in situ surface temperatures in the contiguous United States: No difference found. J. Climate, 16(18), 2941–2959.

    Article  Google Scholar 

  • Peterson, T. C., K. P. Gallo, J. Lawrimore, T. W. Owen, A. Huang, and D. A. McKittrick, 1999: Global rural temperature trends. Geophys. Res. Lett., 26(3), 329–332.

    Article  Google Scholar 

  • Portman, D. A., 1993: Identifying and correcting urban bias in regional time series-surface temperature in China’s nothern plains. J. Climate, 6(12), 2298–2308.

    Article  Google Scholar 

  • Rao, P. K., 1972: Remote sensing of urban heat islands from an environmental satellite. Bull. Amer. Meteor. Soc. 53(7), 647–648.

    Google Scholar 

  • Ren, G. Y., and Coauthors, 2005: Recent progresses in studies of regional temperature changes in China. Climate Environment Research, 10(4), 701–715. (in Chinese)

    Google Scholar 

  • Ren, G. Y., Z. Y. Chu, Z. H. Chen, and Y. Y. Ren, 2007: Implications of temporal change in urban heat island intensity observed at Beijing and Wuhan stations. Geophys. Res. Lett., 34(5), doi: 10.1029/2006GL027927

    Google Scholar 

  • Ren, G. Y., Y. 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. J. Climate., 21(6), 1333–1348.

    Article  Google Scholar 

  • Ren, Y., and G. Ren, 2011: A remote-sensing method of selecting reference stations for evaluating urbanization effect on surface air temperature trends. J. Climate, 24(13), 3179–3189.

    Article  Google Scholar 

  • Schmid, H. P., 1994: Source areas for scalars and scalar fluxes. Bound.-Layer Meteor., 67, 293–318.

    Article  Google Scholar 

  • Si, P., Q. Li, C. Xuan, and H. Yin, 2009: Contribution of urbanization to change of air temperature in Beijing. Journal of Natural Disasters, 18(4), 138–144. (in Chinese)

    Google Scholar 

  • Wang, F., and Q. S. Ge, 2012: Estimation of urbanization bias in observed surface temperature change in China from 1980 to 2009 using satellite landuse data. Chinese Science Bulletin., 57(14), 1708–1715.

    Article  Google Scholar 

  • Wang, W. C., Z. M. Zeng, and T. R. Karl, 1990: Urban heat islands in China. Geophys. Res. Lett., 17(13), 2377–2380.

    Article  Google Scholar 

  • Weng, Q., 2009: Thermal infrared remote sensing for urban climate and environmental studies: Methods, applications, and trends. Isprs J. Photogrammetry and Remote Sensing, 64(4), 335–344.

    Article  Google Scholar 

  • Wu, C., D. Landgrebe, and P. Swain, 1975: The decision tree approach to classification. Rep. RE-EE 75-17, School Elec. Eng., Purdue Univ., Lafayette, IN, 172pp.

    Google Scholar 

  • Yang, X. C., Y. L. Zhang, L. S. Liu, W. Zhang, M. J. Ding, and Z. F. Wang, 2009: Sensitivity of surface air temperature change to land use/cover types in China. Sci. China (D), 52(8), 1207–1215.

    Article  Google Scholar 

  • Zhang, J. Y., W. J. Dong, L. Y. Wu, J. F. Wei, P. Y. Chen, and D. K. Lee, 2005: Impact of land use changes on surface warming in China. Adv. Atmos. Sci., 22(3), 343–348.

    Article  Google Scholar 

  • Zhang, A. Y., G. Y. Ren, J. X. Zhou, Z. Y. Chu, Y. Y. Ren, and G. L. Tang, 2010: On the urbanization effect on surface air temperature trends over China. Acta Meteologica Sinica, 68(6), 957–966. (in Chinese)

    Google Scholar 

  • Zheng, Z. F., Y. Zheng, and Q. C. Li, 2006: Effect of urbanization on the temperature of Beijing metropolis in recent 30 years. Chinese Journal of Eco-Agriculture, 15(04), 26–29. (in Chinese)

    Google Scholar 

  • Zhou, Y. Q., and G. Y. Ren, 2005: Identifying and correcting urban bias for regional surface air temperature series of North China over period of 1961-2000. Clim. Environ. Res., 10(4), 743–753.

    Google Scholar 

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Correspondence to Gensuo Jia  (贾根锁).

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He, Y., Jia, G., Hu, Y. et al. Detecting urban warming signals in climate records. Adv. Atmos. Sci. 30, 1143–1153 (2013). https://doi.org/10.1007/s00376-012-2135-3

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  • DOI: https://doi.org/10.1007/s00376-012-2135-3

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