Skip to main content
Log in

Harmonic analysis of 130-year hourly air temperature in Hong Kong: detecting urban warming from the perspective of annual and daily cycles

  • Published:
Climate Dynamics Aims and scope Submit manuscript

Abstract

The century-long search for the precise mechanisms responsible for urban heat islands continues, while urban warming worsens in many megacities. Most studies have focused on mean temperature, daily and annual temperature ranges and urban heat island intensity. We hypothesize that an analysis of the changes in the characteristics of the complete daily and annual temperature cycles, including not only the mean temperature and temperature ranges (amplitudes) but also the maximum and minimum temperatures and the phases, can provide more information on urban warming phenomena. Through a detailed analysis of long-term observations in Hong Kong, we found that the difference in the daily cycle between urban and rural stations is very distinct, whereas the annual cycles are much more similar, suggesting that the urban environment has a greater effect on the daily cycle than on the annual cycle. The daily phase has shifted a total of 1.77 h later over the last 130 years (1.36 h per century) in the urban area of Hong Kong according to the Hong Kong Observatory (HKO) data. The annual phase change at HKO reflects the globally observed phenomenon that the annual phase advances or seasons onset earlier.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8

Similar content being viewed by others

References

  • Arnfield AJ (2003) Two decades of urban climate research: a review of turbulence, exchanges of energy and water, and the urban heat island International. J Climatol 23:1–26

    Article  Google Scholar 

  • Balling RC Jr, Michaels PJ, Knappenberger PC (1998) Analysis of winter and summer warming rates in gridded temperature time series. Clim Res 9:175–181

    Article  Google Scholar 

  • Buchan GD (2001) Soil temperature regime. In: Smith KA, Mullins C (eds) Soil and environmental analysis: physical methods, 2nd edn. New York, Marcel Dekker, pp 539–594

    Google Scholar 

  • Cao C, Lee X, Liu S, Schultz N, Xiao W, Zhang M, Zhao L (2016) Urban heat islands in China enhanced by haze pollution. Nat Commun 7:12509. doi:10.1038/ncomms12509

    Article  Google Scholar 

  • Carnahan WH, Larson RC (1990) An analysis of an urban heat sink. Remote Sens Environ 33:65–71

    Article  Google Scholar 

  • Cassou C, Cattiaux J (2016) Disruption of the European climate seasonal clock in a warming world. Nat Clim Change 6:589–594

    Article  Google Scholar 

  • Cayan DR, Dettinger MD, Kammerdiener SA, Caprio JM, Peterson DH (2001) Changes in the onset of spring in the western United States. Bull Am Meteorol Soc 82:399–415

    Article  Google Scholar 

  • Chan H, Kok M, Lee T (2012) Temperature trends in Hong Kong from a seasonal perspective. Clim Res 55:53–63

    Article  Google Scholar 

  • Cornes RC, Jones P, Qian C (2017) Twentieth-century trends in the annual cycle of temperature across the northern hemisphere. J Clim. doi:10.1175/JCLI-D-16-0315.1

    Google Scholar 

  • Duren RM, Miller CE (2012) Measuring the carbon emissions of megacities. Nat Clim Change 2:560–562

    Article  Google Scholar 

  • Easterling DR et al (1997) Maximum and minimum temperature trends. for the globe Science 277:364–367

    Google Scholar 

  • Gallo KP, Easterling DR, Peterson TC (1996) The influence of land use/land cover on climatological values of the diurnal temperature range. J Clim 9:2941–2944

    Article  Google Scholar 

  • Giannaros TM, Melas D, Daglis IA, Keramitsoglou I, Kourtidis K (2013) Numerical study of the urban heat island over Athens (Greece) with the WRF model. Atmos Environ 73:103–111

    Article  Google Scholar 

  • IPCC (2013) Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge. doi:10.1017/CBO9781107415324

    Google Scholar 

  • Jones PD, Groisman PY, Coughlan M, Plummer N, Wang WC, Karl TR (1990) Assessment of urbanization effects in time series of surface air temperature over land. Nature 347:169–172

    Article  Google Scholar 

  • Kuo HL (1968) The thermal interaction between the atmosphere and the earth and propagation of diurnal temperature waves. J Atmos Sci 25:682–717

    Article  Google Scholar 

  • Li L, Chan PW, Wang D, Tan M (2015) Rapid urbanization effect on local climate: intercomparison of climate trends in Shenzhen and Hong Kong, 1968–2013. Clim Res 63:145–155

    Article  Google Scholar 

  • Luterbacher J, Dietrich D, Xoplaki E, Grosjean M, Wanner H (2004) European seasonal and annual temperature variability, trends, and extremes since 1500. Science 303:1499–1503

    Article  Google Scholar 

  • McCarthy MP, Best MJ, Betts RA (2010) Climate change in cities due to global warming and urban effects. Geophys Res Lett 37:L09705. doi:10.1029/2010GL042845

    Article  Google Scholar 

  • McKinnon KA, Stine AR, Huybers P (2013) The spatial structure of the annual cycle in surface temperature: Amplitude, phase, and Lagrangian history. J Clim 26:7852–7862

    Article  Google Scholar 

  • Mitchell JM (1976) An overview of climatic variability and its causal mechanisms. Quatern Res 6:481–493

    Article  Google Scholar 

  • Oke TR (1987) Boundary layer climates, 2nd edn. Routledge, Abingdon

    Google Scholar 

  • Prescott JA, Collins JA (1951) The lag of temperature behind solar radiation. Q J R Meteorol Soc 77:121–126

    Article  Google Scholar 

  • Qian C (2016) Disentangling the urbanization effect, multi-decadal variability, and secular trend in temperature in eastern China during 1909–2010. Atmos Sci Lett 17:177–182

    Article  Google Scholar 

  • Qian C, Zhang X (2015) Human influences on changes in the temperature seasonality in mid-to high-latitude land areas. J Clim 28:5908–5921

    Article  Google Scholar 

  • Qian C, Fu C, Wu Z (2011) Changes in the amplitude of the temperature annual cycle in China and their implication for climate change research. J Clim 24:5292–302

    Article  Google Scholar 

  • Siu LW, Hart MA (2013) Quantifying urban heat island intensity in Hong Kong SAR. China Environ Monit Assess 185:4383–4398

    Article  Google Scholar 

  • Stine AR, Huybers P (2012) Changes in the seasonal cycle of temperature and atmospheric circulation. J Clim 25:7362–7380

    Article  Google Scholar 

  • Stine AR, Huybers P, Fung IY (2009) Changes in the phase of the annual cycle of surface temperature. Nature 457:435–440

    Article  Google Scholar 

  • Thorne P et al (2016a) Reassessing changes in diurnal temperature range: intercomparison and evaluation of existing global data set estimates. J Geophys Res Atmos 121:5138–5158

    Article  Google Scholar 

  • Thorne P et al (2016b) Reassessing changes in diurnal temperature range: a new data set and characterization of data biases. J Geophys Res Atmos 121:5115–5137

    Article  Google Scholar 

  • Vinnikov KY, Robock A, Basist A (2002) Diurnal and seasonal cycles of trends of surface air temperature. J Geophys Res Atmos 107(D22):4641. doi:10.1029/2001JD002007

    Article  Google Scholar 

  • Wang G, Dillon ME (2014) Recent geographic convergence in diurnal and annual temperature cycling flattens global thermal profiles. Nat Clim Change 4:988–992

    Article  Google Scholar 

  • Wang K, Ye H, Chen F, Xiong Y, Wang C (2012) Urbanization effect on the diurnal temperature range: different roles under solar dimming and brightening. J Clim 25:1022–1027

    Article  Google Scholar 

  • Wang K, Li Y, Wang Y, Yang X (2017) On the asymmetry of the urban daily air temperature cycle. J Geophys Res Atmos. doi:10.1002/2017JD026589

    Google Scholar 

  • Wild M (2009) Global dimming and brightening: a review. J Geophys Res Atmos 114:D00D16. doi:10.1029/2008JD011470

    Google Scholar 

  • Wong MC, Mok HY, Lee TC (2011) Observed changes in extreme weather indices in Hong Kong. Int J Climatol 31:2300–2311

    Article  Google Scholar 

  • Wu Z, Huang NE, Long SR, Peng CK (2007) On the trend, detrending, and variability of nonlinear and nonstationary time series. Proc Natl Acad Sci 104:14889–14894

    Article  Google Scholar 

  • Yang X, Li Y, Luo Z, Chan PW (2017) The urban cool island phenomenon in a high-rise high-density city and its mechanisms. Int J Climatol 37:890–904

    Article  Google Scholar 

Download references

Acknowledgements

This work was funded by a RGC CRF project (HKU9/CRF/12G) of the Government of the Hong Kong SAR, China and a grant awarded by the Key Laboratory of Eco Planning and Green Building, Tsinghua University, MOE, China. We thank two anonymous reviewers for their valuable comments and suggestions. We would also like to thank Mr. Shun Chi-ming, Director of Hong Kong Observatory, and Dr. LEE Tsz-cheung for their help.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yuguo Li.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wang, K., Li, Y., Luo, Z. et al. Harmonic analysis of 130-year hourly air temperature in Hong Kong: detecting urban warming from the perspective of annual and daily cycles. Clim Dyn 51, 613–625 (2018). https://doi.org/10.1007/s00382-017-3944-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00382-017-3944-y

Keywords

Navigation