Skip to main content

Change Point Analysis of Air Temperature in India

  • Conference paper
  • First Online:
Climate Change Impacts

Abstract

Change point analysis was performed on air temperature at different pressure levels in the Indian subcontinent to identify the time at which a major change in trend, if any, has occurred. Pettit test, a nonparametric test to identify change points in a time series was used for this purpose. It tests, the null hypothesis that the variable follows one or more distributions that have the same location parameter against the alternate hypothesis that a change point exists. The significance of the change point is determined and if it is greater than the considered level of 90% confidence, then, the change point is considered to be significant. The test was performed on the surface temperature data of the Indian subcontinent for the period 1949–2014, obtained from the NCEP/NCAR reanalysis data set at a resolution of 2.5°. The results of the test for the dry period indicate that the southern, northern and northeastern parts of India exhibited a significant change point in the nineteen seventies. During the wet season and the southwest monsoon season, a significant change was observed in the southern, central and eastern parts of India in the last decade. Analysis of the annual mean temperature revealed that a significant change point occurred in South India in the last decade.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 169.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Bisai D, Chatterjee S, Khan A, Barman NK (2014) Long term temperature trend and change point: a statistical approach. Open J Atmos Clim Chang 1:32–42

    Article  Google Scholar 

  • Dell’Aquila A, Lucarini V, Ruti PM, Calmanti S (2005) Hayashi spectra of the northern hemisphere mid-latitude atmospheric variability in the NCEP–NCAR and ECMWF reanalyses. Clim Dyn 25:639–652

    Article  Google Scholar 

  • Houghton J, Ding Y, Griggs DJ, Noguer M, Van der Linden PJ, Dai X, Maskell K, Johnson CA (2001) IPCC 2001: climate change 2001. The climate change contribution of working group I to the third assessment report of the intergovemmental panel on climate change, p 159

    Google Scholar 

  • Kalnay E, Kanamitsu M, Kistler R, Collins W, Deaven D, Gandin L, Iredell M, Saha S, White G, Woollen J (1996) The NCEP/NCAR 40-year reanalysis project. Bull Am Meteor Soc 77:437–471

    Article  Google Scholar 

  • Lal M, Cubasch U, Voss R, Waszkewitz J (1995) Effect of transient increase in greenhouse gases. Curr Sci 69

    Google Scholar 

  • Pachauri RK, Reisinger A (2007) IPCC fourth assessment report. IPCC, Geneva

    Google Scholar 

  • Pettit AN (1979) A non-parametric approach to the change-point detection. Appl Stat 28:126–135

    Article  Google Scholar 

  • Rudeva I, Gulev SK (2011) Composite analysis of North Atlantic extratropical cyclones in NCEP-NCAR reanalysis data. MWRv 139:1419–1446

    Article  Google Scholar 

  • Rupa Kumar R, Kumar KK, Pant GB (1994) Diurnal asymmetry of surface temperature trends over India. Geophys Res Lett 21:677–680

    Article  Google Scholar 

  • Simmonds I, Keay K (2000) Mean Southern Hemisphere extratropical cyclone behavior in the 40-year NCEP-NCAR reanalysis. J Clim 13:873–885

    Article  Google Scholar 

  • Singh P, Kumar V, Thomas T, Arora M (2008) Basin-wide assessment of temperature trends in northwest and central India. Hydrol Sci J 53:421–433

    Article  Google Scholar 

  • Srivastava HN, Dewan BN, Dikshit SK, Prakash Rao GS, Singh SS, Rao KR (1992) Decadal trends in climate over India. Mausam 43:7–20

    Google Scholar 

  • Tabari H, HosseinzadehTalaee P (2011) Shift changes and monotonic trends in autocorrelated temperature series over Iran. Theor Appl Climatol 109(1–2):95–108

    Google Scholar 

  • Zhang Q, Xu CY, Becker S, Zhang ZX, Chen YD, Coulibaly M (2009) Trends and abrupt changes of precipitation maxima in the Pearl River basin, China. AtScL 10:132–144

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to N. R. Chithra .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer Nature Singapore Pte Ltd.

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Chithra, N.R., Thampi, S.G., Shahul, D., Muralidhar, S., Unnikrishnan, U., Akhil Rajendran, K. (2018). Change Point Analysis of Air Temperature in India. In: Singh, V., Yadav, S., Yadava, R. (eds) Climate Change Impacts. Water Science and Technology Library, vol 82. Springer, Singapore. https://doi.org/10.1007/978-981-10-5714-4_12

Download citation

Publish with us

Policies and ethics