Abstract

This work reports climate change signals and long-term trend analysis of climate variables, meteorological drought, and extreme climate indexes over the tropical state of Kerala in India. The trend analysis reveals statistically significant decrease of annual and southwest monsoon rainfall (as much as 63 mm and 55 mm per decade, respectively). A decrease in number of annual rainy days (up to 2.8  days/decade) is also reported. Temperature trend analysis indicates an increasing trend with as high as 1.3°C/decade. The spatio-temporal variation of extreme climate indexes across Kerala shows a decreasing trend of extreme precipitation indexes and an increasing trend of extreme temperature indexes. R95 and R95p decreased in northern and southern Kerala whereas R5 index increased in central and southern regions. Warm days have significantly increased whereas cold days exhibit a decreasing trend across the state. The increase in warmer nights is statistically significant whereas colder nights are decreasing in central and southern regions. Meteorological drought using Standardized Precipitation Index (SPI) reveals increasing occurrence of droughts in Kerala with higher frequencies over southern and central Kerala.

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Data Availability Statement

Some or all data, models, or code used during the study were provided by a third party. Direct requests for these data may be made to the India Meteorological Department (IMD), Pune.

References

Alexander, L. V. 2016. “Global observed long-term changes in temperature and precipitation extremes: A review of progress and limitations in IPCC assessments and beyond.” Weather Clim. Extremes 11 (Mar): 4–16. https://doi.org/10.1016/j.wace.2015.10.007.
Babar, S., and H. Ramesh. 2014. “Analysis of extreme rainfall events over the Nethravathi basin.” ISH J. Hydraul. Eng. 20 (2): 212–221. https://doi.org/10.1080/09715010.2013.872353.
Bhutiyani, M. R., V. S. Kale, and N. J. Pawar. 2007. “Long-term trends in maximum, minimum and mean annual air temperatures across the Northwestern Himalaya during the twentieth century.” Clim. Change 85 (1–2): 159–177. https://doi.org/10.1007/s10584-006-9196-1.
Bisht, D. S., V. Sridhar, A. Mishra, C. Chatterjee, and N. S. Raghuwanshi. 2018. “Drought characterization over India under projected climate scenario.” Int. J. Clim. 39 (4): 1889–1911. https://doi.org/10.1002/joc.5922.
Bordi, I., S. Frigio, P. Parenti, A. Speranza, and A. Sutera. 2001. “The analysis of the Standardized Precipitation Index in the Mediterranean area: Large-scale patterns.” Ann. Geophys. 44 (5–6): 965–978. https://doi.org/10.4401/ag-3550.
Burn, D. H. 1994. “Hydrologic effects of climatic change in west-central Canada.” J. Hydrol. 160 (1–4): 53–70. https://doi.org/10.1016/0022-1694(94)90033-7.
Burn, D. H., and M. A. H. Elnur. 2002. “Detection of hydrologic trends and variability.” J. Hydrol. 255 (1–4): 107–122. https://doi.org/10.1016/S0022-1694(01)00514-5.
Burn, D. H., J. M. Kunderlik, and A. Pietroniro. 2004. “Hydrological trends and variability in the Liard River basin/tendances hydrologiques et variabilité dans le basin de la rivière Liard.” Hydrol. Sci. J. 49 (1): 53–67. https://doi.org/10.1623/hysj.49.1.53.53994.
Cancelliere, A., G. Di Mauro, B. Bonaccorso, and G. Rossi. 2007. “Drought forecasting using the standardized precipitation index.” Water Resour. Manage. 21 (5): 801–819. https://doi.org/10.1007/s11269-006-9062-y.
Chanda, K., and R. Maity. 2015. “Meteorological drought quantification with standardized precipitation anomaly index for the regions with strongly seasonal and periodic precipitation.” J. Hydrol. Eng. 20 (12): 06015007. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001236.
Chu, J., J. Xia, C. Xu, L. Li, and Z. Wang. 2010. “Spatial and temporal variability of daily precipitation in Haihe River basin, 1958–2007.” J. Geog. Sci. 20 (2): 248–260. https://doi.org/10.1007/s11442-010-0248-0.
Dalezios, N. R., Z. G. Papazafiriou, D. M. Papamichail, and T. S. Karacostas. 1991. “Drought assessment for the potential of precipitation enhancement in northern Greece.” Theor. Appl. Climatol. 44 (2): 75–88. https://doi.org/10.1007/BF00867995.
Dash, S. K., R. K. Jenamani, S. R. Kalsi, and S. K. Panda. 2007. “Some evidence of climate change in twentieth-century India.” Clim. Change 85 (3): 299–321. https://doi.org/10.1007/s10584-007-9305-9.
Dash, S. K., M. A. Kulkarni, U. C. Mohanty, and K. Prasad. 2009. “Changes in the characteristics of rain events in India.” J. Geophys. Res. 114 (10): 10109. https://doi.org/10.1029/2008JD010572.
Dash, S. K., A. A. Nair, M. A. Kulkarni, and U. C. Mohanty. 2011. “Characteristic changes in the long and short spells of different rain intensities in India.” Theor. Appl. Climatol. 105 (3): 563–570. https://doi.org/10.1007/s00704-011-0416-x.
Edwards, D. C., and T. B. McKee. 1997. Characteristics of 20th century drought in the United States at multiple time scales. Fort Collins, CO: Colorado State Univ.
ETCCDI (Expert Team on Climate Change Detection and Indices). 2021. “ETCCDI climate change indices.” Accessed January 9, 2021. http://etccdi.pacificclimate.org/index.shtml.
FAO (Food and Agricultural Organisation). 2017. The impact of of natural hazards and disasters on agriculture, food security and nutrition. Rome: FAO.
Goswami, B. N., V. Venugopal, D. Sengupta, M. S. Madhusoodanan, and P. K. Xavier. 2006. “Increasing trend of extreme rain events over India in a warming environment.” Science 314 (5804): 1442–1445. https://doi.org/10.1126/science.1132027.
Guhathakurta, P., and M. Rajeevan. 2008. “Trends in the rainfall pattern over India.” Int. J. Climatol. 28 (11): 1453–1469. https://doi.org/10.1002/joc.1640.
Haylock, M., and N. Nicholls. 2000. “Trends in extreme rainfall indices for an updated high quality data set for Australia, 1910–1998.” Int. J. Climatol. 20 (13): 1533–1541. https://doi.org/10.1002/1097-0088(20001115)20:13%3C1533::AID-JOC586%3E3.0.CO;2-J.
Hingane, L. S., K. Rupa Kumar, and B. V. Ramana Murty. 1985. “Long-term trends of surface air temperature in India.” J. Climatol. 5 (5): 521–528. https://doi.org/10.1002/joc.3370050505.
IPCC (Intergovernmental Panel on Climate Change). 2012. Managing the risks of extreme events and disasters to advance climate change adaptation. Edited by C. B. Field, et al., 582. Cambridge, UK: Cambridge University Press.
Jagadeesh, P., and C. Anupama. 2014. “Statistical and trend analyses of rainfall: A case study of Bharathapuzha River basin, Kerala, India.” ISH J. Hydraul. Eng. 20 (2): 119–132. https://doi.org/10.1080/09715010.2013.843280.
Jha, M. K., L. K. Singh, G. K. Nayak, and V. M. Chowdary. 2020. “Optimization modeling for conjunctive use planning in Upper Damodar River basin, India.” J. Cleaner Prod. 273 (10): 123098. https://doi.org/10.1016/j.jclepro.2020.123098.
Karl, T. R., N. Nicholls, and A. Ghazi. 1999. “CLIVAR/GCOS/WMO workshop on indices and indicators for climate extremes: Workshop summary.” Clim. Change 42: 3–7. https://doi.org/10.1023/A:1005491526870.
Knapp, A. K., D. L. Hoover, K. R. Wilcox, M. L. Avolio, S. E. Koerner, K. J. La Pierre, M. E. Loik, Y. Luo, O. E. Sala, and M. D. Smith. 2015. “Characterizing differences in precipitation regimes of extreme wet and dry years: Implications for climate change experiments.” Global Change Biol. 21 (7): 2624–2633. https://doi.org/10.1111/gcb.12888.
Kripalani, R. H., A. Kulkarni, S. S. Sabade, and M. L. Khandekar. 2003. “Indian monsoon variability in a global warming scenario.” Nat. Hazards 29 (2): 189–206. https://doi.org/10.1023/A:1023695326825.
Krishnakumar, K. N., G. P. Rao, and C. S. Gopakumar. 2009. “Rainfall trends in twentieth century over Kerala, India.” Atmos. Environ. 43 (11): 1940–1944. https://doi.org/10.1016/j.atmosenv.2008.12.053.
Krishnamurthy, V., and B. P. Kirtman. 2009. “Relation between Indian monsoon variability and SST.” J. Clim. 22 (17): 4437–4458. https://doi.org/10.1175/2009JCLI2520.1.
Kumar, S., K. Chanda, and S. Pasupuleti. 2020. “Spatiotemporal analysis of extreme indices derived from daily precipitation and temperature for climate change detection over India.” Theor. Appl. Climatol. 140: 343–357. https://doi.org/10.1007/s00704-020-03088-5.
Kumar, V., S. K. Jain, and Y. Singh. 2010. “Analysis of long-term rainfall trends in India.” Hydrol. Sci. J. 55 (4): 484–496. https://doi.org/10.1080/02626667.2010.481373.
Malik, N., B. Bookhagen, and P. J. Mucha. 2016. “Spatiotemporal patterns and trends of Indian monsoonal rainfall extremes.” Geophys. Res. Lett. 43 (4): 1710–1717. https://doi.org/10.1002/2016GL067841.
McKee, T. B., N. J. Doesken, and J. Kleist. 1993. “The relationship of drought frequency and duration to time scales.” In Proc., 8th Conf. Applied Climatology, 179–183. Boston: American Meteorological Society.
Mishra, A. K., and V. P. Singh. 2010. “A review of drought concepts.” J. Hydrol. 391 (1–2): 202–216. https://doi.org/10.1016/j.jhydrol.2010.07.012.
Mondal, A., S. Kundu, and A. Mukhopadhyay. 2012. “Rainfall trend analysis by Mann-Kendall test: A case study of north-eastern part of Cuttack district, Orissa.” J. Geol. Earth Environ. Sci. 2 (1): 70–78.
Mudbhatkal, A., and A. Mahesha. 2018. “Bias correction methods for hydrologic impact studies over India’s Western Ghat basins.” J. Hydrol. Eng. 23 (2): 05017030. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001598.
Mukherjee, S., S. Aadhar, D. Stone, and V. Mishra. 2018. “Increase in extreme precipitation events under anthropogenic warming in India.” Weather Clim. Extremes 20 (Jun): 45–53. https://doi.org/10.1016/j.wace.2018.03.005.
Mundetia, N., and D. Sharma. 2015. “Analysis of rainfall and drought in Rajasthan State, India.” Global Nest J. 17 (1): 12–21.
NDRF (National Disaster Response Force). 2019. “Landslide in Kerala—2019.” Accessed January 9, 2021. http://ndrf.gov.in/operations/landslide-kerala-2019.
Pai, D. S., L. Sridhar, M. Rajeevan, O. P. Sreejith, N. S. Satbhai, and B. Mukhopadyay. 2014. “Development of a new high spatial resolution (0.25° × 0.25°) long period (1901–2010) daily gridded rainfall data set over India and its comparison with existing data sets over the region.” Mausam 65 (1): 1–18.
Pal, I., and A. Al-Tabbaa. 2009. “Trends in seasonal precipitation extremes–An indicator of ‘climate change’ in Kerala, India.” J. Hydrol. 367 (1–2): 62–69. https://doi.org/10.1016/j.jhydrol.2008.12.025.
Palchaudhuri, M., and S. Biswas. 2013. “Analysis of meteorological drought using standardized precipitation index: A case study of Puruliya District, West Bengal, India.” Int. J. Environ. Earth Sci. Eng. 7 (3): 6–13.
Palmer, W. C. 1965. Meteorological drought. Washington, DC: US Dept. of Commerce, Weather Bureau.
Palmer, W. C. 1968. “Keeping track of crop moisture conditions, nationwide: The new crop moisture index.” Weatherwise 21 (4): 156–161. https://doi.org/10.1080/00431672.1968.9932814.
Parthasarathy, B., and O. N. Dhar. 1974. “Secular variations of regional rainfall over India.” Q. J. R. Meteorolog. Soc. 100 (424): 245–257. https://doi.org/10.1002/qj.49710042411.
Patra, J. P., A. Mishra, R. Singh, and N. S. Raghuwanshi. 2012. “Detecting rainfall trends in twentieth century (1871–2006) over Orissa State, India.” Clim. Change 111 (3–4): 801–817. https://doi.org/10.1007/s10584-011-0215-5.
Paul, S., S. Ghosh, K. Rajendran, and R. Murtugudde. 2018. “Moisture supply from the western ghats forests to water deficit east coast of India.” Geophys. Res. Lett. 45 (9): 4337–4344. https://doi.org/10.1029/2018GL078198.
Penalba, O. C., and F. A. Robledo. 2010. “Spatial and temporal variability of the frequency of extreme daily rainfall regime in the La Plata Basin during the 20th century.” Clim. Change 98 (3–4): 531–550. https://doi.org/10.1007/s10584-009-9744-6.
Rajeevan, M., J. Bhate, and A. K. Jaswal. 2008. “Analysis of variability and trends of extreme rainfall events over India using 104 years of gridded daily rainfall data.” Geophys. Res. Lett. 35 (18): L18707. https://doi.org/10.1029/2008GL035143.
Rajulapati, C. R., H. Gupta, and P. P. Mujumdar. 2020. “Diurnal variability of hydrological variables in urban areas.” Urban Clim. 33 (Sep): 100669. https://doi.org/10.1016/j.uclim.2020.100669.
Rana, A., C. B. Uvo, L. Bengtsson, and P. P. Sarthi. 2012. “Trend analysis for rainfall in Delhi and Mumbai, India.” Clim. Dyn. 38 (1–2): 45–56. https://doi.org/10.1007/s00382-011-1083-4.
Rao, P. G. 1993. “Climatic changes and trends over a major river basin in India.” Clim. Res. 2: 215–223. https://doi.org/10.3354/cr002215.
Reddy, M., and P. Ganguli. 2012. “Risk assessment of hydroclimatic variability on groundwater levels in the manjara basin aquifer in India using archimedean copulas.” J. Hydrol. Eng. 17 (12): 1345–1357. https://doi.org/10.1061/(ASCE)HE.1943-5584.0000564.
Roy, S., and R. C. Balling. 2004. “Trends in extreme daily precipitation indices in India.” Int. J. Clim. 24 (4): 457–466. https://doi.org/10.1002/joc.995.
Rupa Kumar, K., K. Krishna Kumar, R. G. Ashrit, S. K. Patwardhan, and G. B. Pant. 2002. Climate change and India: Issues, concerns and opportunities. New Delhi, India: Tata McGraw-Hill Publishing.
Shafer, B. A., and L. E. Dezman. 1982. “Development of surface water supply index (SWSI) to assess the severity of drought condition in snowpack runoff areas.” In Proc., Western Snow Conf. Denver: USDA, Soil Conservation Service.
Sharma, S., and P. P. Mujumdar. 2017. “Increasing frequency and spatial extent of concurrent meteorological droughts and heatwaves in India.” Sci. Rep. 7: 15582. https://doi.org/10.1038/s41598-017-15896-3.
Smith, D. 2011. Reliability maintainability and risk practical methods for engineers. 8th ed. Kidlington, UK: Butterworth-Heinemann.
Tawde, S. A., and C. Singh. 2015. “Investigation of orographic features influencing spatial distribution of rainfall over the western ghats of India using satellite data.” Int. J. Clim. 35 (9): 2280–2293. https://doi.org/10.1002/joc.4146.
Taylor, C. H., and J. C. Loftis. 1989. “Testing for trend in lake and ground water quality time series.” J. Am. Water Resour. Assoc. 25 (4): 715–726. https://doi.org/10.1111/j.1752-1688.1989.tb05385.x.
Thomas, T., P. C. Nayak, and N. C. Ghosh. 2015. “Spatiotemporal analysis of drought characteristics in the Bundelkhand region of central India using the Standardized Precipitation Index.” J. Hydrol. Eng. 20 (11): 05015004. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001189.
Tsakiris, G., and H. Vangelis. 2004. “Towards a drought watch system based on spatial SPI.” Water Resour. Manage. 18 (1): 1–12. https://doi.org/10.1023/B:WARM.0000015410.47014.a4.
Uttarwar, S. B., S. D. Barma, and A. Mahesha. 2020. “Bivariate modeling of hydroclimatic variables in humid tropical coastal region using archimedean copulas.” J. Hydrol. Eng. 25 (9): 05020026. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001981.
Varikoden, H., K. K. Kumar, and C. A. Babu. 2013. “Long term trends of seasonal and monthly rainfall in different intensity ranges over Indian subcontinent.” Mausam 64 (3): 481–488.
Vinnarasi, R., and C. T. Dhanya. 2016. “Changing characteristics of extreme wet and dry spells of Indian monsoon rainfall.” J. Geophy. Res. Atmos. 121 (5): 2146–2160. https://doi.org/10.1002/2015JD024310.
Vittal, H., S. Karmakar, and S. Ghosh. 2013. “Diametric changes in trends and patterns of extreme rainfall over India from pre-1950 to post-1950.” Geophys. Res. Lett. 40 (12): 3253–3258. https://doi.org/10.1002/grl.50631.
Wadhawan, S. K., B. Singh, and M. V. Ramesh. 2020. ““Causative factors of landslides 2019: Case study in Malappuram and Wayanad districts of Kerala, India.” Landslides.” Landslides 17 (11): 2689–2697. https://doi.org/10.1007/s10346-020-01520-5.
Wilhite, D. A., and M. H. Glantz. 1985. “Understanding—The drought phenomenon: The role of definitions.” Water Int. 10 (3): 111–120. https://doi.org/10.1080/02508068508686328.
WMO (World Meteorological Organization). 2012. Standardized precipitation index user guide. Geneva: WMO.
Zhang, Q., D. G. Streets, K. He, Y. Wang, A. Richter, J. P. Burrows, I. Uno, C. J. Jang, D. Chen, and Z. Yao. 2007. “NOx emission trends for China, 1995–2004: The view from the ground and the view from space.” J. Geophys. Res. Atmos. 112 (22): 1–18. https://doi.org/10.1029/2007JD008684.
Zhang, X., E. Aguilar, S. Sensoy, H. Melkonyan, U. Tagiyeva, N. Ahmed, N. Kutaladze, F. Rahimzadeh, A. Taghipour, and T. H. Hantosh. 2005a. “Trends in middle east climate extreme indices from 1950 to 2003.” J. Geophys. Res. Atmos. 110 (22): 1–12. https://doi.org/10.1029/2005JD006181.
Zhang, X., G. Hegerl, F. W. Zwiers, and J. Kenyon. 2005b. “Avoiding inhomogeneity in percentile-based indices of temperature extremes.” J. Clim. 18 (11): 1641–1651. https://doi.org/10.1175/JCLI3366.1.

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Go to Journal of Hydrologic Engineering
Journal of Hydrologic Engineering
Volume 26Issue 4April 2021

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Received: Jun 29, 2020
Accepted: Nov 30, 2020
Published online: Jan 29, 2021
Published in print: Apr 1, 2021
Discussion open until: Jun 29, 2021

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Anjali Vijay [email protected]
Research Scholar, Dept. of Water Resources and Ocean Engineering, National Institute of Technology Karnataka, Surathkal, Mangaluru 575 025, India. Email: [email protected]
Sruthi D. Sivan [email protected]
Assistant Professor, Dept. of Civil Engineering, Baselios Mathews II College of Engineering, Sasthamcotta, Kollam 690 520, India. Email: [email protected]
Postdoctoral Research Assistant, School of Geography and Lincoln Centre for Water and Planetary Health, Univ. of Lincoln, Brayford Pool, Lincoln, Lincolnshire LN6 7TS, UK (corresponding author). ORCID: https://orcid.org/0000-0002-2207-3513. Email: [email protected]
Professor, Dept. of Water Resources and Ocean Engineering, National Institute of Technology Karnataka, Surathkal, Mangaluru 575 025, India. ORCID: https://orcid.org/0000-0002-5903-7276. Email: [email protected]

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