Spatiotemporal Rainfall Dynamics in Kosi Basin Using Wavelet Analysis

Authors

  • A. Towheed Department of Civil Engineering, National Institute of Technology Patna, India
  • R. Thendiyath Department of Civil Engineering, National Institute of Technology Patna, India https://orcid.org/0000-0002-0693-5865
Volume: 11 | Issue: 5 | Pages: 7578-7584 | October 2021 | https://doi.org/10.48084/etasr.4372

Abstract

Spatial and temporal analysis of rainfall data were carried out along with wavelet analysis for seven rain gauge sites of Kosi basin, India during the time period from 1985 to 2017. Wavelet spectrum analysis and wavelet coherence analysis were performed to fully characterize the time-frequency rainfall variability of the rain gauge data in these areas. For all the selected gauge stations during the study period, the peak value of the wavelet power spectrum was identified for the 8-16 month band. The results of wavelet spectrum analysis reveal a good correlation of rainfall data in the rain gauge sites lying in the southwest of the Kosi basin. The spectrum analysis also differentiates the wet and dry periods and it was observed that in the majority of the selected sites, a dry period occurred from the year 2005 onwards. This was again confirmed with breakpoint analysis. The wavelet coherence analysis explicit is a good correlation between the rain gauges in the study area. Overall, the variability of the rainfall parameters was more vivid with the wavelet analysis and this can be extended to other climatological parameters.

Keywords:

wavelet spectrum, wavelet coherence, break point, rainfall analysis

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References

C. P. Khedun, A. K. Mishra, V. P. Singh, and J. R. Giardino, "A copula-based precipitation forecasting model: Investigating the interdecadal modulation of ENSO's impacts on monthly precipitation," Water Resources Research, vol. 50, no. 1, pp. 580-600, 2014. https://doi.org/10.1002/2013WR013763

D. Himayoun and T. Roshni, "Spatio-temporal variation of drought characteristics, water resource availability and the relation of drought with large scale climate indices: A case study of Jhelum basin, India," Quaternary International, vol. 525, pp. 140-150, Aug. 2019. https://doi.org/10.1016/j.quaint.2019.07.018

C. D. Ahrens and R. Henson, Meteorology Today, 11th ed. Toronto, Canada: Cengage Learning, 2015.

C. Sireesha, T. Roshni, and M. K. Jha, "Insight into the precipitation behavior of gridded precipitation data in the Sina basin," Environmental Monitoring and Assessment, vol. 192, no. 11, Oct. 2020, Art. no. 729. https://doi.org/10.1007/s10661-020-08687-3

M. H. Elsanabary, T. Y. Gan, and D. Mwale, "Application of wavelet empirical orthogonal function analysis to investigate the nonstationary character of Ethiopian rainfall and its teleconnection to nonstationary global sea surface temperature variations for 1900-1998," International Journal of Climatology, vol. 34, no. 6, pp. 1798-1813, 2014. https://doi.org/10.1002/joc.3802

M. Suman and R. Maity, "Hybrid Wavelet-ARX approach for modeling association between rainfall and meteorological forcings at river basin scale," Journal of Hydrology, vol. 577, Oct. 2019, Art. no. 123918. https://doi.org/10.1016/j.jhydrol.2019.123918

S. Kumar, T. Roshni, E. Kahya, and M. A. Ghorbani, "Climate change projections of rainfall and its impact on the cropland suitability for rice and wheat crops in the Sone river command, Bihar," Theoretical and Applied Climatology, vol. 142, no. 1, pp. 433-451, Oct. 2020. https://doi.org/10.1007/s00704-020-03319-9

S. Gadgil and S. Gadgil, "The Indian Monsoon, GDP and Agriculture," Economic and Political Weekly, vol. 41, no. 47, pp. 4887-4895, 2006.

S. R. Samo, N. Bhatti, A. Saand, M. A. Keerio, and D. K. Bangwar, "Temporal Analysis of Temperature and Precipitation Trends in Shaheed Benazir Abad Sindh, Pakistan," Engineering, Technology & Applied Science Research, vol. 7, no. 6, pp. 2171-2176, Dec. 2017. https://doi.org/10.48084/etasr.1388

A. J. McMichael et al., Eds., Climate change and human health: risks and responses. Geneva, Switzerland: World Health Organization, 2003.

K. Ahmed, S. Shahid, and S. B. Harun, "Spatial interpolation of climatic variables in a predominantly arid region with complex topography," Environment Systems and Decisions, vol. 34, no. 4, pp. 555-563, Dec. 2014. https://doi.org/10.1007/s10669-014-9519-0

W. Wang, S. Wang, X. Ma, and J. Gong, "Recent advances in catalytic hydrogenation of carbon dioxide," Chemical Society Reviews, vol. 40, no. 7, pp. 3703-3727, Jun. 2011. https://doi.org/10.1039/c1cs15008a

A. H. Syafrina, A. Norzaida, and O. N. Shazwani, "Stochastic Modeling of Rainfall Series in Kelantan Using an Advanced Weather Generator," Engineering, Technology & Applied Science Research, vol. 8, no. 1, pp. 2537-2541, Feb. 2018. https://doi.org/10.48084/etasr.1709

K. L. Ebi, R. S. Kovats, and B. Menne, "An Approach for Assessing Human Health Vulnerability and Public Health Interventions to Adapt to Climate Change," Environmental Health Perspectives, vol. 114, no. 12, pp. 1930-1934, Dec. 2006. https://doi.org/10.1289/ehp.8430

P. Högy, C. Poll, S. Marhan, E. Kandeler, and A. Fangmeier, "Impacts of temperature increase and change in precipitation pattern on crop yield and yield quality of barley," Food Chemistry, vol. 136, no. 3, pp. 1470-1477, Feb. 2013. https://doi.org/10.1016/j.foodchem.2012.09.056

P. K. Srivastava et al., "Long-Term Trend Analysis of Precipitation and Extreme Events over Kosi River Basin in India," Water, vol. 13, no. 12, Jan. 2021, Art. no. 1695. https://doi.org/10.3390/w13121695

T. Roshni, M. K. Jha, R. C. Deo, and A. Vandana, "Development and Evaluation of Hybrid Artificial Neural Network Architectures for Modeling Spatio-Temporal Groundwater Fluctuations in a Complex Aquifer System," Water Resources Management, vol. 33, no. 7, pp. 2381-2397, May 2019. https://doi.org/10.1007/s11269-019-02253-4

B. S. N. Reddy, S. K. Pramada, and T. Roshni, "Monthly surface runoff prediction using artificial intelligence: A study from a tropical climate river basin," Journal of Earth System Science, vol. 130, no. 1, Feb. 2021, Art. no. 35 (2021). https://doi.org/10.1007/s12040-020-01508-8

S. J. Burian, S. J. Nix, R. E. Pitt, and S. R. Durrans, "Urban Wastewater Management in the United States: Past, Present, and Future," Journal of Urban Technology, vol. 7, no. 3, pp. 33-62, Dec. 2000. https://doi.org/10.1080/713684134

K. Roushangar, F. Alizadeh, and J. Adamowski, "Exploring the effects of climatic variables on monthly precipitation variation using a continuous wavelet-based multiscale entropy approach," Environmental Research, vol. 165, pp. 176-192, Aug. 2018. https://doi.org/10.1016/j.envres.2018.04.017

V. Nourani and N. Farboudfam, "Rainfall time series disaggregation in mountainous regions using hybrid wavelet-artificial intelligence methods," Environmental Research, vol. 168, pp. 306-318, Jan. 2019. https://doi.org/10.1016/j.envres.2018.10.012

S. Sithara, S. K. Pramada, and S. G. Thampi, "Sea level prediction using climatic variables: a comparative study of SVM and hybrid wavelet SVM approaches," Acta Geophysica, vol. 68, no. 6, pp. 1779-1790, Dec. 2020. https://doi.org/10.1007/s11600-020-00484-3

C. A. G. Santos, I. C. Guerra-Gomes, B. M. Gois, R. F. Peixoto, T. S. L. Keesen, and R. M. da Silva, "Correlation of dengue incidence and rainfall occurrence using wavelet transform for João Pessoa city," Science of The Total Environment, vol. 647, pp. 794-805, Jan. 2019. https://doi.org/10.1016/j.scitotenv.2018.08.019

I. Daubechies, "The wavelet transform, time-frequency localization and signal analysis," IEEE Transactions on Information Theory, vol. 36, no. 5, pp. 961-1005, Sep. 1990. https://doi.org/10.1109/18.57199

C. Torrence and G. P. Compo, "A Practical Guide to Wavelet Analysis.," Bulletin of the American Meteorological Society, vol. 79, pp. 61-78, Jan. 1998. https://doi.org/10.1175/1520-0477(1998)079<0061:APGTWA>2.0.CO;2

J. O. Adepitan and E. O. Falayi, "Variability changes of some climatology parameters of Nigeria using wavelet analysis," Scientific African, vol. 2, Mar. 2019, Art. no. e00017. https://doi.org/10.1016/j.sciaf.2018.e00017

C. Chang and G. H. Glover, "Time-frequency dynamics of resting-state brain connectivity measured with fMRI," NeuroImage, vol. 50, no. 1, pp. 81-98, Mar. 2010. https://doi.org/10.1016/j.neuroimage.2009.12.011

A. Grinsted, J. C. Moore, and S. Jevrejeva, "Application of the cross wavelet transform and wavelet coherence to geophysical time series," Nonlinear Processes in Geophysics, vol. 11, no. 5/6, pp. 561-566, Nov. 2004. https://doi.org/10.5194/npg-11-561-2004

K. Mishra and R. Sinha, "Flood risk assessment in the Kosi megafan using multi-criteria decision analysis: A hydro-geomorphic approach," Geomorphology, vol. 350, Feb. 2020, Art. no. 106861. https://doi.org/10.1016/j.geomorph.2019.106861

A. Towheed and T. Roshni, "Linking climate change to soil loss estimation in the Kosi river basin, India," Journal of Water and Climate Change, Mar. 2021, Art. no. jwc2021259. https://doi.org/10.2166/wcc.2021.259

M. Rathinasamy, A. Agarwal, B. Sivakumar, N. Marwan, and J. Kurths, "Wavelet analysis of precipitation extremes over India and teleconnections to climate indices," Stochastic Environmental Research and Risk Assessment, vol. 33, no. 11, pp. 2053-2069, Dec. 2019. https://doi.org/10.1007/s00477-019-01738-3

A. Agarwal, "Unraveling spatio-temporal climatic patterns via multi-scale complex networks," Ph.D. dissertation, University of Potsdam, Potsdam, Germany, 2019.

N. Saada, M. R. Abdullah, A. Hamaideh, and A. Abu-Romman, "Application of Stochastic Analysis, Modeling and Simulation (SAMS) to Selected Hydrologic Data in the Middle East," Engineering, Technology & Applied Science Research, vol. 9, no. 3, pp. 4261-4264, Jun. 2019. https://doi.org/10.48084/etasr.2750

J. C. N. dos Santos, E. M. de Andrade, M. J. S. Guerreiro, P. H. A. Medeiros, H. A. de Queiroz Palácio, and J. R. de Araújo Neto, "Effect of dry spells and soil cracking on runoff generation in a semiarid micro watershed under land use change," Journal of Hydrology, vol. 541, pp. 1057-1066, Oct. 2016. https://doi.org/10.1016/j.jhydrol.2016.08.016

V. A. H. F. D. Santos et al., "Causes of reduced leaf-level photosynthesis during strong El Niño drought in a Central Amazon forest," Global Change Biology, vol. 24, no. 9, pp. 4266-4279, Sep. 2018. https://doi.org/10.1111/gcb.14293

V. Nourani and S. Mousavi, "Spatiotemporal groundwater level modeling using hybrid artificial intelligence-meshless method," Journal of Hydrology, vol. 536, pp. 10-25, May 2016. https://doi.org/10.1016/j.jhydrol.2016.02.030

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How to Cite

[1]
A. Towheed and R. Thendiyath, “Spatiotemporal Rainfall Dynamics in Kosi Basin Using Wavelet Analysis”, Eng. Technol. Appl. Sci. Res., vol. 11, no. 5, pp. 7578–7584, Oct. 2021.

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