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Application of Principal Component Analysis in Grouping Geomorphic Parameters for Hydrologic Modeling

Author

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  • P. Singh
  • Virendra Kumar
  • R. Purohit
  • Mahesh Kothari
  • P. Dashora

Abstract

Principal component analysis has been applied to thirteen dimensionless geomorphic parameters for sixteen watersheds of the Chambal catchment of Rajasthan, India, in order to group the parameters under different components based on significant correlations. Results of the principal component analysis clearly revealed that first two principal components are strongly correlated with some of the geomorphic parameters. However, the third principal component is not found to be strongly correlated with any of the parameters but is moderately correlated with stream length ratio and bifurcation ratio. Furthermore, on the basis of the results, it is evident that some parameters are highly correlated with components but the parameters of hypsometric integral and drainage factor could not be grouped with any of the component because of its poor correlation with them. The principal component loadings matrix obtained using correlation matrix of ten parameters reveals that first three components together account for 87.01% of the total explained variance. Therefore, principal component lading matrix is applied in order to get better correlations and clearly grouped the parameters in physically significant components. Copyright Springer Science+Business Media B.V. 2009

Suggested Citation

  • P. Singh & Virendra Kumar & R. Purohit & Mahesh Kothari & P. Dashora, 2009. "Application of Principal Component Analysis in Grouping Geomorphic Parameters for Hydrologic Modeling," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 23(2), pages 325-339, January.
    • Handle: RePEc:spr:waterr:v:23:y:2009:i:2:p:325-339
    DOI: 10.1007/s11269-008-9277-1
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    Cited by:

    1. Chengcheng Huang & Guoqiang Wang & Xiaogu Zheng & Jingshan Yu & Xinyi Xu, 2015. "Simple Linear Modeling Approach for Linking Hydrological Model Parameters to the Physical Features of a River Basin," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 29(9), pages 3265-3289, July.
    2. Xin Wan & Guang Wang & Peng Yi & Wei Bao, 2010. "Similarity-Based Optimal Operation of Water and Sediment in a Sediment-Laden Reservoir," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 24(15), pages 4381-4402, December.
    3. Jieyu Li & Ping-an Zhong & Feilin Zhu & Juan Chen & Minzhi Yang & Jisi Fu & Weifeng Liu, 2020. "Reduction of the Criteria System for Identifying Effective Reservoirs in the Joint Operation of a Flood Control System," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 34(1), pages 71-85, January.
    4. Yovana Todorova & Stilyana Lincheva & Ivaylo Yotinov & Yana Topalova, 2016. "Contamination and Ecological Risk Assessment of Long-Term Polluted Sediments with Heavy Metals in Small Hydropower Cascade," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 30(12), pages 4171-4184, September.
    5. Mohammad Reza Vesali Naseh & Roohollah Noori & Ronny Berndtsson & Jan Adamowski & Elaheh Sadatipour, 2018. "Groundwater Pollution Sources Apportionment in the Ghaen Plain, Iran," IJERPH, MDPI, vol. 15(1), pages 1-18, January.
    6. Subha Roy & Souvik Das & Somasis Sengupta, 2023. "Predicting terrain erosion susceptibility from drainage basin morphometry using ALOS-PALSAR DEM: analysis from PCA-weighted AHP approach in a river system of Eastern India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(9), pages 9589-9617, September.
    7. Jeremy Dominic & Ahmad Aris & Wan Sulaiman, 2015. "Factors Controlling the Suspended Sediment Yield During Rainfall Events of Dry and Wet Weather Conditions in A Tropical Urban Catchment," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 29(12), pages 4519-4538, September.
    8. Jesús A. Prieto-Amparán & Alfredo Pinedo-Alvarez & Griselda Vázquez-Quintero & María C. Valles-Aragón & Argelia E. Rascón-Ramos & Martin Martinez-Salvador & Federico Villarreal-Guerrero, 2019. "A Multivariate Geomorphometric Approach to Prioritize Erosion-Prone Watersheds," Sustainability, MDPI, vol. 11(18), pages 1-21, September.
    9. Dhananjay Deshmukh & Umesh Chaube & Sanjay Tignath, 2011. "Development of Geomorphological Permeability Index (GPI) for Assessment of Ground Water Availability and Watershed Measures," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 25(14), pages 3747-3768, November.

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