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Seasonal variations of vegetative indices and their correlation with evapotranspiration and soil water storage in a small agricultural catchment

Author

Listed:
  • Tailin Li
  • Massimiliano Schiavo

    (Dipartimento di Ingegneria Civile e Ambientale, Politecnico di Milano, Milano, Italy)

  • David Zumr

    (Department of Landscape Water Conservation, Faculty of Civil Engineering, Czech Technical University in Prague, Prague, Czech Republic)

Abstract

A precise measurement of evapotranspiration (ET) and soil water storage (SWS) is necessary for crop management and understanding hydrological processes in agricultural catchments. In this study, we extracted the vegetative indices (VIs, including normalised difference vegetation index (NDVI), soil-adjusted vegetation index (SAVI), and enhanced vegetation index (EVI)) from satellite images of the Nučice catchment. We found a consistent seasonal pattern of VIs across the catchment with higher values and variation ranges during spring and summer and lower values and variation ranges during autumn and winter. Spatial variation of VIs also followed a seasonal trend, decreasing during crop growth and increasing after crop harvesting. Seasonal correlations were observed between monthly average ET and SWS with VIs throughout one crop season, which can be expressed mathematically as exponential functions. We propose that VIs can be used as a surrogate measure for ET and SWS in catchments with poor monitoring capabilities. Further studies are required to investigate the spatial distribution of ET and SWS throughout the watershed and their relationship with VIs. Furthermore, our research emphasises the importance of subsurface recharge in the water balance of the investigated fields. It suggests that subsurface flow may be influenced by potential gradients of the water table, driving its seasonal behaviour in response to bedrock morphology.

Suggested Citation

  • Tailin Li & Massimiliano Schiavo & David Zumr, 2023. "Seasonal variations of vegetative indices and their correlation with evapotranspiration and soil water storage in a small agricultural catchment," Soil and Water Research, Czech Academy of Agricultural Sciences, vol. 18(4), pages 246-268.
  • Handle: RePEc:caa:jnlswr:v:18:y:2023:i:4:id:60-2023-swr
    DOI: 10.17221/60/2023-SWR
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    References listed on IDEAS

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    1. Wantong Li & Mirco Migliavacca & Matthias Forkel & Jasper M. C. Denissen & Markus Reichstein & Hui Yang & Gregory Duveiller & Ulrich Weber & Rene Orth, 2022. "Widespread increasing vegetation sensitivity to soil moisture," Nature Communications, Nature, vol. 13(1), pages 1-9, December.
    2. Martin Hanel & Magdalena Mrkvičková & Petr Máca & Adam Vizina & Pavel Pech, 2013. "Evaluation of Simple Statistical Downscaling Methods for Monthly Regional Climate Model Simulations with Respect to the Estimated Changes in Runoff in the Czech Republic," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 27(15), pages 5261-5279, December.
    3. Sanaz Shafian & Nithya Rajan & Ronnie Schnell & Muthukumar Bagavathiannan & John Valasek & Yeyin Shi & Jeff Olsenholler, 2018. "Unmanned aerial systems-based remote sensing for monitoring sorghum growth and development," PLOS ONE, Public Library of Science, vol. 13(5), pages 1-15, May.
    4. Nina Noreika & Julie Winterová & Tailin Li & Josef Krása & Tomáš Dostál, 2021. "The Small Water Cycle in the Czech Landscape: How Has It Been Affected by Land Management Changes Over Time?," Sustainability, MDPI, vol. 13(24), pages 1-16, December.
    5. Nina Noreika & Tailin Li & Julie Winterova & Josef Krasa & Tomas Dostal, 2022. "The Effects of Agricultural Conservation Practices on the Small Water Cycle: From the Farm- to the Management-Scale," Land, MDPI, vol. 11(5), pages 1-16, May.
    6. Nina Noreika & Tailin Li & David Zumr & Josef Krasa & Tomas Dostal & Raghavan Srinivasan, 2020. "Farm-Scale Biofuel Crop Adoption and Its Effects on In-Basin Water Balance," Sustainability, MDPI, vol. 12(24), pages 1-15, December.
    7. Angus, D. E. & Watts, P. J., 1984. "Evapotranspiration -- How good is the Bowen ratio method?," Agricultural Water Management, Elsevier, vol. 8(1-3), pages 133-150, January.
    8. Cheng, Minghan & Li, Binbin & Jiao, Xiyun & Huang, Xiao & Fan, Haiyan & Lin, Rencai & Liu, Kaihua, 2022. "Using multimodal remote sensing data to estimate regional-scale soil moisture content: A case study of Beijing, China," Agricultural Water Management, Elsevier, vol. 260(C).
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