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Linking Land Use and Plant Functional Diversity Patterns in Sabah, Borneo, through Large-Scale Spatially Continuous Sentinel-2 Inference

Author

Listed:
  • Leon T. Hauser

    (Department of Environmental Biology, Institute of Environmental Sciences, Leiden University, P.O. Box 9518, 2300 RA Leiden, The Netherlands)

  • Joris Timmermans

    (Department of Environmental Biology, Institute of Environmental Sciences, Leiden University, P.O. Box 9518, 2300 RA Leiden, The Netherlands
    Lifewatch ERIC, Centre for the Virtual Laboratories and Innovations Centre, 1090 GE Amsterdam, The Netherlands
    Biogeography & Macroecology Lab, Department Theoretical and Computational Ecology, Institute for Biodiversity and Ecosystem Dynamics, University of Amsterdam (UvA), 1090 GE Amsterdam, The Netherlands)

  • Nadejda A. Soudzilovskaia

    (Department of Environmental Biology, Institute of Environmental Sciences, Leiden University, P.O. Box 9518, 2300 RA Leiden, The Netherlands
    Centre for Environmental Sciences, Hasselt University, Martelarenlaan 42, 3500 Hasselt, Belgium)

  • Peter M. van Bodegom

    (Department of Environmental Biology, Institute of Environmental Sciences, Leiden University, P.O. Box 9518, 2300 RA Leiden, The Netherlands)

Abstract

Global biodiversity losses erode the functioning of our vital ecosystems. Functional diversity is increasingly recognized as a critical link between biodiversity and ecosystem functioning. Satellite earth observation was proposed to address the current absence of information on large-scale continuous patterns of plant functional diversity. This study demonstrates the inference and spatial mapping of functional diversity metrics through satellite remote sensing over a large key biodiversity region (Sabah, Malaysian Borneo, ~53,000 km 2 ) and compares the derived estimates across a land-use gradient as an initial qualitative assessment to test the potential merits of the approach. Functional traits (leaf water content, chlorophyll-a and -b, and leaf area index) were estimated from Sentinel-2 spectral reflectance using a pre-trained neural network on radiative transfer modeling simulations. Multivariate functional diversity metrics were calculated, including functional richness, divergence, and evenness. Spatial patterns of functional diversity were related to land-use data distinguishing intact forest, logged forest, and oil palm plantations. Spatial patterns of satellite remotely sensed functional diversity are significantly related to differences in land use. Intact forests, as well as logged forests, featured consistently higher functional diversity compared to oil palm plantations. Differences were profound for functional divergence, whereas functional richness exhibited relatively large variances within land-use classes. By linking large-scale patterns of functional diversity as derived from satellite remote sensing to land-use information, this study indicated initial responsiveness to broad human disturbance gradients over large geographical and spatially contiguous extents. Despite uncertainties about the accuracy of the spatial patterns, this study provides a coherent early application of satellite-derived functional diversity toward further validation of its responsiveness across ecological gradients.

Suggested Citation

  • Leon T. Hauser & Joris Timmermans & Nadejda A. Soudzilovskaia & Peter M. van Bodegom, 2022. "Linking Land Use and Plant Functional Diversity Patterns in Sabah, Borneo, through Large-Scale Spatially Continuous Sentinel-2 Inference," Land, MDPI, vol. 11(4), pages 1-21, April.
  • Handle: RePEc:gam:jlands:v:11:y:2022:i:4:p:572-:d:792976
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    References listed on IDEAS

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    1. Fabian D. Schneider & Felix Morsdorf & Bernhard Schmid & Owen L. Petchey & Andreas Hueni & David S. Schimel & Michael E. Schaepman, 2017. "Mapping functional diversity from remotely sensed morphological and physiological forest traits," Nature Communications, Nature, vol. 8(1), pages 1-12, December.
    2. Declan Butler, 2014. "Earth observation enters next phase," Nature, Nature, vol. 508(7495), pages 160-161, April.
    3. Cordula Hinkes, 2020. "Adding (bio)fuel to the fire: discourses on palm oil sustainability in the context of European policy development," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(8), pages 7661-7682, December.
    4. Andrew D. Barnes & Malte Jochum & Steffen Mumme & Noor Farikhah Haneda & Achmad Farajallah & Tri Heru Widarto & Ulrich Brose, 2014. "Consequences of tropical land use for multitrophic biodiversity and ecosystem functioning," Nature Communications, Nature, vol. 5(1), pages 1-7, December.
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