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From zero to infinity: Minimum to maximum diversity of the planet by spatio‐parametric Rao’s quadratic entropy

Authors: Rocchini; Duccio; Marcantonio; Matteo; Da Re; Daniele; Bacaro; +39 Authors

From zero to infinity: Minimum to maximum diversity of the planet by spatio‐parametric Rao’s quadratic entropy

Abstract

Abstract Aim The majority of work done to gather information on the Earth's biodiversity has been carried out using in‐situ data, with known issues related to epistemology (e.g., species determination and taxonomy), spatial uncertainty, logistics (time and costs), among others. An alternative way to gather information about spatial ecosystem variability is the use of satellite remote sensing. It works as a powerful tool for attaining rapid and standardized information. Several metrics used to calculate remotely sensed diversity of ecosystems are based on Shannon’s information theory, namely on the differences in relative abundance of pixel reflectances in a certain area. Additional metrics like the Rao’s quadratic entropy allow the use of spectral distance beside abundance, but they are point descriptors of diversity, that is they can account only for a part of the whole diversity continuum. The aim of this paper is thus to generalize the Rao’s quadratic entropy by proposing its parameterization for the first time. Innovation The parametric Rao’s quadratic entropy, coded in R, (a) allows the representation of the whole continuum of potential diversity indices in one formula, and (b) starting from the Rao’s quadratic entropy, allows the explicit use of distances among pixel reflectance values, together with relative abundances. Main conclusions The proposed unifying measure is an integration between abundance‐ and distance‐based algorithms to map the continuum of diversity given a satellite image at any spatial scale. Being part of the rasterdiv R package, the proposed method is expected to ensure high robustness and reproducibility.

Countries
Italy, Italy, Netherlands, Italy, Italy, Switzerland, Italy, Italy, Belgium, Italy
Keywords

UFSP13-8 Global Change and Biodiversity, Evolution, satellite, ecological informatic, 340 Law, 2306 Global and Planetary Change, 610 Medicine & health, satellite imagery, 10231 Department of Astrophysics, modelling, ecological informatics, remote sensing, 510 Mathematics, Behavior and Systematics, biodiversity; ecological informatics; modelling; remote sensing; satellite imagery, biodiversity, Global and Planetary Change, Ecology, [SDE.BE] Environmental Sciences/Biodiversity and Ecology, 10123 Institute of Mathematics, [SDV.EE] Life Sciences [q-bio]/Ecology, environment, [SDE.MCG] Environmental Sciences/Global Changes, 1105 Ecology, Evolution, Behavior and Systematics, biodiversity; ecological informatics; modelling; remote sensing; satellite, 2303 Ecology, [SDV.BID] Life Sciences [q-bio]/Biodiversity

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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