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

Authors :
Robert K. Wayne
David Kleijn
Vítězslav Moudrý
Fabian D. Schneider
Marco Malavasi
Carlo Ricotta
Martina Iannacito
Daniele Da Re
Elisa Marchetto
Enrico Feoli
Ryan J. Harrigan
Matteo Marcantonio
Andrew H. Thornhill
Giles M. Foody
Rachel S. Meyer
Petra Šímová
Davnah Payne
Saverio Vicario
Giovanni Bacaro
Elisa Thouverai
Duccio Rocchini
Jonathan Lenoir
Meixi Lin
Reinhard Furrer
Publication Year :
2021
Publisher :
Cold Spring Harbor Laboratory, 2021.

Abstract

AimThe majority of work done to gather information on Earth diversity has been carried out by 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, namely 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.InnovationThe parametric Rao’s quadratic entropy, coded in R, i) allows to represent the whole continuum of potential diversity indices in one formula, and ii) starting from the Rao’s quadratic entropy, allows to explicitly make use of distances among pixel reflectance values, together with relative abundances.Main conclusionsThe 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.

Details

Database :
OpenAIRE
Accession number :
edsair.doi...........cb70f79a555029583ecb545d63fd3dc3
Full Text :
https://doi.org/10.1101/2021.01.23.427872