A Lacunarity‐Based Index for Spatial Heterogeneity

Abstract Characterizing spatial heterogeneity is fundamental in numerous areas, yet defining spatial patterns often depends on qualitative assessments or a priori knowledge. Lacunarity analysis is a popular occupancy‐based method for identifying relevant length scales in spatially heterogeneous syst...

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Published in:Earth and Space Science
Main Authors: R. Scott, H. Kadum, G. Salmaso, M. Calaf, R. B. Cal
Format: Article in Journal/Newspaper
Language:English
Published: American Geophysical Union (AGU) 2022
Subjects:
Online Access:https://doi.org/10.1029/2021EA002180
https://doaj.org/article/0d6aeb166fcd4b4195480bc72cde9d80
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spelling ftdoajarticles:oai:doaj.org/article:0d6aeb166fcd4b4195480bc72cde9d80 2023-05-15T18:18:16+02:00 A Lacunarity‐Based Index for Spatial Heterogeneity R. Scott H. Kadum G. Salmaso M. Calaf R. B. Cal 2022-08-01T00:00:00Z https://doi.org/10.1029/2021EA002180 https://doaj.org/article/0d6aeb166fcd4b4195480bc72cde9d80 EN eng American Geophysical Union (AGU) https://doi.org/10.1029/2021EA002180 https://doaj.org/toc/2333-5084 2333-5084 doi:10.1029/2021EA002180 https://doaj.org/article/0d6aeb166fcd4b4195480bc72cde9d80 Earth and Space Science, Vol 9, Iss 8, Pp n/a-n/a (2022) lacunarity heterogeneity index spatial Astronomy QB1-991 Geology QE1-996.5 article 2022 ftdoajarticles https://doi.org/10.1029/2021EA002180 2022-12-30T19:50:53Z Abstract Characterizing spatial heterogeneity is fundamental in numerous areas, yet defining spatial patterns often depends on qualitative assessments or a priori knowledge. Lacunarity analysis is a popular occupancy‐based method for identifying relevant length scales in spatially heterogeneous systems. From lacunarity, we identify the existence of a point which encapsulates the spatial heterogeneity of a given system. This value satisfies the conditions for the lacunarity cutoff function and forms the basis of a heterogeneity index. We evaluate the behavior of both parameters in monofractal, clustered, and periodic systems. In addition, we demonstrate the broad utility of our approach to the scientific community by classifying the spatial heterogeneity of fractured sea ice and comparing our findings to existing measures. The heterogeneity index produced a linear correlation with the area fraction of open ocean to ice with an R2 of 0.967. Article in Journal/Newspaper Sea ice Directory of Open Access Journals: DOAJ Articles Earth and Space Science 9 8
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic lacunarity
heterogeneity
index
spatial
Astronomy
QB1-991
Geology
QE1-996.5
spellingShingle lacunarity
heterogeneity
index
spatial
Astronomy
QB1-991
Geology
QE1-996.5
R. Scott
H. Kadum
G. Salmaso
M. Calaf
R. B. Cal
A Lacunarity‐Based Index for Spatial Heterogeneity
topic_facet lacunarity
heterogeneity
index
spatial
Astronomy
QB1-991
Geology
QE1-996.5
description Abstract Characterizing spatial heterogeneity is fundamental in numerous areas, yet defining spatial patterns often depends on qualitative assessments or a priori knowledge. Lacunarity analysis is a popular occupancy‐based method for identifying relevant length scales in spatially heterogeneous systems. From lacunarity, we identify the existence of a point which encapsulates the spatial heterogeneity of a given system. This value satisfies the conditions for the lacunarity cutoff function and forms the basis of a heterogeneity index. We evaluate the behavior of both parameters in monofractal, clustered, and periodic systems. In addition, we demonstrate the broad utility of our approach to the scientific community by classifying the spatial heterogeneity of fractured sea ice and comparing our findings to existing measures. The heterogeneity index produced a linear correlation with the area fraction of open ocean to ice with an R2 of 0.967.
format Article in Journal/Newspaper
author R. Scott
H. Kadum
G. Salmaso
M. Calaf
R. B. Cal
author_facet R. Scott
H. Kadum
G. Salmaso
M. Calaf
R. B. Cal
author_sort R. Scott
title A Lacunarity‐Based Index for Spatial Heterogeneity
title_short A Lacunarity‐Based Index for Spatial Heterogeneity
title_full A Lacunarity‐Based Index for Spatial Heterogeneity
title_fullStr A Lacunarity‐Based Index for Spatial Heterogeneity
title_full_unstemmed A Lacunarity‐Based Index for Spatial Heterogeneity
title_sort lacunarity‐based index for spatial heterogeneity
publisher American Geophysical Union (AGU)
publishDate 2022
url https://doi.org/10.1029/2021EA002180
https://doaj.org/article/0d6aeb166fcd4b4195480bc72cde9d80
genre Sea ice
genre_facet Sea ice
op_source Earth and Space Science, Vol 9, Iss 8, Pp n/a-n/a (2022)
op_relation https://doi.org/10.1029/2021EA002180
https://doaj.org/toc/2333-5084
2333-5084
doi:10.1029/2021EA002180
https://doaj.org/article/0d6aeb166fcd4b4195480bc72cde9d80
op_doi https://doi.org/10.1029/2021EA002180
container_title Earth and Space Science
container_volume 9
container_issue 8
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