Foliar cover models for five common plant species in arctic Alaska circa 2014 (30 m)

We modeled foliar cover of five dominant and common vascular plant species in arctic Alaska: Carex aquatilis, Eriophorum vaginatum, Rhododendron tomentosum, Salix pulchra, and Vaccinium vitis-idaea. Unlike non-overlapping categorical vegetation types (i.e., typical vegetation and land cover maps), s...

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Bibliographic Details
Main Authors: Timm Nawrocki, Matthew Carlson, Jeanne Osnas, Jamie Trammell, Frank Witmer
Format: Dataset
Language:unknown
Published: Knowledge Network for Biocomplexity 2019
Subjects:
Online Access:https://search.dataone.org/view/urn:uuid:669ae30a-0388-401f-b70b-a5a2e6ace48c
id dataone:urn:uuid:669ae30a-0388-401f-b70b-a5a2e6ace48c
record_format openpolar
spelling dataone:urn:uuid:669ae30a-0388-401f-b70b-a5a2e6ace48c 2024-06-03T18:46:31+00:00 Foliar cover models for five common plant species in arctic Alaska circa 2014 (30 m) Timm Nawrocki Matthew Carlson Jeanne Osnas Jamie Trammell Frank Witmer arctic Alaska ENVELOPE(-166.0,-144.0,71.0,68.2) BEGINDATE: 2018-10-21T00:00:00Z ENDDATE: 2019-05-21T00:00:00Z 2019-05-21T00:00:00Z https://search.dataone.org/view/urn:uuid:669ae30a-0388-401f-b70b-a5a2e6ace48c unknown Knowledge Network for Biocomplexity vegetation abundance foliar cover distribution arctic Alaska Carex aquatilis Eriophorum vaginatum Rhododendron tomentosum Salix pulchra Vaccinium vitis-idaea aquatilis vaginatum tomentosum pulchra vitis-idaea Dataset 2019 dataone:urn:node:KNB 2024-06-03T18:12:10Z We modeled foliar cover of five dominant and common vascular plant species in arctic Alaska: Carex aquatilis, Eriophorum vaginatum, Rhododendron tomentosum, Salix pulchra, and Vaccinium vitis-idaea. Unlike non-overlapping categorical vegetation types (i.e., typical vegetation and land cover maps), species-level gradients of foliar cover are consistent with the ecological theories of individualistic species response and niche space. We collected plant species foliar cover data and 17 environmental variables in the Beaufort Coastal Plain and Brooks Foothills of Alaska from 2012 to 2017. We integrated these data into a standardized database with 13 additional vegetation surveying and monitoring datasets in northern Alaska collected from 1998 to 2017. To map the species-level patterns of foliar cover for six dominant and widespread vascular plant species in arctic Alaska, we used statistical learning models to associate ground-based measurements of species distribution and foliar cover to environmental features and multi-season spectral features. For five of the six modeled species, our models predicted 35% to 65% of the observed species-level variation in foliar cover. Overall, our foliar cover gradients predicted significantly more of the observed spatial heterogeneity in species distribution and abundance than an existing categorical vegetation map. Our analysis of vegetation patterns enables quantifying and monitoring landscape level changes in species, vegetation communities, and wildlife habitat independently of subjective categorical vegetation types and facilitates integrating spatial patterns across multiple ecological scales. Dataset Arctic Brooks Foothills Carex aquatilis Eriophorum Alaska Knowledge Network for Biocomplexity (via DataONE) Arctic ENVELOPE(-166.0,-144.0,71.0,68.2)
institution Open Polar
collection Knowledge Network for Biocomplexity (via DataONE)
op_collection_id dataone:urn:node:KNB
language unknown
topic vegetation
abundance
foliar cover
distribution
arctic
Alaska
Carex aquatilis
Eriophorum vaginatum
Rhododendron tomentosum
Salix pulchra
Vaccinium vitis-idaea
aquatilis
vaginatum
tomentosum
pulchra
vitis-idaea
spellingShingle vegetation
abundance
foliar cover
distribution
arctic
Alaska
Carex aquatilis
Eriophorum vaginatum
Rhododendron tomentosum
Salix pulchra
Vaccinium vitis-idaea
aquatilis
vaginatum
tomentosum
pulchra
vitis-idaea
Timm Nawrocki
Matthew Carlson
Jeanne Osnas
Jamie Trammell
Frank Witmer
Foliar cover models for five common plant species in arctic Alaska circa 2014 (30 m)
topic_facet vegetation
abundance
foliar cover
distribution
arctic
Alaska
Carex aquatilis
Eriophorum vaginatum
Rhododendron tomentosum
Salix pulchra
Vaccinium vitis-idaea
aquatilis
vaginatum
tomentosum
pulchra
vitis-idaea
description We modeled foliar cover of five dominant and common vascular plant species in arctic Alaska: Carex aquatilis, Eriophorum vaginatum, Rhododendron tomentosum, Salix pulchra, and Vaccinium vitis-idaea. Unlike non-overlapping categorical vegetation types (i.e., typical vegetation and land cover maps), species-level gradients of foliar cover are consistent with the ecological theories of individualistic species response and niche space. We collected plant species foliar cover data and 17 environmental variables in the Beaufort Coastal Plain and Brooks Foothills of Alaska from 2012 to 2017. We integrated these data into a standardized database with 13 additional vegetation surveying and monitoring datasets in northern Alaska collected from 1998 to 2017. To map the species-level patterns of foliar cover for six dominant and widespread vascular plant species in arctic Alaska, we used statistical learning models to associate ground-based measurements of species distribution and foliar cover to environmental features and multi-season spectral features. For five of the six modeled species, our models predicted 35% to 65% of the observed species-level variation in foliar cover. Overall, our foliar cover gradients predicted significantly more of the observed spatial heterogeneity in species distribution and abundance than an existing categorical vegetation map. Our analysis of vegetation patterns enables quantifying and monitoring landscape level changes in species, vegetation communities, and wildlife habitat independently of subjective categorical vegetation types and facilitates integrating spatial patterns across multiple ecological scales.
format Dataset
author Timm Nawrocki
Matthew Carlson
Jeanne Osnas
Jamie Trammell
Frank Witmer
author_facet Timm Nawrocki
Matthew Carlson
Jeanne Osnas
Jamie Trammell
Frank Witmer
author_sort Timm Nawrocki
title Foliar cover models for five common plant species in arctic Alaska circa 2014 (30 m)
title_short Foliar cover models for five common plant species in arctic Alaska circa 2014 (30 m)
title_full Foliar cover models for five common plant species in arctic Alaska circa 2014 (30 m)
title_fullStr Foliar cover models for five common plant species in arctic Alaska circa 2014 (30 m)
title_full_unstemmed Foliar cover models for five common plant species in arctic Alaska circa 2014 (30 m)
title_sort foliar cover models for five common plant species in arctic alaska circa 2014 (30 m)
publisher Knowledge Network for Biocomplexity
publishDate 2019
url https://search.dataone.org/view/urn:uuid:669ae30a-0388-401f-b70b-a5a2e6ace48c
op_coverage arctic Alaska
ENVELOPE(-166.0,-144.0,71.0,68.2)
BEGINDATE: 2018-10-21T00:00:00Z ENDDATE: 2019-05-21T00:00:00Z
long_lat ENVELOPE(-166.0,-144.0,71.0,68.2)
geographic Arctic
geographic_facet Arctic
genre Arctic
Brooks Foothills
Carex aquatilis
Eriophorum
Alaska
genre_facet Arctic
Brooks Foothills
Carex aquatilis
Eriophorum
Alaska
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