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

The ability to quantify spatial patterns and detect change in terrestrial vegetation across large landscapes depends on linking ground-based measurements of vegetation to remotely sensed data. Unlike non-overlapping categorical vegetation types (i.e., typical vegetation and land cover maps), species...

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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://doi.org/10.5063/F1ZW1J8P
id dataone:doi:10.5063/F1ZW1J8P
record_format openpolar
spelling dataone:doi:10.5063/F1ZW1J8P 2024-06-03T18:46:32+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://doi.org/10.5063/F1ZW1J8P unknown Knowledge Network for Biocomplexity vegetation abundance foliar cover distribution arctic Alaska Dataset 2019 dataone:urn:node:KNB https://doi.org/10.5063/F1ZW1J8P 2024-06-03T18:16:01Z The ability to quantify spatial patterns and detect change in terrestrial vegetation across large landscapes depends on linking ground-based measurements of vegetation to remotely sensed data. 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 response of species and niche space. We collected foliar cover data for vascular plant, bryophyte, and lichen species and 17 environmental variables in the Arctic Coastal Plain and Brooks Foothills of Alaska from 2012 to 2017. We integrated these data into a standardized database with 13 additional vegetation survey and monitoring datasets in northern Alaska collected from 1998 to 2017. To map the patterns of foliar cover for six dominant and widespread vascular plant species in arctic Alaska, we statistically associated ground-based measurements of species distribution and abundance to environmental and multi-season spectral covariates. For five of the six modeled species, our models predicted 36% to 65% of the observed species-level variation in foliar cover. Overall, our continuous foliar cover maps predicted more of the observed spatial heterogeneity in species distribution and abundance than an existing categorical vegetation map. Mapping continuous foliar cover at the species level also revealed ecological patterns obscured by aggregation in existing plant functional type approaches Species-level 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. The novel species-level foliar cover mapping approach described here provides spatial information about the functional role of plant species in vegetation communities and wildlife habitat that are not available in categorical vegetation maps or quantitative maps of coarse vegetation aggregates. Dataset Arctic Brooks Foothills 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
spellingShingle vegetation
abundance
foliar cover
distribution
arctic
Alaska
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
description The ability to quantify spatial patterns and detect change in terrestrial vegetation across large landscapes depends on linking ground-based measurements of vegetation to remotely sensed data. 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 response of species and niche space. We collected foliar cover data for vascular plant, bryophyte, and lichen species and 17 environmental variables in the Arctic Coastal Plain and Brooks Foothills of Alaska from 2012 to 2017. We integrated these data into a standardized database with 13 additional vegetation survey and monitoring datasets in northern Alaska collected from 1998 to 2017. To map the patterns of foliar cover for six dominant and widespread vascular plant species in arctic Alaska, we statistically associated ground-based measurements of species distribution and abundance to environmental and multi-season spectral covariates. For five of the six modeled species, our models predicted 36% to 65% of the observed species-level variation in foliar cover. Overall, our continuous foliar cover maps predicted more of the observed spatial heterogeneity in species distribution and abundance than an existing categorical vegetation map. Mapping continuous foliar cover at the species level also revealed ecological patterns obscured by aggregation in existing plant functional type approaches Species-level 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. The novel species-level foliar cover mapping approach described here provides spatial information about the functional role of plant species in vegetation communities and wildlife habitat that are not available in categorical vegetation maps or quantitative maps of coarse vegetation aggregates.
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://doi.org/10.5063/F1ZW1J8P
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
Alaska
genre_facet Arctic
Brooks Foothills
Alaska
op_doi https://doi.org/10.5063/F1ZW1J8P
_version_ 1800867387436695552