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CCS Projections for seabird species

Listed in NOAA Oceanview

Description

We project suitable habitat for 5 seabird species in the California Current System using an ensemble of three high-resolution (~10 km) downscaled ocean projections under the Representative Concentration Pathway 8.5 (RCP8.5). Species distribution models (SDMs) were fit using boosted regression tree (BRTs) models with physical environmental variables as predictors. These variables were extracted from an implementation of the regional ocean modelling system (ROMS) for the California Current region (Neveu et al., 2016, onlinelibrary.wiley.com/doi/full/10.1111/ddi.13800#ddi13800-bib-0051) using historical re-analysis (1980-2010) and a near real-time product (2011-2020; oceanmodeling.ucsc.edu).

The ROMS domain covers the region 30-48 N and 115.5-134 W (midway down Baja California to just south of Cape Flattery, WA) with 0.1 degree (~10 km) horizontal resolution and 42 terrain-following vertical levels (Veneziani et al., 2009, onlinelibrary.wiley.com/doi/full/10.1111/ddi.13800#ddi13800-bib-0073). To force the seabird species projections, we use daily output from the three downscaled ocean projections for the CCS.

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These downscaled projections are based on an implementation of the same 0.1 degree ROMS domain described above, with bias-corrected forcing obtained from three earth system models (ESMs) for the period from 1980 to 2100 under the RCP8.5 climate scenario (Pozo Buil et al., 2021, onlinelibrary.wiley.com/doi/full/10.1111/ddi.13800#ddi13800-bib-0063). Downscaled ESMs were selected to span the range of plausible futures for the CCS, and belong to the phase 5 of the coupled model intercomparison project (CMIP5) archive: the geophysical fluid dynamics laboratory (GFDL) ESM2M, Institut Pierre Simon Laplace (IPSL) CM5A-MR and the Hadley Center HadGEM2-ES (HAD).

Five seabird species were selected for projecting future distributions based on data availability ecological importance for the CCS ecosystem, and diverse life-histories including two seasonal migrants: black-footed albatross (Phoebastria nigripes) and sooty shearwater (Ardenna grisea), that typically inhabit the CCS from late-winter through early fall (~March - October), as well as three year-round resident species: Cassin's auklet (Ptychoramphus aleuticus), rhinoceros auklet (Cerorhinca monocerata), and common murre (Uria aalge).

BRTs were fitted with occurrence (presence-absence) data for these five species using at-sea survey data compiled from various scientific programs running from 1980-2017 (Leirness et al., 2021, pubs.usgs.gov/publication/70228321).

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Documentation and papers

Catalogue records · 1

Topics

Inferred from text
Biological oceanography 77%
Provenance · 1 source records, 7 field assertions
SourceKeyLast seenRaw
NOAA OceanviewSeabirdsProjection13 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · oceanview pfeg noaa govconnector:oceanview_pfeg_noaa_gov@1.0.0
concepts[field].anzsrc:field:370801enrichment · oceanview pfeg noaa govtaxonomy-embedding@1.1.0title+keywords+description (77%)
concepts[field].local:field:ocean-atmosphericmapping · oceanview pfeg noaa govconnector:oceanview_pfeg_noaa_gov@1.0.0
descriptionsource · oceanview pfeg noaa govconnector:oceanview_pfeg_noaa_gov@1.0.0/summary
spatialsource · oceanview pfeg noaa govconnector:oceanview_pfeg_noaa_gov@1.0.0
temporalsource · oceanview pfeg noaa govconnector:oceanview_pfeg_noaa_gov@1.0.0
titlesource · oceanview pfeg noaa govconnector:oceanview_pfeg_noaa_gov@1.0.0/title