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CCS Projections for highly migratory species

Listed in NOAA Oceanview

We project suitable habitat for 8 highly migratory 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).

Description

Species distribution models (SDMs) outputs were previously fitted using boosted regression trees (BRTs) models with physical environmental variables. These variables were extracted from an implementation of the regional ocean modelling system (ROMS) for the California Current region (Neveu et al., 2016) 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). To force the HMS projections, we use daily output from the three downscaled ocean projections for the CCS. 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).

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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). Eight HMS were selected for projecting future distributions based on data availability, their use of the CCS as a foraging hotspot, and economic and conservation importance for the CCS ecosystem (e.g. as catch and bycatch): blue shark (Prionace glauca), swordfish (Xiphias gladius), thresher shark (Alopias vulpinus), shortfin mako shark (Isurus oxyrinchus), leatherback sea turtle (Dermochelys coriacea), California sea lion (Zalophus californianus), humpback whale (Megaptera novaeangliae) and blue whale (Balaenoptera musculus).

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Documentation and papers

Catalogue records · 1

Topics

Provenance · 1 source records, 6 field assertions
SourceKeyLast seenRaw
NOAA OceanviewHMS_habitat_suitability11 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · oceanview pfeg noaa govconnector:oceanview_pfeg_noaa_gov@1.0.0
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