• IMAS Metadata Catalogue
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Modelled monthly migration intensity of priority shorebirds across Bass Strait (BirdFlow) (NESP MaC 4.7)

This dataset contains modelled monthly migration patterns across Bass Strait for three priority shorebird species: Curlew Sandpiper (Calidris ferruginea), Far Eastern Curlew (Numenius madagascariensis) and Red Knot (Calidris canutus). The species were selected from a suite of priority species identified by NOPSEMA and DCCEEW, building on species priorities investigated under NESP MaC Project 3.21. Modelling for Siberian Sand Plover was not progressed because insufficient records were available from Tasmania.


Migration was modelled using BirdFlow, a population-level movement model that infers migration routes, timing and connectivity from weekly relative-abundance distributions. Available telemetry, banding and re-sighting data were used to evaluate and select candidate model configurations. The spatial outputs represent the rate (predicted number of crossings per 1 km grid cell) during each month of an average annual migration cycle. Separate raster products are provided for northward and southward movement, together with combined northward + southward transit surfaces. Values represent transit through a cell rather than occupancy or the number of birds present at a location. A single simulated bird may contribute to multiple cells as it moves across the landscape.


The models were developed to support assessment of shorebird exposure to offshore renewable energy development in Bass Strait as part of NESP Hub Project 4.7. The products are intended for comparison of the spatial and seasonal intensity of migratory movement, including movement through and around offshore renewable energy areas.


***This data is under development. Access to the finalised spatial data will be provided once finalised, estimated early 2027.***

Simple

Identification info

Date (Publication)
2026-10-10T00:00:00

Identifier

Title
Information and documentation - Digital object identifier system
Citation identifier
ISO 26324:2012

Code
10.25959/MEMW-XC92
Codespace
doi.org
Description
Digital Object Identifier (DOI)

Principal investigator

Commonwealth Scientific and Industrial Research Organisation - Lloyd-Jones, Luke
CSIRO Technology
ROR ID >

ORCID >

Principal investigator

Commonwealth Scientific and Industrial Research Organisation - Yang, Wen-Hsi
CSIRO Technology
ROR ID >

ORCID >

Principal investigator

Commonwealth Scientific and Industrial Research Organisation - Nicol, Samuel
CSIRO Technology
ROR ID >

ORCID >

Principal investigator

Commonwealth Scientific and Industrial Research Organisation - Hayes, Keith
CSIRO Technology
ROR ID >

ORCID >

Credit
The data collections described in this record are funded by the Australian Government Department of Climate Change, Energy, the Environment and Water (DCCEEW) through the NESP Marine and Coastal Hub. In addition to NESP (DCCEEW) funding, this project is matched by an equivalent amount of in-kind support and co-investment from project partners and collaborators.
Status
Under development

Point of contact

Commonwealth Scientific and Industrial Research Organisation - Hayes, Keith
CSIRO Technology
Tasmania
Australia
ROR ID >

ORCID >

Topic category
  • Biota

Extent

N
S
E
W


Temporal extent

Time period
2015-01-01 2025-12-31
Maintenance and update frequency
Not planned
Keywords (Project)
  • National Environmental Science Program (NESP) Marine and Coastal Hub
Keywords (Theme)
  • Offshore wind farms
  • Offshore renewable energy
  • Migratory shorebirds
Keywords (Taxon)
  • Calidris ferruginea
  • Numenius madagascariensis
  • Calidris canutus
Global Change Master Directory Earth Science Keywords, Version 8.5
  • ANIMAL ECOLOGY AND BEHAVIOR
  • SPECIES MIGRATION
  • SANDPIPERS
Australian and New Zealand Standard Research Classification (ANZSRC): Fields of Research
  • Community Ecology
  • Behavioural Ecology
  • Marine and Estuarine Ecology (incl. Marine Ichthyology)

Resource constraints

Classification
Unclassified

Resource constraints

Linkage
https://licensebuttons.net/l/by/4.0/88x31.png

License Graphic

Title
Creative Commons Attribution 4.0 International License
Alternate title
CC-BY
Edition
4.0


>

Website
https://creativecommons.org/licenses/by/4.0/

License Text

Other constraints
Cite data as: Lloyd-Jones, L., Yang, W.-H., Nicol, S. & Hayes, K. (2026). Modelled monthly migration intensity of priority shorebirds across Bass Strait (BirdFlow) [Dataset]. Institute for Marine and Antarctic Studies. https://doi.org/10.25959/MEMW-XC92

Resource constraints

Other constraints
This dataset is hosted by the University of Tasmania, on behalf of CSIRO and NESP Marine and Coastal Hub Project 4.7.

Associated resource

Title
NESP MaC Project 4.7 - Development of regional modelling and risk assessments to inform offshore renewable decision-making, 2024-2027 (CSIRO)

Identifier

Code
10.71676/c08a3bc3
Codespace
raid.org
Description
Project RAiD
Association Type
Dependency
Initiative Type
Project
Language
English
Character encoding
UTF8

Distribution Information

Distribution format
  • GeoTIFF

Resource lineage

Statement
Weekly relative-abundance surfaces were developed for Curlew Sandpiper, Far Eastern Curlew and Red Knot from eBird and Australian bird-monitoring data using hurdle models. These weekly surfaces were aligned to a common 10 km grid and normalised to form spatial probability distributions for input to BirdFlow. Because the study species migrate outside the assessment domain during parts of the year, an abundance-conservation procedure used artificial absorbing cells to account for birds entering or leaving the observable modelling domain. BirdFlow models were evaluated using available telemetry, banding and re-sighting information, including data from Movebank, the Australian Bird and Bat Banding Scheme and BirdMark. Selected models were used to simulate migration trajectories, which were rasterised to a 1 km grid and aggregated by calendar month and migration direction. Pixel values represent modelled bird passages through each grid cell and are transit counts rather than occupancy estimates. An individual crossing several cells contributes to each cell crossed. A spatial confidence weighting was used to reduce the influence of simulated trajectories in areas poorly supported by the underlying relative-abundance data. Each Cloud Optimised GeoTIFF contains 12 bands corresponding to January–December monthly transit counts. Separate products are provided for northward and southward migration, with a combined product derived by summing northward and southward values for each grid cell and month. 𝗗𝗮𝘁𝗮 𝗗𝗶𝗰𝘁𝗶𝗼𝗻𝗮𝗿𝘆 The dataset contains three 12-band raster products for each species: *_transit_count_north.tif = modelled northward migration through each 1 km grid cell. *_transit_count_south.tif = modelled southward migration through each 1 km grid cell. *_transit_count_combined.tif = combined northward and southward migration, calculated as the sum of the directional values for each cell and month. The selected BirdFlow model configuration is indicated in the filename: configuration 19 (Curlew Sandpiper and Far Eastern Curlew); configuration 37 (Red Knot). The model identifier denotes the selected BirdFlow hyperparameter configuration. Monthly bands describe an average annual migration cycle rather than observations from a specific calendar year.
Hierarchy level
Dataset
Hierarchy level
Dataset

Metadata

Metadata identifier
urn:uuid/707d5675-d528-41a9-8eab-6b1fe80db57d

Language
English
Character encoding
UTF8

Distributor

Institute for Marine and Antarctic Studies - Emma Flukes (NESP Marine and Coastal Hub Data Manager (Southern node))
Parent metadata
  • NESP MaC Project 4.7 - Development of regional modelling and risk assessments to inform offshore renewable decision-making, 2024-2027 (CSIRO)

Type of resource

Resource scope
Dataset
Metadata linkage
https://metadata.imas.utas.edu.au/geonetwork/srv/eng/catalog.search#/metadata/707d5675-d528-41a9-8eab-6b1fe80db57d

Point of truth URL of this metadata record

Date info (Creation)
2026-10-10T00:00:00
Date info (Revision)
2026-10-19T17:51:36

Metadata standard

Title
ISO 19115-3:2018
 
 

Overviews

Preview of simulated shorebird crossings data

Spatial extent

N
S
E
W


Keywords

Migratory shorebirds Offshore renewable energy Offshore wind farms
Australian and New Zealand Standard Research Classification (ANZSRC): Fields of Research
Behavioural Ecology Community Ecology Marine and Estuarine Ecology (incl. Marine Ichthyology)
Global Change Master Directory Earth Science Keywords, Version 8.5
ANIMAL ECOLOGY AND BEHAVIOR SANDPIPERS SPECIES MIGRATION

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Associated resources

Not available


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