Biodiversity Data Journal :
Data Paper (Biosciences)
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Corresponding author: Virginia Andrews-Goff (virginia.andrews-goff@aad.gov.au)
Academic editor: Anton P. van de Putte
Received: 30 Aug 2022 | Accepted: 21 Dec 2022 | Published: 30 Dec 2022
© 2022 Virginia Andrews-Goff, Elanor Bell, Brian Miller, Simon Wotherspoon, Michael Double
This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Citation:
Andrews-Goff V, Bell EM, Miller BS, Wotherspoon SJ, Double MC (2022) Satellite tag derived data from two Antarctic blue whales (Balaenoptera musculus intermedia) tagged in the east Antarctic sector of the Southern Ocean. Biodiversity Data Journal 10: e94228. https://doi.org/10.3897/BDJ.10.e94228
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Satellite tags were deployed on two Antarctic blue whales (Balaenoptera musculus intermedia) in the east Antarctic sector of the Southern Ocean as part of the International Whaling Commission’s Southern Ocean Research Partnership initiative. The satellite tracks generated are the first and currently, the only, satellite telemetry data that exist for this critically endangered species. These data provide valuable insights into the movements of Antarctic blue whales on their Antarctic feeding ground. The data were collected between February and April 2013 and span a 110° longitudinal range.
This dataset is the first and only detailed movement data that exist for this critically endangered species. As such, this dataset provides the first measures of movement rates (distances travelled, speeds) and movement behaviour (distinguishing transit behaviour from area restricted search behaviour) within the Southern Ocean. These movement-based measures are critical to the ongoing management of Antarctic blue whales as they recover from commercial whaling as they provide insight into foraging behaviour, habitat use, population structure and overlap with anthropogenic threats.
satellite telemetry, satellite tag, Antarctic blue whale, conservation, management, foraging, Antarctica
Antarctic blue whales are the largest of the blue whale subspecies. Targeted by the whaling industry during the 20th century, this most numerous of the blue whale subspecies was reduced to as few as just 360 individuals (
The little that is known of Antarctic blue whale individual movements has been constructed via the retrieval of whaling era Discovery marks from marked whales (
Discovery mark and photo identification data infer movement between two (or more) known locations at two (or more) separate points in time. The true movement path of the whale between these points in time is not known. As such, detailed movements including large scale migration between breeding and feeding grounds and fine scale movement within a feeding ground remain poorly understood.
Satellite tags are key to providing detailed, long-term movement data. Here, we present the satellite tag-derived movements of two Antarctic blue whales tagged during the austral summer in east Antarctica. These are the first and currently, the only, satellite tracks that exist for Antarctic blue whales. Deploying satellite tags on Antarctic blue whales proved to be no easy task and required the development of novel real time acoustic tracking techniques (
Satellite tags were deployed during the inaugural voyage of the International Whaling Commission’s Southern Ocean Research Partnership (IWC-SORP) Antarctic Blue Whale Project (ABWP) in order to improve understanding of Antarctic blue whale population structure and movements. In particular, they were used to determine movement pathways between breeding and feeding grounds and examine whale behaviour on the feeding grounds. Satellite tags had not been deployed on Antarctic blue whales previously and proved to be logistically challenging. Antarctic blue whales were fast moving and often encountered in exposed oceanic habitat with submerged or floating ice, requiring expert navigation by the coxswain to ensure the safety of both the small boat team and the whale being sampled, hence, the small sample size. The voyage (January - March 2013) successfully employed acoustic tracking techniques to detect and locate Antarctic blue whales in real time (
The IWC-SORP ABWP is ongoing and represents a coordinated, international research programme focused on understanding both the recovery of Antarctic blue whales and their important role in the Southern Ocean ecosystem by employing a multi-disciplinary approach to investigate foraging ecology, habitat preferences and ultimately contributing to a precise circumpolar Antarctic blue whale abundance estimate. Since 2013, there have been around 17 voyages associated with the IWC-SORP ABWP, but no attempt has been made to deploy additional satellite tags.
The study revealed the following key results:
Satellite tag-derived movements of two Antarctic blue whales with Southern Ocean frontal positions (
Satellite tag-derived data from two Antarctic blue whales (Balaenoptera musculus intermedia) tagged in the east Antarctic sector of the Southern Ocean as part of the IWC-SORP Antarctic Blue Whale Project.
Virginia Andrews-Goff, Mick Davidson, David Donnelly, Melinda Rekdahl, Natalie Schmitt (small boat team).
The IWC-SORP ABWP voyage occurred within the survey region bounded to the south by the 60°S parallel and between 135°E and 170°W. This survey region was identified prior to the voyage, based on an examination of catch, sightings and acoustic data that suggested the area may have a higher density of blue whales than the circumpolar average (
The satellite-tagged Antarctic blue whales ranged widely and outside of the IWC-SORP ABWP survey region. During the tracking period, the whales traversed across an area spanning 110° in longitude and 12° in latitude, largely remaining within east Antarctica, but crossing the antemeridian to extend 4° into west Antarctica. Movement occurred across IWC Management Areas IV (70°E to 130°E;
The survey design employed during the IWC-SORP ABWP is presented in
The inaugural Antarctic Blue Whale Voyage (2013) was funded by the Australian Government’s International Whale and Marine Mammal Conservation Initiative (IWMMCI).
Whales moved broadly through the east Antarctic sector of the Southern Ocean.
Satellite tag deployment
Type C implantable satellite tags (
Each tag was deployed from the bow-sprit of a purpose-built 6.3 m aluminium Naiad RHIB and was positioned high and forward on the body, approximately in line with the pectoral fins. When the tag is immersed in salt water, the salt water switch activates and the tag begins to transmit locations via the Argos satellite system. Tags were programmed to transmit to the Argos satellite system at a duty cycle of three hour on/three hour off and a 30 second repetition rate to extend battery life. These transmissions are relayed to processing centres which calculate the transmitter’s location by measuring the Doppler Effect on transmission frequency. Transmitted data were processed using a least squares analysis and each location was assigned an estimated error and one of seven associated location classes (see
Upon tag deployment, a small amount of skin and blubber was simultaneously collected for genetic analyses. These were collected using a biopsy dart fired from a modified 0.22 Paxarms system (
This research was conducted using non-lethal methods that are designed to learn about whales without harming them. The research was approved by the Australian Antarctic Ethics Committee (under Australian Antarctic Science Project 4102) and complied with all relevant permits including the Australian Government Environment Protection and Biodiversity Conservation Act Cetacean Permit (C12-0006).
Argos data processing
Argos locations were filtered using an algorithm, based on swimming speed, distance between successive locations and turning angles using the using the R (
PTT |
Date deployed |
Last location |
Location |
Latitude |
Longitude |
Sex |
ARTS pressure (bar) |
Deployment distance (m) |
Number of locations |
Number of locations post SDA filter |
123223 |
14/02/2013 |
29/04/2013 |
Western Ross Sea |
-62.0059 |
149.0136 |
Female |
7.5 |
5 |
499 |
426 |
121205 |
08/03/2013 |
21/03/2013 |
Western Ross Sea |
-64.0408 |
168.2875 |
Male |
8.5 |
8 |
319 |
250 |
Argos location error
To account for the spatial error associated with Argos locations, we fit a random walk state-space model to estimate locations at a two hour time step (fit_ssm function in the foieGras package;
Behavioural context
In order to provide context to the observed movement, a move persistence model was fitted to the state-space location estimates of each track (fit_mpm function in foieGras with unpooled random walk variance parameters;
The geographic range of the bulk of the dataset is within the east Antarctic sector of the Southern Ocean, south of the polar front and crossing the Antarctic circumpolar current (Fig.
-68.9 and -57. Latitude; 184.4 and 73.9 Longitude.
This dataset focuses exclusively on the Antarctic blue whale (Balaenoptera musculus intermedia), which is categorised as Critically Endangered in the IUCN Red List (
Rank | Scientific Name | Common Name |
---|---|---|
kingdom | Animalia | |
phylum | Chordata | |
class | Mammalia | |
order | Cetartiodactyla | |
family | Balaenopteridae | |
genus | Balaenoptera | |
species | Balaenoptera musculus intermedia | Antarctic blue whale |
The transmission period for PTT 121205 was continuous, spanning 13 days, date range: 08/03/2013 to 21/03/2013. The transmission period for PTT 123223 was not continuous. The entire track for PTT 123223 can be seen in Fig.
Track segment 1: 14/02/2013 to 01/03/2013, 13 days
Track segment 2: 01/04/2013 to 08/04/2013, 7 days
Track segment 3: 16/04/2013 to 29/04/2013, 13 days
CC BY: This licence allows reusers to distribute, remix, adapt and build upon the material in any medium or format, so long as attribution is given to the creator. The licence allows for commercial use.
This file contains all Argos locations generated by the two satellite tags.
Column label | Column description |
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event ID | An identifier for the set of values associated with each event. A unique event ID is assigned to every time-location record. |
visible | Determines whether an event is visible on the Movebank map. |
timestamp | The date and time corresponding to each location estimate. Format: yyyy-MM-dd HH:mm:ss.SSS; units: UTC. |
location long | The geographic longitude of the location as estimated by the sensor. Positive values are east of the Greenwich Meridian, negative values are west of it. Units: decimal degrees, WGS84 reference system. |
location lat | The geographic longitude of the location as estimated by the sensor. Units: decimal degrees, WGS84 reference system. |
argos:calcul-freq | Calculated frequency, Argos diagnostic data. It should be between 401.620 and 401.680 MHz (definition from Argos User's Manual 2011). The '401.' is sometimes missing from the source data and should be added to the values for correct intepretation. |
argos:iq | This quality indicator gives information on the transmitter in terms of two digits, X and Y. X is the first digit and indicates residual error on the frequency calculation; Y is the second digit and indicates transmitter oscillator frequency drift between two satellite passes. Values provided in Argos diagnostic data (definition from Argos User's Manual 2011). Values obtained through some Argos channels do not include leading 0s, so 1-digit values indicate X = 0 and blank values or values of '0' indicate both X and Y = 0. Allowed values are X = 0: No calculation of residual frequency error (fewer than four messages received); X = 1,2,3: Unsatisfactory convergence of calculation; X = 4: Residual frequency error > 1.5 Hz; X = 5: 0.15 Hz < residual frequency error < 1.5 Hz; X = 6: Residual frequency error < 0.15 Hz; Y = 0: No check on transmit frequency drift, as the two results are more than 12 hours apart; Y = 1: Frequency discrepancy > 400 Hz; Probably due to transmit frequency discrepancy, change of oscillator etc.; Y = 2: Previous location is less than 1/2 hour old. Frequency discrepancy > 30 Hz, i.e. F/F (over 10 min) > 2.5 E-8; Y = 3: Frequency drift > 4 Hz/minute, i.e. F/F (10 min) > 1.10-7; Y = 4: Frequency drift < 4 Hz/minute, i.e. F/F (10 min) < 1.10-7; Y = 5: Frequency drift < 2 Hz/minute, i.e. F/F (10 min) < 5.10-8; Y = 6: Frequency drift < 1 Hz/minute, i.e. F/F (10 min) < 2.5 . 10-8; Y = 7: Frequency drift < 0.4 Hz/minute, i.e. F/F (10 min) < 1.10-8; Y = 8: Frequency drift < 0.2 Hz/minute, i.e. F/F (10 min) < 5.10-9. |
argos:lc | Argos LC: The location class retrieved from Argos, Argos diagnostic data. Classes are based on the type of location (Argos Doppler Shift or GPS) and the number of messages received during the satellite pass. Location classes in order of decreasing accuracy are G (GPS), 3, 2, 1, 0, A, B and Z (definition from Argos User's Manual V1.6.6, 2016). |
argos:location-algorithm | The processing algorithm used by Argos to estimate locations using Doppler shift. If the location data represent model output rather than the original estimates from Argos, also use 'modelled'. Values are chosen from a controlled list: least squares = locations were calculated by Argos using a least-squares analysis; Kalman = locations were calculated by Argos using Kalman filtering. |
argos:nb-mes | The number of messages received [to calculate location], Argos diagnostic data (definition from Argos User's Manual 2011). |
argos:sat-id | The satellite identifier, Argos diagnostic data (definition from Argos User's Manual 2011). |
sensor-type | The type of sensor with which data were collected. Argos Doppler shift = The sensor location is estimated by Argos using Doppler shift. |
individual-taxon-canonical-name | The scientific name of the species on which the tag was deployed, as defined by the Integrated Taxonomic Information System (ITIS, www.itis.gov). |
tag-local-identifier | An identifier for the tag. |
individual-local-identifier | An individual identifier for the animal. |
study-name | The name of the study in Movebank. |
The random walk state-space model output used to account for Argos location error with an estimated location every 2 hours. This state-space model was used as the input for the move persistence model and the behavioural index (gamma) is included here.
Column label | Column description |
---|---|
id | The individual identifier for each track segment - the first 6 digits are equal to PTT which is followed by an underscore and then a number to indicate the unique track segment belonging to that PTT. |
date | Date (yyyy-mm-dd hh:mm:ss) in UTC. |
lon | State space model predicted longitude in decimal degrees. |
lat | State space model predicted latitude in decimal degrees. |
g | Gamma value used as the behavioural index. |
mode | The assigned behavioural mode - ARS is assigned where g < mean(g) and transit is assigned where g >= mean(g). |
patch | Assigning each location to an ARS patch - FALSE indicates outside of an ARS patch, TRUE indicates within an ARS patch. |
Reference data detailing satellite tag deployments on Antarctic blue whales.
Column label | Column description |
---|---|
tag-id | A unique identifier for the deployment of a tag on animal. |
animal-id | An individual identifier for the animal. |
animal-taxon | The scientific name of the species on which the tag was deployed, as defined by the Integrated Taxonomic Information System (ITIS, www.itis.gov). |
deploy-on-date | The timestamp when the tag deployment started. Format: yyyy-MM-dd HH:mm:ss.SSS units: UTC. |
deploy-off-date | The timestamp when the tag deployment ended. Format: yyyy-MM-dd HH:mm:ss.SSS units: UTC. |
animal-comments | Additional information about the animal that is not described by other reference data terms. |
animal-life-stage | The age class or life stage of the animal at the beginning of the deployment. Can be years or months of age or terms such as 'adult', 'subadult' and 'juvenile'. |
animal-sex | The sex of the animal. Allowed values are m = male; f = female; u = unknown. |
animal-taxon-detail | The scientific name of the species on which the tag was deployed, as defined by the Integrated Taxonomic Information System (ITIS, www.itis.gov). |
attachment-type | The way a tag is attached to an animal; implant = the tag is placed under the skin of the animal. |
deploy-on-latitude | The geographic latitude of the location where the animal was released. Units: decimal degrees, WGS84 reference system. |
deploy-on-longitude | The geographic longitude of the location where the animal was released. Units: decimal degrees, WGS84 reference system. |
deployment-comments | Additional information about the tag deployment that is not described by other reference data terms. |
deployment-end-type | A categorical classification describing the end of the tag deployment on the animal. Unknown = The cause of the end of data availability or transmission is unknown. |
deployment-id | A unique identifier for the deployment of a tag on animal. |
duty-cycle | Remarks associated with the duty cycle of a tag during the deployment, describing the times it is on/off and the frequency at which it transmits or records data. |
manipulation-type | The way in which the animal was manipulated during the deployment. None = The animal received no treatment other than tag attachment and related measurements and sampling. |
study-site | Location of the deployment site. |
tag-comments | Additional information about the tag that is not described by other reference data terms. |
tag-manufacturer-name | The company or person that produced the tag. |
tag-model | The model of the tag. |
tag-readout-method | The way the data are received from the tag; satellite = data are transferred via satellite. |
We acknowledge the huge amount of work by Nat Kelly and Dave Peel which was the foundation of the approach employed on the inaugural Antarctic blue whale voyage. Together with the development of acoustic tracking techniques plus a team of impressive observers lead by Paul Ensor and Paula Olson, you placed us in a position to be able to attempt to satellite tag Antarctic blue whales.
We attribute the voyage success to the hard work of an efficient and experienced team both at sea and at the Australian Antarctic Division headquarters. Particular thanks must go to the small boat team and expert coxswain, Dave Donnelly, whose skills resulted in many biopsy samples and photographs collected, in addition to the first satellite tag deployments on Antarctic blue whales. Thanks also to Talley's Group Ltd and Gardline Shipping Ltd and to the excellent and professional crew of the FV Amaltal Explorer. The formative guidance of the International Whaling Commission’s Southern Ocean Research Partnership and planning by the international Antarctic Blue Whale Project contributed significantly to the success of the voyage. This research was conducted using non-lethal methods that are designed to learn about whales without harming them.
Many thanks to Ben Raymond for providing advice on the submission of this data paper. Many thanks also to Mike Sumner for his patient, expert input and guidance around mapping in R.
Finally, thank you to the reviewers and editor for your input and guidance.