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Optimizing the use of biologgers for movement ecology research

Authors: Anouk Spelt; William P. Kay; Novella Franconi; Allert I. Bijleveld; Alice M. Trevail; Agustina Gómez-Laich; Rachael C Griffiths; +14 Authors

Optimizing the use of biologgers for movement ecology research

Abstract

Abstract The paradigm‐changing opportunities of biologging sensors for ecological research, especially movement ecology, are vast, but the crucial questions of how best to match the most appropriate sensors and sensor combinations to specific biological questions and how to analyse complex biologging data, are mostly ignored. Here, we fill this gap by reviewing how to optimize the use of biologging techniques to answer questions in movement ecology and synthesize this into an Integrated Biologging Framework (IBF). We highlight that multisensor approaches are a new frontier in biologging, while identifying current limitations and avenues for future development in sensor technology. We focus on the importance of efficient data exploration, and more advanced multidimensional visualization methods, combined with appropriate archiving and sharing approaches, to tackle the big data issues presented by biologging. We also discuss the challenges and opportunities in matching the peculiarities of specific sensor data to the statistical models used, highlighting at the same time the large advances which will be required in the latter to properly analyse biologging data. Taking advantage of the biologging revolution will require a large improvement in the theoretical and mathematical foundations of movement ecology, to include the rich set of high‐frequency multivariate data, which greatly expand the fundamentally limited and coarse data that could be collected using location‐only technology such as GPS. Equally important will be the establishment of multidisciplinary collaborations to catalyse the opportunities offered by current and future biologging technology. If this is achieved, clear potential exists for developing a vastly improved mechanistic understanding of animal movements and their roles in ecological processes and for building realistic predictive models.

Countries
Netherlands, United Kingdom, Argentina
Keywords

570, BIG DATA, Biologging, QH301 Biology, GPS, Movement, NDAS, Integrated Biologging Framework, Movement ecology, Big data, QH301, ACCELEROMETER, [SDV.EE]Life Sciences [q-bio]/Ecology, MOVEMENT ECOLOGY, https://purl.org/becyt/ford/1.6, Animals, DATA VISUALIZATION, https://purl.org/becyt/ford/1, Multisensor approach, Ecology, Data visualization, INTEGRATED BIOLOGGING FRAMEWORK, MULTIDISCIPLINARY COLLABORATION, Accelerometer, Multidisciplinary collaboration, [SDE.BE]Environmental Sciences/Biodiversity and Ecology, environment, MULTISENSOR APPROACH

  • BIP!
    Impact byBIP!
    citations
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    228
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 0.1%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 0.1%
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
228
Top 0.1%
Top 10%
Top 0.1%
Green
bronze