A new multi-scale measure for analysing animal movement data

被引:25
|
作者
Postlethwaite, Claire M. [1 ]
Brown, Pieta [1 ]
Dennis, Todd E. [2 ]
机构
[1] Univ Auckland, Dept Math, Auckland 1142, New Zealand
[2] Univ Auckland, Sch Biol Sci, Auckland 1142, New Zealand
关键词
Animal behaviour; Straightness Index; Tracking data; Spatio-temporal scale; FRACTAL ANALYSES; TORTUOSITY; MODELS;
D O I
10.1016/j.jtbi.2012.10.007
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We present a new measure for analysing animal movement data, which we term a 'Multi-Scale Straightness Index' (MSSI). The measure is a generalisation of the 'Straightness Index', the ratio of the beeline distance between the start and end of a track to the total distance travelled. In our new measure, the Straightness Index is computed repeatedly for track segments at all possible temporal scales. The MSSI offers advantages over the standard Straightness Index, and other simple measures of track tortuosity (such as Sinuosity and Fractal Dimension), because it provides multiple characterisations of straightness, rather than just a single summary measure. Thus, comparisons can be made among different segments of trajectories and changes in behaviour can be inferred, both over time and at different temporal granularities. The measure also has an important advantage over several recent and increasingly popular methods for detecting behavioural changes in time-series locational data (e.g., state-space models and positional entropy methods), in that it is extremely simple to compute. Here, we demonstrate use of the MSSI on both synthetic and real animal-movement trajectories. We show how behavioural changes can be inferred within individual tracks and how behaviour varies across spatio-temporal scales. Our aim is to present a useful tool for researchers requiring a computationally simple but effective means of analysing the movement patterns of animals. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:175 / 185
页数:11
相关论文
共 50 条
  • [1] Levy or Not? Analysing Positional Data from Animal Movement Paths
    Plank, Michael J.
    Auger-Methe, Marie
    Codling, Edward A.
    DISPERSAL, INDIVIDUAL MOVEMENT AND SPATIAL ECOLOGY: A MATHEMATICAL PERSPECTIVE, 2013, 2071 : 33 - 52
  • [2] Multi-scale PDE Inverse Problem in Bacterial Movement
    Hellmuth, Kathrin
    Klingenberg, Christian
    Li, Qin
    HYPERBOLIC PROBLEMS: THEORY, NUMERICS, APPLICATIONS, VOL II, HYP2022, 2024, 35 : 395 - 405
  • [3] Necessary but not sufficient: Tools for analysing multi-scale integrated eco-social systems
    Blackstock, K. L.
    Matthews, K. M.
    Buchan, K.
    Miller, D. G.
    Aspinall, R.
    Rivington, M.
    18TH WORLD IMACS CONGRESS AND MODSIM09 INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION: INTERFACING MODELLING AND SIMULATION WITH MATHEMATICAL AND COMPUTATIONAL SCIENCES, 2009, : 2871 - 2877
  • [4] MPCCs and ROMS: New Paradigms for Multi-scale Process Optimization
    Biegler, Lorenz T.
    PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON FOUNDATIONS OF COMPUTER-AIDED PROCESS DESIGN, 2014, 34 : 75 - 87
  • [5] Multi-scale solution for building extraction from LiDAR and image data
    Vu, T. Thuy
    Yamazaki, Fumio
    Matsuoka, Masashi
    INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2009, 11 (04): : 281 - 289
  • [6] A data-driven approach for multi-scale building archetypes development
    Ali, Usman
    Shamsi, Mohammad Haris
    Hoare, Cathal
    Mangina, Eleni
    O'Donnell, James
    ENERGY AND BUILDINGS, 2019, 202
  • [7] Multi-scale brain networks
    Betzel, Richard F.
    Bassett, Danielle S.
    NEUROIMAGE, 2017, 160 : 73 - 83
  • [8] Multi-scale tests for serial correlation
    Gencay, Ramazan
    Signori, Daniele
    JOURNAL OF ECONOMETRICS, 2015, 184 (01) : 62 - 80
  • [9] Multi-scale and multi-domain computational astrophysics
    van Elteren, Arjen
    Pelupessy, Inti
    Zwart, Simon Portegies
    PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2014, 372 (2021):
  • [10] Partial differential equation techniques for analysing animal movement: A comparison of different methods
    Wang, Yi-Shan
    Potts, Jonathan R.
    JOURNAL OF THEORETICAL BIOLOGY, 2017, 416 : 52 - 67