Modelling movements of Saimaa ringed seals using an individual-based approach
Authored by Volker Grimm, Jacob Nabe-Nielsen, Daniel Ayllon, Anna-Maija Nyman, Lauri Liukkonen, Mervi Kunnasranta, Marja Niemi
Date Published: 2018
DOI: 10.1016/j.ecolmodel.2017.12.002
Sponsors:
No sponsors listed
Platforms:
NetLogo
Model Documentation:
ODD
Flow charts
Mathematical description
Model Code URLs:
https://ars-els-cdn-com.ezproxy1.lib.asu.edu/content/image/1-s2.0-S030438001730488X-mmc1.docx
Abstract
Movement is a fundamental element of animal behaviour, and it is the
primary way through which animals respond to environmental changes.
Therefore, understanding the drivers of individual movement is essential
for species conservation. The endangered Saimaa ringed seal (Phoca
hispida saimensis) lives land-locked in Lake Saimaa and is affected by
various anthropogenic factors. Telemetry studies provide critical
information but are insufficient to identify the mechanisms responsible
for particular movement patterns. To better understand these mechanisms
and to predict how changed movement patterns could influence the
subspecies' spatial ecology, we developed an individual-based movement
model. We divided the seals' daily routines into foraging and resting
and explored how well the model captured observed home ranges and other
movement metrics. Here we present the model, its predictions of home
ranges and its sensitivity to model assumptions and parameter
uncertainty. We used movement data from one individual to calibrate the
model, but this resulted in poor predictions of home range sizes of five
seals used for validation. This suggests that differences in movement
paths not only reflect different landscape configurations but also
differences among the individuals' state and personalities. Therefore,
we separately re-calibrated the model to data from five individuals,
reproducing their home ranges, habitat use and movement paths more
accurately. Although ignoring many aspects of seal behaviour, the model
can be applied as a tool to guide further data collection and analysis,
study seal ecology, and evaluate the efficacy of various conservation
measures. (C) 2017 Elsevier B.V. All rights reserved.
Tags
Conservation
Pattern-oriented modelling
Sensitivity-analysis
Home-range
Body-size
Home range
Bycatch mortality
Phoca hispida saimensis
Saimaa ringed seal
Spatially explicit
individual-based model
Phoca-hispida-saimensis
Alaskan beaufort sea
Open-water season
Perinatal-mortality
Local abundance
Pusa-hispida
Harbor seals