Combining bioenergetics and movement models to improve understanding of the population consequences of disturbance
Creators: name: Chudzinska, Magda
name: Klementisova, Katarina
name: Booth, Cormac
name: Harwood, John
Publisher: name: Zenodo
Year: 2023
Subjects: Capital and income breeder
Harbour Porpoise
grey seal
Harbour seal
dynamic bioenergetics models
disturbance
exposure
movement
resident species
highly-mobile species
dynamic energetic models
Individual-based models
Population consequences of disturbance
stressor
offshore construction

description: We developed dynamic bioenergetics models to investigate how behavioural responses to anthropogenic disturbance events might affect the population dynamics of three marine mammal species (harbour porpoise, grey seal and harbour seal) with contrasting life-history traits (capital vs income breeders) and movement behaviour (resident vs nomadic). We used these models to analyse how individual vital rates were affected by differences in the probability of disturbance and the duration of any behavioural response, while taking account of uncertainty in the model parameters and heterogeneity in behaviour. The outputs of individual movement models and telemetry data were then used to determine how the probability of exposure might vary among species, individuals, and geographical locations. We then demonstrate how these estimated probabilities of exposure can be translated into probabilities of disturbance. For illustrative purposes, we modelled the potential effects of a temporary decrease in energy assimilation associated with a series of disturbance events that might realistically occur during the construction of an offshore windfarm. Offspring starvation mortality was the vital rate that was most affected by these disturbance events. Monitoring of rates should be considered as standard practice so that populations' responses can be detected as early as possible. Predicted effects on individual vital rates depended on the species' movement behaviour and the likely density of animals where the modelled construction activity was assumed to take place. The magnitude of these effects also depended critically on the assumed duration of the reduction in energy assimilation. No direct estimates of this variable are currently available, but we suggest some ways in which it could be estimated. The described approach could be extended to other species and activities, given sufficient information to parameterise the component models. However, we emphasise the need to account for among-individual heterogeneities and uncertainties in the values of the many model parameters.
description: Funding provided by: Marine Mammal Scientific Support Research Programme *Crossref Funder Registry ID: Award Number: 19981
Funding provided by: Naval Facilities Engineering CommandCrossref Funder Registry ID: https://ror.org/0539h2w52Award Number: N3943019C2175
description: The attached R code presents the bioenergetic model used in the study. No input data is needed for simulations other than defining model settings.

Pre-processed data from telemetry are also attached in order to produce Figure 2 in the manuscript. 

Finally, input data (generated from the bioenergetic model) and the code to produce Figure E1 in Supplementary Information os also included.