Revealing the hidden effects of anthropogenic disturbance on the spatiotemporal dynamics of animal populations

Lead Research Organisation: University of Glasgow
Department Name: College of Medical, Veterinary, Life Sci

Abstract

Globally, natural ecosystems are under threat due to the ever increasing pressures imposed by human activities. Many ecosystems are becoming fragmented or are being eroded at the edges while the effects of human disturbance are being felt even at the core of protected areas. Often, the impact of human activity or human-altered environments is obvious: when natural habitats are destroyed animals that can't escape will perish; humans directly harvest wild animals through poaching, hunting or fishing; infrastructure, such as wind turbines or roads, lead to collisions that kill animals; while diseases can spread from livestock and decimate wild populations. Beyond these direct impacts, much research has shown how humans can have more subtle effects on animals. For example, human activities can induce avoidance behaviour and restrict access to vital foraging areas, increase stress and vigilance levels, and interfere with sensory mechanisms by introducing noise and light into environments. While not as obvious, these indirect effects can have large impacts since many animals operate at the edge of their physiological limits whereby their energetic demands are finely balanced with resource availability, and weakened individuals can quickly succumb to predators, parasites, or disease. This means that even subtle impacts of human activity can significantly reduce the probability that an animal will survive and reproduce, which in turn can translate to large and sudden declines in the population.

In this research we will investigate the effects of increased human pressures on the migratory population of wildebeest, a keystone species that inhabit the Greater Serengeti ecosystem in East Africa. We will assess how human disturbance is changing how animals move, how much time they spend consuming resources as opposed to being vigilant, and how these factors are affecting their body condition. We will test if these effects alter the survival probability of individuals and the chance that they have viable offspring.

To evaluate the effects of human disturbance on movement and activities, we will use GPS devices and activity sensors mounted on collars that we will deploy on migratory wildebeest, combined with a comprehensive description of the distribution of resources (vegetation and soil nutrient maps) and risks (location of human infrastructure, tourism, illegal hunting activities, and natural predation). The GPS collars and sensors will allow us to track animals and determine how they respond to these environmental features, both in terms of how they move around in space, and how much time they allocate to different activities. To assess how body condition affects survival and reproduction we will analyse metabolites that get deposited in wildebeest tail hair as it grows. We will firstly calibrate our analysis on animals of known body condition, and then use this method to assess the body condition of animals that have died of different causes. This will allow us to estimate how poor body condition reduces a wildebeest's probability of survival. Using a similar analysis we will determine whether animals have reproduced and use field surveys to measure calf survival rates.

To understand how indirect effects of humans scale-up to impact the resilience of the population, we will use Integral Projection Models, a framework that will allow us to use data at the individual level to predict what will happen at the population level. By combining empirical data collection with mathematical models that link individual vital rates with population dynamics, we can ask what happens to the population abundance if human activities increase in specific areas, or if climate change leads to different distributions of resources. This research will be one of the most detailed assessments of the effects of humans on an ecosystem and will provide scientists and managers with vital information about how to keep ecosystems resilient in the future.

Publications

10 25 50
 
Description Predicting the consequences of climate change through integration of physiological and behavioural responses into animal movement models
Amount £67,000 (GBP)
Funding ID NIF\R1\202408 
Organisation The Royal Society 
Sector Charity/Non Profit
Country United Kingdom
Start 02/2022 
End 02/2024
 
Description THE EFFECTS OF ANTHROPOGENIC DISTURBANCE ON THE SPATIOTEMPORAL DYNAMICS OF ANIMAL POPULATIONS
Amount £70,000 (GBP)
Funding ID 2608435 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 10/2021 
End 09/2025
 
Title Solar powered GPS and acclermoter for monitoring movement and behaviour of migratory ungulates 
Description - Solar powered GPS and acclermoter that uses a LoRa WAN network to communicate the fine scale movement and behaviour of migratory ungulates - unique feature is an on-board data processor that runs an algorithm to classify the behaviour of the animal based on the signature of a 6-axis accelerometer measuring at a rate of 5Hz. 
Type Of Material Improvements to research infrastructure 
Year Produced 2023 
Provided To Others? No  
Impact - significantly increases the battery life of animal-borne telemetry equipment - significant decrease in the cost associated with monitoring individual movement and behaviour - on-board processors reduce the amount of data transmitted but are able to reduce the post-hoc analysis required 
 
Title Bayesian integrated step selection function 
Description We implemented hierarchical versions of integrated step selection functions in Stan. This allows for the inclusion of different types of random effects to be included in the analysis. 
Type Of Material Data analysis technique 
Year Produced 2023 
Provided To Others? Yes  
Impact The approach allows to obtain samples of posterior distributions for hierarchical models of integrated spet selection functions. Thus, proper uncertainty quantification is. obtained. 
URL https://github.com/jmmorales/iSSF
 
Description Frankfurt Zoological Society (FZS) 
Organisation Frankfurt Zoological Society
Country Germany 
Sector Public 
PI Contribution - providing scientifc advice on conservation strategies - coordinating collaborative meetings between stakeholders, researchers and managers - providing training opportunities for employees - analysis of conservation related data and feeding information to partner organizations
Collaborator Contribution - in kind contributions to research in terms of equipment, transportation, and field logistics - financial support for some of the monitoring activities - facilitation and introductions to key in-country partnerships
Impact - joint publications - technical reports about threatened species - joint interviews as part of public outreach and engagement - reports regarding threats to the ecosystem, and summaries of animal abundance and distribution
 
Description Tanzania National Parks (TANAPA) 
Organisation Tanzania National Parks
Country Tanzania, United Republic of 
Sector Public 
PI Contribution - Development and trouble shooting of the LoRa WAN network for tracking animals in protected areas - Development and discussion regarding policies about mass-tourism and ways in which to mitigate the ecological impacts - Development of monitoring tools that feed into the the adapative management strategies of protected areas
Collaborator Contribution - Facilitation of tourism data - Availing GIS base layers about the ecosystem - facilitation with resource protection data
Impact - internal reports and presentations about the ecological effects of mass-tourism - monthly reports on ecological trends from the ecosystem - reports and publications about the effects of different management policies particularly to managing the boundaries of the ecosystem - reports and publications about estimating the abundance of keystone species
 
Description Tanzania Wildlife Research Institute (TAWIRI) 
Organisation Tanzania Wildlife Research Institute
Country Tanzania, United Republic of 
Sector Public 
PI Contribution Engaging with researchers at TAWIRI to develop and improve techniques for estimating the distribution and abundance of animals through GPS tracking, automated identification of animals from camera traps, and pipelines for the enumeration and calculation population size from wildlife census data.
Collaborator Contribution - joint training workshops on animal movement - training on machine learning and application to image recognition algorithms - assigned staff from TAWIRI to work on collaborative projects - facilitation of national research permts by TAWIRI for our research
Impact - collaborations on grant applications and award - national reports on animal abundance and population status - co-authored publications
 
Description Greater Serengeti-Mara Conservation Society 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact - a 3 day meeting to discuss threats to the Serengeti ecosystem and to strategize about joint management interventions from both the Tanzanian and Kenya side of the ecoystem and across multiple investors and stakeholders
- we develop agenda for the meeting and focus on scientifically-informed decisions
Year(s) Of Engagement Activity 2023
 
Description Mweka Wildlife College 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact - 4-part presentation from members of our research team about monitoring threats and attributes to ecological processes, understanding animal response to environmental factors, the impacts of anthropogenic activity, and developing tools to monitor animal behaviour
Year(s) Of Engagement Activity 2022
 
Description Netherlands Ecological Research Network 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact - plenary speaker at the annual conference
Year(s) Of Engagement Activity 2022