5 papers
Modification speed and radius of higher-order interactions alter the oscillatory dynamics in an agent-based model
Thomas Van Giel, Hanna Jaspaert, Aisling J. Daly +2
Understanding the population dynamics of ecological systems is crucial for predicting shifts in biodiversity and ensuring the protection of these systems. Established models often…
A Comprehensive Taxonomy of Cellular Automata
Michiel Rollier, Kallil M. C. Zielinski, Aisling J. Daly +2
Cellular automata (CAs) are fully-discrete dynamical models that have received much attention due to the fact that their relatively simple setup can nonetheless express highly comp…
Convolutional Neural Networks for Automated Cellular Automaton Classification
Michiel Rollier, Aisling J. Daly, Jan M. Baetens
The emergent dynamics in spacetime diagrams of cellular automata (CAs) is often organised by means of a number of behavioural classes. Whilst classification of elementary CAs is fe…
Efficient Simulation of Non-uniform Cellular Automata with a Convolutional Neural Network
Michiel Rollier, Aisling J. Daly, Odemir M. Bruno +1
Cellular automata (CAs) and convolutional neural networks (CNNs) are closely related due to the local nature of information processing. The connection between these topics is benef…
Modification speed alters stability of ecological higher-order interaction networks
Thomas Van Giel, Aisling J. Daly, Jan M. Baetens +1
Higher-order interactions (HOIs) have the potential to greatly increase our understanding of ecological interaction networks beyond what is possible with established models that us…