47 citations · 182 across the 18 of their papers we have counts for
10 papers · 1 filter
Deep Learning with a Classifier System: Initial Results
Richard J. Preen, Larry Bull
This article presents the first results from using a learning classifier system capable of performing adaptive computation with deep neural networks. Individual classifiers within…
Autoencoding with a Classifier System
Richard J. Preen, Stewart W. Wilson, Larry Bull
Autoencoders are data-specific compression algorithms learned automatically from examples. The predominant approach has been to construct single large global models that cover the…
Towards an Evolvable Cancer Treatment Simulator
Richard J. Preen, Larry Bull, Andrew Adamatzky
The use of high-fidelity computational simulations promises to enable high-throughput hypothesis testing and optimisation of cancer therapies. However, increasing realism comes at…
Evolutionary n-level Hypergraph Partitioning with Adaptive Coarsening
Richard J. Preen, Jim Smith
Hypergraph partitioning is an NP-hard problem that occurs in many computer science applications where it is necessary to reduce large problems into a number of smaller, computation…
Design Mining Microbial Fuel Cell Cascades
Richard J. Preen, Jiseon You, Larry Bull +1
Microbial fuel cells (MFCs) perform wastewater treatment and electricity production through the conversion of organic matter using microorganisms. For practical applications, it ha…
On Design Mining: Coevolution and Surrogate Models
Richard J. Preen, Larry Bull
Design mining is the use of computational intelligence techniques to iteratively search and model the attribute space of physical objects evaluated directly through rapid prototypi…
Design Mining Interacting Wind Turbines
Richard J. Preen, Larry Bull
An initial study of surrogate-assisted evolutionary algorithms used to design vertical-axis wind turbines wherein candidate prototypes are evaluated under fan generated wind condit…
Toward the Coevolution of Novel Vertical-Axis Wind Turbines
Richard J. Preen, Larry Bull
The production of renewable and sustainable energy is one of the most important challenges currently facing mankind. Wind has made an increasing contribution to the world's energy…
Towards the Evolution of Novel Vertical-Axis Wind Turbines
Richard J. Preen, Larry Bull
Renewable and sustainable energy is one of the most important challenges currently facing mankind. Wind has made an increasing contribution to the world's energy supply mix, but st…
Towards the Evolution of Vertical-Axis Wind Turbines using Supershapes
Richard J. Preen, Larry Bull
We have recently presented an initial study of evolutionary algorithms used to design vertical-axis wind turbines (VAWTs) wherein candidate prototypes are evaluated under approxima…