A Quality Diversity Study in EvoDevo Processes for Engineering Design
Created by W.Langdon from
gp-bibliography.bib Revision:1.7975
- @InProceedings{buchanan:2024:CEC,
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author = "Edgar Buchanan and Simon Hickinbotham and
Rahul Dubey and Imelda Friel and Andrew Colligan and Mark Price and
Andy M. Tyrrell",
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title = "A Quality Diversity Study in {EvoDevo} Processes for
Engineering Design",
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booktitle = "2024 IEEE Congress on Evolutionary Computation (CEC)",
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year = "2024",
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editor = "Bing Xue",
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address = "Yokohama, Japan",
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month = "30 " # jun # " - 5 " # jul,
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publisher = "IEEE",
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keywords = "genetic algorithms, genetic programming, Measurement,
Dimensionality reduction, Refining, Evolutionary
computation, Calibration, evodevo, generative design,
structural engineering, quality diversity, neural
networks",
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isbn13 = "979-8-3503-0837-2",
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DOI = "doi:10.1109/CEC60901.2024.10612076",
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abstract = "For a long time engineering design has relied on human
engineers manually crafting and refining designs using
their expertise and experience. In Bio-inspired
Evolutionary Development (EvoDevo), generative
algorithms are employed to investigate a broader design
space that may go beyond what human engineers have
considered. Previous literature has demonstrated the
use of quality and diversity (QD) algorithms in
evolutionary approaches to drive the process to better
quality solutions. This paper provides a study to
understand the effects of using QD algorithms in
EvoDevo processes for engineering design. This paper
also analyses the impact of using different behavioural
characterisations (BC) in the performance of the
quality of the solutions found. The results demonstrate
that quality and diversity algorithms can find better
solutions than other EAs for engineering design
problems. It was also found that the characterisation
of the BC is important to get the best results.",
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notes = "also known as \cite{10612076}
WCCI 2024",
- }
Genetic Programming entries for
Edgar Buchanan
Simon John Hickinbotham
Rahul Dubey
Imelda Friel
Andrew Colligan
Mark Price
Andrew M Tyrrell
Citations