A Quality Diversity Study in EvoDevo Processes for Engineering Design

Created by W.Langdon from gp-bibliography.bib Revision:1.8010

@InProceedings{buchanan:2024:CEC,

• author = "Edgar Buchanan and Simon Hickinbotham and Rahul Dubey and Imelda Friel and Andrew Colligan and Mark Price and Andy M. Tyrrell",
• title = "A Quality Diversity Study in {EvoDevo} Processes for Engineering Design",
• booktitle = "2024 IEEE Congress on Evolutionary Computation (CEC)",
• year = "2024",
• editor = "Bing Xue",
• address = "Yokohama, Japan",
• month = "30 " # jun # " - 5 " # jul,
• publisher = "IEEE",
• keywords = "genetic algorithms, genetic programming, Measurement, Dimensionality reduction, Refining, Evolutionary computation, Calibration, evodevo, generative design, structural engineering, quality diversity, neural networks",
• isbn13 = "979-8-3503-0837-2",
• DOI = "doi:10.1109/CEC60901.2024.10612076",
• 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.",
• 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