Dou, T., Lopes, Y., Rockett, P. et al. (2 more authors) (2020) GPML: an XML-based standard for the interchange of genetic programming trees. Genetic Programming and Evolvable Machines, 21 (4). pp. 605-627. ISSN 1389-2576
Abstract
We propose a Genetic Programming Markup Language (GPML), an XML based standard for the interchange of genetic programming trees, and outline the benefits such a format would bring in allowing the deployment of trained genetic programming (GP) models in applications as well as the subsidiary benefit of allowing GP researchers to directly share trained trees. We present a formal definition of this standard and describe details of an implementation. In addition, we present a case study where GPML is used to implement a model predictive controller for the control of a building heating plant.
Metadata
Item Type: | Article |
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Authors/Creators: |
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Copyright, Publisher and Additional Information: | © The Author(s) 2019. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
Keywords: | Genetic programming; Interchange formats; Extensible markup language; Model predictive control |
Dates: |
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Institution: | The University of Sheffield |
Academic Units: | The University of Sheffield > Faculty of Engineering (Sheffield) > Department of Civil and Structural Engineering (Sheffield) |
Depositing User: | Symplectic Sheffield |
Date Deposited: | 22 Nov 2019 11:28 |
Last Modified: | 15 Dec 2021 17:15 |
Status: | Published |
Publisher: | Springer (part of Springer Nature) |
Refereed: | Yes |
Identification Number: | 10.1007/s10710-019-09370-4 |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:153676 |
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Filename: Dou2019_Article_GPMLAnXML-basedStandardForTheI.pdf
Licence: CC-BY 4.0