GPML: an XML-based standard for the interchange of genetic programming trees
Esmail Saber (2019). GPML: an XML-based standard for the interchange of genetic programming trees. Genetic Programming and Evolvable Machines . 11.
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.
|Journal||Genetic Programming and Evolvable Machines|
|Digital Object Identifier (DOI)||doi:10.1007/s10710-019-09370-4|
|Web address (URL)||https://link.springer.com/article/10.1007/s10710-019-09370-4?wt_mc=Internal.Event.1.SEM.ArticleAuthorOnlineFirst&utm_source=ArticleAuthorContributingOnlineFirst&utm_medium=email&utm_content=AA_en_06082018&ArticleAuthorContributingOnlineFirst_20191129|
|27 Nov 2019|
|Publication process dates|
|Accepted||13 Nov 2019|
|Deposited||12 Dec 2019|
CC BY 4.0
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