GPML: an XML-based standard for the interchange of genetic programming trees
GPML: an XML-based standard for the interchange of genetic programming trees
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DOI：
10.1007/s10710-019-09370-4
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发表时间：
2019-11
影响因子：
2.6
通讯作者：
Tiantian Dou;Yuri Kaszubowski Lopes;P. Rockett;E. A. Hathway;Esmail Saber
中科院分区：
文献类型：
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作者：
Tiantian Dou;Yuri Kaszubowski Lopes;P. Rockett;E. A. Hathway;Esmail Saber
我们提出了一个遗传编程标记语言（GPML），一个基于XML的标准的遗传编程树的交换，并概述了这样一种格式将带来的好处，允许在应用程序中部署训练的遗传编程（GP）模型，以及允许GP研究人员直接共享训练的树的附属好处。我们提出了这个标准的正式定义，并描述了实现的细节。此外，我们提出了一个案例研究，其中GPML是用来实现一个模型预测控制器的控制建筑供热厂。
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.