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.

中文翻译：

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GPML：一种基于 XML 的遗传编程树交换标准

我们提出了一种遗传编程标记语言 (GPML)，一种用于遗传编程树交换的基于 XML 的标准，并概述了这种格式将带来的好处，允许在应用程序中部署训练有素的遗传编程 (GP) 模型以及允许 GP 研究人员直接共享受过训练的树木的附带好处 我们提出了该标准的正式定义并描述了实现的细节。此外，我们还提供了一个案例研究，其中使用 GPML 来实现模型预测控制器以控制建筑供暖设备。