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Environment modeling for maintenance automation-a next-best-view approach for combining space exploration and object recognition tasks

机译:维护自动化环境建模 - 一种结合空间探索和物体识别任务的下一个最佳视图方法

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In order to enable robot systems to solve complex tasks autonomously, it is essential to model the environment in a sufficient way. This work describes a new approach to create a consistent environment model, using next-best-view planning which combines the optimization of the space exploration and the object recognition task. The approach is designed for the automation of maintenance tasks, which is a challenging task for autonomous robotic systems. After a general overview of the developed system, we explain the theoretic foundations for building a consistent environment model which can be used for manipulation planning. The concept is validated by means of application-oriented examples.
机译:为了使机器人系统能够自主解决复杂任务,必须以充分的方式模拟环境。这项工作描述了一种新的方法来创建一致的环境模型,使用下一个最佳视图规划,该规划结合了空间探索的优化和对象识别任务。该方法专为维护任务的自动化而设计,这对于自主机器人系统来说是一个具有挑战性的任务。在发达系统的一般概述之后,我们解释了构建一致环境模型的理论基础,可用于操纵计划。通过面向应用程序的示例验证该概念。

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