An Intervention-AUV learns how to perform an underwater valve turning

Arnau Carrera, N. Palomeras, D. Ribas, Petar Kormushev, M. Carreras
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引用次数: 22

Abstract

Intervention autonomous underwater vehicles (I-AUVs) are a promising platform to perform intervention task in underwater environments, replacing current methods like remotely operate underwater vehicles (ROVs) and manned sub-mersibles that are more expensive. This article proposes a complete system including all the necessary elements to perform a valve turning task using an I-AUV. The knowledge of an operator to perform the task is transmitted to an I-AUV by a learning by demonstration (LbD) algorithm. The algorithm learns the trajectory of the vehicle and the end-effector to accomplish the valve turning. The method has shown its feasibility in a controlled environment repeating the learned task with different valves and configurations.
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干预- auv学习如何执行水下阀门转动
干预自主水下航行器(i - auv)是一种在水下环境中执行干预任务的有前途的平台,它取代了目前昂贵的远程操作水下航行器(rov)和载人潜水器等方法。本文提出了一个完整的系统,包括使用I-AUV执行阀门转向任务所需的所有必要元素。通过演示学习(LbD)算法将操作员执行任务的知识传递给I-AUV。该算法通过学习车辆和末端执行器的运动轨迹来完成气门转向。结果表明,该方法在控制环境下重复学习任务的可行性。
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