A Proposed Architecture for Autonomous Operations in Backhoe Machines

被引:1
|
作者
Mastalli, Carlos [1 ]
Fernandez-Lopez, Gerardo [2 ]
机构
[1] Ist Italiano Tecnol, Dept Adv Robot, Genoa, Italy
[2] Univ Simon Bolivar, Mechatron Res Grp, Baruta, Venezuela
来源
关键词
Autonomous backhoe machine; Learning from demonstration; Dynamic movement primitives; Perception system;
D O I
10.1007/978-3-319-08338-4_111
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work is developed an architecture which consists of four main components: perception system, tasks planning, motion planner, and control systems that allow autonomous operations in backhoe machines. In the first part is described the architecture of control system. A set of techniques for collision mapping of the scene is described and implemented. Moreover, a motion planning system based on Learning from Demonstration using Dynamic Movement Primitives as control policy is proposed, which allows backhoe machines to perform operations in autonomous manner. A statement of reasons is presented, wherein we justified the implementation of such motion system versus planners like A*, Probabilistic RoadMap (PRM), Rapidly-exploring Random Tree (RRT), etc. In addition, we present the performance of the architecture in a simulation environment.u
引用
收藏
页码:1549 / 1559
页数:11
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