A Framework for the Systematic Evaluation of Obstacle Avoidance and Object-Aware Controllers

被引:2
作者
Escobedo, Caleb [1 ]
Nechyporenko, Nataliya [1 ]
Kadekodi, Shreyas [1 ]
Roncone, Alessandro [1 ]
机构
[1] Univ Colorado Boulder, Dept Comp Sci, 1111 Engn Dr, Boulder, CO 80309 USA
来源
2022 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS) | 2022年
关键词
ROBOT;
D O I
10.1109/IROS47612.2022.9982198
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Real-time control is an essential aspect of safe robot operation in the real world with dynamic objects. We present a framework for the analysis of object-aware controllers, methods for altering a robot's motion to anticipate and avoid possible collisions. This framework is focused on three design considerations: kinematics, motion profiles, and virtual constraints. Additionally, the analysis in this work relies don verification of robot behaviors using fundamental robot-obstacle experimental scenarios. To showcase the effectiveness of our method we compare three representative object-aware controllers. The comparison uses metrics originating from the design considerations. From the analysis, we find that the design of object-aware controllers often lacks kinematic considerations, continuity of control points, and stability in movement profiles. We conclude that this framework can be used in the future to design, compare, and benchmark obstacle avoidance methods.
引用
收藏
页码:8117 / 8124
页数:8
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