Free-form Trap Design for Vibratory Feeders using a Genetic Algorithm and Dynamic Simulation

被引:1
作者
Haraldson, Daniel Franzeen [1 ]
Sorensen, Lars Caroe [1 ]
Mathiesen, Simon [1 ]
机构
[1] Univ Southern Denmark, Maersk McKinney Moller Inst, SDU Robot, DK-5230 Odense M, Denmark
来源
ICINCO: PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS | 2020年
关键词
Self-adaptive Genetic Algorithm; Dynamic Simulation; Part Feeding; Vibratory Feeders; Optimization;
D O I
10.5220/0009816402940304
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The task of feeding parts into a manufacturing system is still extensively handled using classical vibratory bowl feeders. However, the task of designing these feeders is complex and largely handled by experience and trial-and-error. This paper proposes a Self-Adaptive Genetic Algorithm based learning strategy that uses dynamic simulation to validate feeder designs. Compared to previous approaches of ensuring parts are oriented to a desired orientation by both deciding on a set of suitable mechanisms and then optimizing them to the specific part, this strategy learns a free-form design needing little prior domain knowledge from the designer. This novel approach to feeder design is validated on two different parts and it creates designs of hills and valley that reorients the parts to a single orientation. The found designs are validated both in simulation and with real-world experiments and achieve high success rates for reorienting the parts.
引用
收藏
页码:294 / 304
页数:11
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