AN AUTOMATED TACTILE SENSING STRATEGY FOR PLANAR OBJECT RECOGNITION AND LOCALIZATION

被引:12
作者
SCHNEITER, JL [1 ]
SHERIDAN, TB [1 ]
机构
[1] MIT,DEPT MECH ENGN,CAMBRIDGE,MA 02139
基金
美国海洋和大气管理局; 美国国家航空航天局;
关键词
Active touch; object recognition; object representation; sensor planning; tactile sensing; tactile sensors;
D O I
10.1109/34.57668
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work addresses the planning problem associated with tactile exploration for object recognition and localization. Given that an object has been sensed and is one of a number of modeled objects, and given that the data obtained so far are insufficient for recognition and/or localization, the methods developed here determine the paths along which a point contact sensor must be directed in order to obtain further highly diagnostic measurements. Three families of sensor paths are found. The first is the family of paths for which recognition and localization are guaranteed. The second guarantees only that something will be learned. The third represents paths to avoid because nothing new will be learned. The methods are based on a small but powerful set of geometric ideas, and are developed for two-dimensional, planar-faced objects. They are conceptually easily generalized to handle three-dimensional objects, including objects with through holes. © 1990 IEEE
引用
收藏
页码:775 / 786
页数:12
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