Adding diagnostics to intelligent robot systems

被引:0
作者
Chandrababu, Sneha [1 ]
Christensen, Henrik I. [1 ]
机构
[1] Georgia Inst Technol, Coll Comp, Atlanta, GA 30332 USA
来源
2009 IEEE-RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS | 2009年
关键词
Diagnostics; Intelligent Robotics; Bayesian network; Troubleshooting; Quantitative Modeling; BAYESIAN NETWORKS; FAULT-DIAGNOSIS;
D O I
10.1109/IROS.2009.5354626
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Robot systems are increasing in complexity. Trying to diagnose a robot that is non-functional or exhibiting suboptimal performance can be a major challenge. A framework for plug-n-play addition of diagnostics to modules in an object oriented software framework is presented. The methods for modeling of system modules, their transition to a Bayesian model and final implementation are described. The methodology is exemplified for a mobile manipulation system and experimental results are presented.
引用
收藏
页码:3961 / 3967
页数:7
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