The Exchange of Knowledge Using Cloud Robotics

被引:30
作者
Bozcuoglu, Asil Kaan [1 ,2 ]
Kazhoyan, Gayane [1 ]
Furuta, Yuki [2 ]
Stelter, Simon [1 ]
Beetz, Michael [1 ]
Okada, Kei [2 ]
Inaba, Masayuki [2 ]
机构
[1] Univ Bremen, Inst Artificial Intelligence, D-28359 Bremen, Germany
[2] Univ Tokyo, JSK Lab, Dept Mechanoinformat, Grad Sch Informat Sci & Technol, Tokyo 1138656, Japan
来源
IEEE ROBOTICS AND AUTOMATION LETTERS | 2018年 / 3卷 / 02期
关键词
Service robots; learning and adaptive systems; distributed robot systems; REPRESENTATION; MANIPULATION;
D O I
10.1109/LRA.2018.2794626
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
To enable robots to perform human-level tasks flexibly in varying conditions, we need a mechanism that allows them to exchange knowledge between themselves for crowd-sourcing the knowledge gap problem. One approach to achieve this is to equip a cloud application with a range of encyclopedic knowledge (i.e., ontologies) and execution logs of different robots performing the same tasks in different environments. In this letter, we show how knowledge exchange between robots can be done using openEASE as the cloud application. We equipped openEASE with ontologies about the kitchen domain, execution logs of three robots operating in two different kitchens, and semantic descriptions of both environments. By addressing two different use cases, we show that two PR2 robots and one Fetch robot can successfully adapt each other's plan parameters and subsymbolic data to the experiments that they are conducting.
引用
收藏
页码:1072 / 1079
页数:8
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