[1]RUAN Xiaogang,PANG Tao,ZHANG Xiaoping,et al.Research on the autonomous phototaxis behavior of a robot based on emotion intelligence[J].CAAI Transactions on Intelligent Systems,2015,10(1):97-102.[doi:10.3969/j.issn.1673-4785.201312035]
Copy
CAAI Transactions on Intelligent Systems[ISSN 1673-4785/CN 23-1538/TP] Volume:
10
Number of periods:
2015 1
Page number:
97-102
Column:
学术论文—智能系统
Public date:
2015-03-25
- Title:
-
Research on the autonomous phototaxis behavior of a robot based on emotion intelligence
- Author(s):
-
RUAN Xiaogang1; PANG Tao1; 2; ZHANG Xiaoping1; WANG Ershen2
-
1. College of Electronic and Control Engineering, Beijing University of Technology, Beijing 100124, China;
2. College of Electronic Information Engineering, Shenyang Aerospace University, Shenyang 110136, China
-
- Keywords:
-
cognitive robotics; intrinsic motivation; mobile robot; phototaxis skill; emotion intelligence; sensorimotor system; fuzzy reasoning method; orientation
- CLC:
-
TP242.6
- DOI:
-
10.3969/j.issn.1673-4785.201312035
- Abstract:
-
In this paper, a kind of bionic learning mechanism of intrinsic motivation on the basis of emotion intelligence is proposed for the autonomous phototaxis behavior of a mobile robot. The learning mechanism is on the basis of the learning mechanism of the sensorimotor system of a living body, including the links of evaluation, behavioral choices and orientation. The emotion model is constructed by the fuzzy neural network and the output of emotion model is taken as the internal reward signal of the evaluation link. The learning mechanism may make a robot gradually form, develop and perfect the phototaxis skills by autonomous learning and training in an unknown environment. The emotion intelligence may increase the number of exploratory successes and reduce the learning steps. The simulation results demonstrated the effectiveness of this method.