TY - JOUR
KW - Kmeans
KW - Robotics
KW - Classification
KW - Human Activity
KW - Push Recovery
KW - Bipedal
AU - Anubha Parashar
AU - Apoorva Parashar
AU - Somya Goyal
AB - Push recovery is prime ability that is essential to be incorporated in the process of developing a robust humanoid robot to support bipedalism. In real environment it is very essential for humanoid robot to maintain balance. In this paper we are generating a control system and push recovery controller for humanoid robot walking. We apply different kind of pushes to humanoid robot and the algorithm that can bring a change in the walking stage to sustain walking. The simulation is done in 3D environment using Webots. This paper describes techniques for feature selection to foreshow push recovery for hip, ankle and knee joint. We train the system by K-Mean algorithm and testing is done on crouch data and tested results are reported. Random push data of humanoid robot is collected and classified to see whether push lie in safer region and then tested on given proposed system.
IS - Regular Issue
M1 - 2
N2 - Push recovery is prime ability that is essential to be incorporated in the process of developing a robust humanoid robot to support bipedalism. In real environment it is very essential for humanoid robot to maintain balance. In this paper we are generating a control system and push recovery controller for humanoid robot walking. We apply different kind of pushes to humanoid robot and the algorithm that can bring a change in the walking stage to sustain walking. The simulation is done in 3D environment using Webots. This paper describes techniques for feature selection to foreshow push recovery for hip, ankle and knee joint. We train the system by K-Mean algorithm and testing is done on crouch data and tested results are reported. Random push data of humanoid robot is collected and classified to see whether push lie in safer region and then tested on given proposed system.
PY - 2016
SP - 29
EP - 34
T2 - International Journal of Interactive Multimedia and Artificial Intelligence
TI - Push Recovery for Humanoid Robot in Dynamic Environment and Classifying the Data Using K-Mean
UR - http://www.ijimai.org/journal/sites/default/files/files/2016/11/ijimai20164_2_5_pdf_12005.pdf
VL - 4
SN - 1989-1660
ER -