TY - GEN
T1 - ANFIS parallel hybrid modeling method for optical encoder calibration
AU - Wang, Yanyong
AU - Deng, Fang
AU - Sun, Jian
AU - Xu, Lishuan
PY - 2012
Y1 - 2012
N2 - A novel hybrid modeling method, combining the knowledge-based model and adaptive-network-based fuzzy inference system (ANFIS) model, is proposed in this paper. The modeling process is presented step by step. Firstly, a simulation based on a single-input nonlinear function is carried out to verify its feasibility and effectiveness, in comparison with results in the previous publication. Secondly, a calibration experiment based on a 16-bit absolute type encoder is presented. Significant improvements regarding the measurement accuracy of the encoder are achieved by employing the proposed approach with respect to original data and traditional algorithms.
AB - A novel hybrid modeling method, combining the knowledge-based model and adaptive-network-based fuzzy inference system (ANFIS) model, is proposed in this paper. The modeling process is presented step by step. Firstly, a simulation based on a single-input nonlinear function is carried out to verify its feasibility and effectiveness, in comparison with results in the previous publication. Secondly, a calibration experiment based on a 16-bit absolute type encoder is presented. Significant improvements regarding the measurement accuracy of the encoder are achieved by employing the proposed approach with respect to original data and traditional algorithms.
KW - ANFIS
KW - Calibration
KW - Encoder
KW - Knowledge-based model
KW - Repeatability
UR - http://www.scopus.com/inward/record.url?scp=84866677012&partnerID=8YFLogxK
U2 - 10.1109/CCDC.2012.6243010
DO - 10.1109/CCDC.2012.6243010
M3 - Conference contribution
AN - SCOPUS:84866677012
SN - 9781457720727
T3 - Proceedings of the 2012 24th Chinese Control and Decision Conference, CCDC 2012
SP - 1591
EP - 1596
BT - Proceedings of the 2012 24th Chinese Control and Decision Conference, CCDC 2012
T2 - 2012 24th Chinese Control and Decision Conference, CCDC 2012
Y2 - 23 May 2012 through 25 May 2012
ER -