TY - GEN
T1 - Contactless Li-ion battery voltage detection by using Walabot and machine learning
AU - Wang, Yanan
AU - Niu, Haoyu
AU - Zhao, Tiebiao
AU - Liao, Xiaozhong
AU - Dong, Lei
AU - Chen, Yangquan
N1 - Publisher Copyright:
Copyright © 2019 ASME.
PY - 2019
Y1 - 2019
N2 - This paper has proposed a contactless voltage classification method for Lithium-ion batteries (LIBs). With a three-dimensional radio-frequency based sensor called Walabot, voltage data of LIBs can be collected in a contactless way. Then three machine learning algorithm, that is, principal component analysis (PCA), linear discriminant analysis (LDA), and stochastic gradient descent (SGD) classifiers, have been employed for data processing. Experiments and comparison have been conducted to verify the proposed method. The colormaps of results and prediction accuracy show that LDA may be most suitable for LIBs voltage classification.
AB - This paper has proposed a contactless voltage classification method for Lithium-ion batteries (LIBs). With a three-dimensional radio-frequency based sensor called Walabot, voltage data of LIBs can be collected in a contactless way. Then three machine learning algorithm, that is, principal component analysis (PCA), linear discriminant analysis (LDA), and stochastic gradient descent (SGD) classifiers, have been employed for data processing. Experiments and comparison have been conducted to verify the proposed method. The colormaps of results and prediction accuracy show that LDA may be most suitable for LIBs voltage classification.
UR - http://www.scopus.com/inward/record.url?scp=85076416354&partnerID=8YFLogxK
U2 - 10.1115/DETC2019-97668
DO - 10.1115/DETC2019-97668
M3 - Conference contribution
AN - SCOPUS:85076416354
T3 - Proceedings of the ASME Design Engineering Technical Conference
BT - 15th IEEE/ASME International Conference on Mechatronic and Embedded Systems and Applications
PB - American Society of Mechanical Engineers (ASME)
T2 - ASME 2019 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC-CIE 2019
Y2 - 18 August 2019 through 21 August 2019
ER -
