TY - GEN
T1 - Board-to-Board Connector Mating Using Data-Driven Approach
AU - Lin, Hsien I.
AU - Singh, Ashutosh Kumar
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - Force measurement and control for the automatic process are crucial in automation, especially in the insertion (mating) task. This fragile task is needs to be automated for safety and economical purposes. One small mistake and misjudgement by operators could damage the fragile component, and also cause the company material loss. In this paper, the mating process is implemented by an articulated robot with a force sensor mounted on it. We propose a data-driven approach for the procedure to automate the mating process of the slimstack Board-to-Board (BtB) insertion process. The force data is recorded and encoded to a recurrence 2D plot. Then the 2D image is used to predict the position and alignment of the male and female Board-to-Board connector. By using the encoding approach, the system can classify each corresponding force based on its status of BtB insertion and provide a safety procedure in the insertion process. The proposed model is compared with the efficient time series LSTM model.
AB - Force measurement and control for the automatic process are crucial in automation, especially in the insertion (mating) task. This fragile task is needs to be automated for safety and economical purposes. One small mistake and misjudgement by operators could damage the fragile component, and also cause the company material loss. In this paper, the mating process is implemented by an articulated robot with a force sensor mounted on it. We propose a data-driven approach for the procedure to automate the mating process of the slimstack Board-to-Board (BtB) insertion process. The force data is recorded and encoded to a recurrence 2D plot. Then the 2D image is used to predict the position and alignment of the male and female Board-to-Board connector. By using the encoding approach, the system can classify each corresponding force based on its status of BtB insertion and provide a safety procedure in the insertion process. The proposed model is compared with the efficient time series LSTM model.
KW - Board-to-Board (BtB) Connector
KW - Force data analysis
KW - Recurrence plot
UR - http://www.scopus.com/inward/record.url?scp=85125558842&partnerID=8YFLogxK
U2 - 10.1109/INDIN45523.2021.9557555
DO - 10.1109/INDIN45523.2021.9557555
M3 - Conference contribution
AN - SCOPUS:85125558842
T3 - IEEE International Conference on Industrial Informatics (INDIN)
BT - Proceedings - 2021 IEEE 19th International Conference on Industrial Informatics, INDIN 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 19th IEEE International Conference on Industrial Informatics, INDIN 2021
Y2 - 21 July 2021 through 23 July 2021
ER -