TY - GEN
T1 - Data acquisition for control level automation for SMEs
T2 - 2015 International Conference on Big Data Applications and Services, BigDAS 2015
AU - Kim, Rockwon
AU - Han, Ji Hyeong
AU - Chi, Suyoung
N1 - Publisher Copyright:
© 2015 ACM.
PY - 2015/10/20
Y1 - 2015/10/20
N2 - This paper proposes the architecture for a system to acquire the real-time data on the control level in the shop oor. The main role of proposed system is to generate labeled dataset while tracking a process and extracting its context. The generated dataset is combined the heterogeneous data from the sources such as production equipment, ad-hoc sensors, and key-in devices. In addition, the context is derived from a set (or a sequence) of processes, procedures, operations, or phase instances defined in ISA-88. Finally, the dataset and the context are used for the predictive analysis on the control level of the automation system.
AB - This paper proposes the architecture for a system to acquire the real-time data on the control level in the shop oor. The main role of proposed system is to generate labeled dataset while tracking a process and extracting its context. The generated dataset is combined the heterogeneous data from the sources such as production equipment, ad-hoc sensors, and key-in devices. In addition, the context is derived from a set (or a sequence) of processes, procedures, operations, or phase instances defined in ISA-88. Finally, the dataset and the context are used for the predictive analysis on the control level of the automation system.
KW - Data acquisition system
KW - Manufacturing data management
KW - Production data integration
UR - http://www.scopus.com/inward/record.url?scp=84996619206&partnerID=8YFLogxK
U2 - 10.1145/2837060.2837090
DO - 10.1145/2837060.2837090
M3 - Conference contribution
AN - SCOPUS:84996619206
T3 - ACM International Conference Proceeding Series
SP - 180
EP - 183
BT - Proceedings of the 2015 International Conference on Big Data Applications and Services, BigDAS 2015
A2 - Nasridinov, Aziz
A2 - Leung, Carson K.
PB - Association for Computing Machinery
Y2 - 20 October 2015 through 23 October 2015
ER -