TY - GEN
T1 - A Proposal for Edge Application Framework for Smart Factory
AU - Sakai, Masaki
AU - Nakajima, Tsuyoshi
AU - Takahashi, Kazuya
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/7
Y1 - 2020/7
N2 - In order to improve the productivity of a factory, it is often the case to create an inference model by analyzing data from the machines in the production line, and then to develop an edge application which judges the quality of the products or diagnoses faults of the machines in real time. However, it is difficult to generate an edge application only by deploying the model, because of the variety of data collection and preprocessing methods. To solve this problem, a framework for developing edge applications semi-automatically from inference models is proposed. An actual edge application is prototyped, which proves that the proposed framework concept is feasible.
AB - In order to improve the productivity of a factory, it is often the case to create an inference model by analyzing data from the machines in the production line, and then to develop an edge application which judges the quality of the products or diagnoses faults of the machines in real time. However, it is difficult to generate an edge application only by deploying the model, because of the variety of data collection and preprocessing methods. To solve this problem, a framework for developing edge applications semi-automatically from inference models is proposed. An actual edge application is prototyped, which proves that the proposed framework concept is feasible.
KW - Edge application framework
KW - Edgecross
KW - PMML
UR - http://www.scopus.com/inward/record.url?scp=85094113995&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85094113995&partnerID=8YFLogxK
U2 - 10.1109/COMPSAC48688.2020.00-23
DO - 10.1109/COMPSAC48688.2020.00-23
M3 - Conference contribution
AN - SCOPUS:85094113995
T3 - Proceedings - 2020 IEEE 44th Annual Computers, Software, and Applications Conference, COMPSAC 2020
SP - 1622
EP - 1627
BT - Proceedings - 2020 IEEE 44th Annual Computers, Software, and Applications Conference, COMPSAC 2020
A2 - Chan, W. K.
A2 - Claycomb, Bill
A2 - Takakura, Hiroki
A2 - Yang, Ji-Jiang
A2 - Teranishi, Yuuichi
A2 - Towey, Dave
A2 - Segura, Sergio
A2 - Shahriar, Hossain
A2 - Reisman, Sorel
A2 - Ahamed, Sheikh Iqbal
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 44th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2020
Y2 - 13 July 2020 through 17 July 2020
ER -