TY - GEN
T1 - Smart Manufacturing with Prescriptive Analytics
AU - Vater, Johannes
AU - Harscheidt, Lars
AU - Knoll, Alois
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/5/9
Y1 - 2019/5/9
N2 - Automotive industry faces challenges in manufacturing like increasingly individualized products with a short lead-time to market and higher quality. Additionally to that, new technologies, such as Internet of Things (IoT), big data, data analytics and cloud computing, are changing the production into the next generation of industry. To address these challenges intelligent manufacturing in combination with data analytics plays an important role. In this sense, the integration of prescriptive analytics in manufacturing may help industry to increase productiveness. This paper provides first a comprehensive review of key elements for prescriptive analytics in manufacturing. Furthermore, this paper highlights requirements for a prescriptive analytics based production control, so called prescriptive automation, and finally points out field of activities in this topic.
AB - Automotive industry faces challenges in manufacturing like increasingly individualized products with a short lead-time to market and higher quality. Additionally to that, new technologies, such as Internet of Things (IoT), big data, data analytics and cloud computing, are changing the production into the next generation of industry. To address these challenges intelligent manufacturing in combination with data analytics plays an important role. In this sense, the integration of prescriptive analytics in manufacturing may help industry to increase productiveness. This paper provides first a comprehensive review of key elements for prescriptive analytics in manufacturing. Furthermore, this paper highlights requirements for a prescriptive analytics based production control, so called prescriptive automation, and finally points out field of activities in this topic.
KW - data analytics
KW - industry 4.0
KW - internet of things
KW - prescriptive analytics
KW - prescriptive automation
KW - review
KW - smart manufacturing
UR - http://www.scopus.com/inward/record.url?scp=85066635730&partnerID=8YFLogxK
U2 - 10.1109/ICITM.2019.8710673
DO - 10.1109/ICITM.2019.8710673
M3 - Conference contribution
AN - SCOPUS:85066635730
T3 - Proceedings of 2019 8th International Conference on Industrial Technology and Management, ICITM 2019
SP - 224
EP - 228
BT - Proceedings of 2019 8th International Conference on Industrial Technology and Management, ICITM 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 8th International Conference on Industrial Technology and Management, ICITM 2019
Y2 - 2 March 2019 through 4 March 2019
ER -
