Continuous Improvement of Proactive Event-driven Decision Making through Sensor-Enabled Feedback (SEF)

Alexandros Bousdekis, Nikos Papageorgiou, Babis Magoutas, Dimitris Apostolou, Gregoris Mentzas

2016

Abstract

The incorporation of feedback in the proactive event-driven decision making can improve the recommendations generated and be used to inform users online about the impact of the recommended action following its implementation. We propose an approach for learning cost functions from Sensor-Enabled Feedback (SEF) for the continuous improvement of proactive event-driven decision making. We suggest using Kalman Filter, dynamic Curve Fitting and Extrapolation to update online (i.e. during action implementation) cost functions of actions, with the aim to improve the parameters taken into account for generating recommendations and thus, the recommendations themselves. We implemented our approach in a real proactive manufacturing scenario and we conducted extensive experiments in order to validate its effectiveness.

Paper Citation

in Harvard Style

Bousdekis A., Papageorgiou N., Magoutas B., Apostolou D. and Mentzas G. (2016). Continuous Improvement of Proactive Event-driven Decision Making through Sensor-Enabled Feedback (SEF) . In Proceedings of the 18th International Conference on Enterprise Information Systems - Volume 2: ICEIS, ISBN 978-989-758-187-8, pages 166-173. DOI: 10.5220/0005866701660173

in Bibtex Style

@conference{iceis16,
author={Alexandros Bousdekis and Nikos Papageorgiou and Babis Magoutas and Dimitris Apostolou and Gregoris Mentzas},
title={Continuous Improvement of Proactive Event-driven Decision Making through Sensor-Enabled Feedback (SEF)},
booktitle={Proceedings of the 18th International Conference on Enterprise Information Systems - Volume 2: ICEIS,},
year={2016},
pages={166-173},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005866701660173},
isbn={978-989-758-187-8},
}

in EndNote Style

TY - CONF
JO - Proceedings of the 18th International Conference on Enterprise Information Systems - Volume 2: ICEIS,
TI - Continuous Improvement of Proactive Event-driven Decision Making through Sensor-Enabled Feedback (SEF)
SN - 978-989-758-187-8
AU - Bousdekis A.
AU - Papageorgiou N.
AU - Magoutas B.
AU - Apostolou D.
AU - Mentzas G.
PY - 2016
SP - 166
EP - 173
DO - 10.5220/0005866701660173