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Considering Human Factors in the Development of Situation-Aware CEP Applications: New Direction Paper

Published: 08 June 2017 Publication History

Abstract

Stream processing has emerged as the major paradigm to tackle the digital information flood. Within stream processing, complex event processing (CEP) represents a pattern-based approach that enables automated situation detection and real-time monitoring. One deficit of CEP applications is the negligence of the evolution of situations, as only two states are differentiated with regard to the occurrence of situations: detected and not detected. This behavior might lead to critical situations due to a decreased comprehensibility for operators. On the other side situation awareness (SAW) is a recognized psychological model describing the characteristics and mechanisms of operators responsible for complex systems. In this paper, we combine the technological method CEP with the human factors identified in SAW to determine the missing links. In order to bridge the gap, this paper presents an extension of the state-of-the-art situation lifecycle to support SAW to its full extent. Furthermore, requirements for situation-aware CEP applications are derived and a methodology to develop such applications is proposed.

References

[1]
A. Artikis, C. Baber, P. Bizarro, C. Canudas-de Wit, O. Etzion, F. Fournier, P. Goulart, A. Howes, J. Lygeros, G. Paliouras, A. Schuster, and I. Sharfman. 2014. Scalable Proactive Event-Driven Decision Making. Technology and Society Magazine, IEEE 33, 3 (Fall 2014).
[2]
Mica R. Endsley. 1995. Toward a Theory of Situation Awareness in Dynamic Systems. Human Factors: The Journal of the Human Factors and Ergonomics Society 37, 1 (1995).
[3]
Mica R. Endsley and Erik S. Connors. 2008. Situation awareness: State of the art. In Energy Society General Meeting.
[4]
Yagil Engel and Opher Etzion. 2011. Towards Proactive Event-driven Computing. In Proceedings of the 5th ACM International Conference on Distributed Event-based System (DEBS '11). ACM, New York, NY, USA, 12.
[5]
Yagil Engel, Opher Etzion, and Zohar Feldman. 2012. A Basic Model for Proactive Event-driven Computing. In Proceedings of the 6th ACM International Conference on Distributed Event-Based Systems (DEBS '12). ACM, New York, NY, USA, 12.
[6]
Opher Etzion and Peter Niblett. 2011. Event processing in action. Manning. http://proquest.tech.safaribooksonline.de/9781935182214
[7]
Zohar Feldman, Fabiana Fournier, Rod Franklin, and Andreas Metzger. 2013. Proactive event processing in action: a case study on the proactive management of transport processes (industry article). In Proceedings of the 7th ACM international conference on Distributed event-based systems. ACM.
[8]
Fabiana Fournier, Alexander Kofman, Inna Skarbovsky, and Anastasios Skarlatidis. 2015. Extending Event-Driven Architecture for Proactive Systems. In EDBT/ICDT Workshops.
[9]
Bastian Hoßbach, Nikolaus Glombiewski, Andreas Morgen, Franz Ritter, and Bernhard Seeger. 2013. JEPC: the java event processing connectivity. Datenbank-Spektrum 13, 3 (2013), 167--178.
[10]
Bastian Hossbach and Bernhard Seeger. 2013. Anomaly Management Using Complex Event Processing. In Proceedings of the 16th International Conference on Extending Database Technology (EDBT '13). ACM, New York, NY, USA, 6.
[11]
Doug Laney. 2001. 3D data management: Controlling data volume, velocity and variety. META Group Research Note 6 (2001).
[12]
A. Metzger, R. Franklin, and Y. Engel. 2012. Predictive Monitoring of Heterogeneous Service-Oriented Business Networks: The Transport and Logistics Case. In SRII Global Conference (SRII), 2012 Annual.
[13]
Raef Mousheimish, Yehia Taher, and Karine Zeitouni. 2016. autoCEP: Automatic Learning of Predictive Rules for Complex Event Processing. In International Conference on Service-Oriented Computing. Springer, 586--593.
[14]
Andrea Salfinger, Werner Retschitzegger, and Wieland Schwinger. 2013. Maintaining Situation Awareness over Time - A Survey on the Evolution Support of Situation Awareness Systems. In 2013 Conference on Technologies and Applications of Artificial Intelligence (TAAI).
[15]
Andrea Salfinger, Werner Retschitzegger, and Wieland Schwinger. 2014. Staying aware in an evolving world --- Specifying and tracking evolving situations. In 2014 IEEE International Inter-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA).
[16]
C.E.Shannon. 2001. A mathematical theory of communication. ACM SIGMOBILE Mobile Computing and Communications Review 5, 1 (2001).
[17]
Herbert A Simon. 1971. Designing organizations for an information-rich world. (1971).
[18]
Nenad Stojanovic and Alexander Artikis. 2011. On Complex Event Processing for Real-Time Situational Awareness. In Rule-Based Reasoning, Programming, and Applications, Nick Bassiliades, Guido Governatori, and Adrian Paschke (Eds.). Lecture Notes in Computer Science, Vol. 6826. Springer Berlin Heidelberg.
[19]
FERNANDO TERROSO-SÁENZ, AURORA GONZÁLEZ-VIDAL, and ANTONIOF SKARMETA. 2016. Towards Anticipate Detection Of Complex Event Processing Rules With Probabilistic Modelling. International Journal of Design & Nature and Ecodynamics 11, 3 (2016).
[20]
Gabriella Tóth, Lajos Jenő Fülöp, László Vidács, Árpád Beszédes, Hunor Demeter. and Lóránt Farkas. 2010. Complex Event Processing Synergies with Predictive Analytics. In Proceedings of the Fourth ACM International Conference on Distributed Event-Based Systems (DEBS '10). ACM, New York, NY, USA, 2.
[21]
Sanja Vranes, Mladen Stanojevic, Valentina Janev, Vuk Mijovic, Nikola Tomasevic, Lydia Kraus, and Zoran Ilic. 2011. Application of Complex Event Processing Paradigm in Situation Awareness and Management. In 22nd International Conference on Database and Expert Systems Applications (DEXA).

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    cover image ACM Conferences
    DEBS '17: Proceedings of the 11th ACM International Conference on Distributed and Event-based Systems
    June 2017
    393 pages
    ISBN:9781450350655
    DOI:10.1145/3093742
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    Published: 08 June 2017

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    Author Tags

    1. Complex Event Processing
    2. Disruption Management System
    3. Situation Awareness

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    DEBS '17 Paper Acceptance Rate 22 of 60 submissions, 37%;
    Overall Acceptance Rate 145 of 583 submissions, 25%

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