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CEP-traj: An event-based solution to process trajectory data

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Author: Terroso-Saenz, F. · Valdes-Vela, M. · Breejen, E. den · Hanckmann, P. · Dekker, R. · Skarmeta-Gomez, A.F.
Type:article
Date:2015
Publisher: Elsevier Ltd
Source:Information Systems, 52, 34-54
Identifier: 524374
Keywords: Physics · Abnormal behaviour detection · Complex event processing · Trajectory analysis · Trajectory pattern detection · Middleware · Abnormal behaviours · Complex event processing · Complex event processing (CEP) · Real-time trajectories · Spatio-temporal data · Systems and architectures · Trajectory analysis · Trajectory pattern · Trajectories · Defence Research · Defence, Safety and Security · Observation, Weapon & Protection Systems · DSS - Distributed Sensor Systems · TS - Technical Sciences Physics & Electronics

Abstract

In this day and age, there exists an increasing need for systems and architectures able to process spatio-temporal data in a timely way. As a result, this paper presents CEP-traj, a novel middleware to ease the development of real-time trajectory-based services based on the Complex Event Processing (CEP) paradigm. By means of an event-based approach, the present middleware is able to detect a set of generic patterns along with meaningful changes of an entity's movement. In order to prove its suitability and feasibility, a vessel abnormal-behaviour detection system has been developed on the basis of the middleware's features. Finally, both synthetic and real datasets have been used to test the accuracy and performance of the middleware and the detection system implemented on top of the Esper engine. © 2015 Elsevier Ltd. All rights reserved.