Intelligent M2M: Complex event processing for machine-to-machine communication

被引:38
作者
Bruns, Ralf [1 ]
Dunkel, Juergen [1 ]
Masbruch, Henrik [1 ]
Stipkovic, Sebastian [1 ]
机构
[1] Hannover Univ Appl Sci & Arts, Dept Comp Sci, D-30459 Hannover, Germany
关键词
Machine-to-machine communication; Complex event processing; Event-driven architecture;
D O I
10.1016/j.eswa.2014.09.005
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
M2M (machine-to-machine) systems use various communication technologies for automatically monitoring and controlling machines. In M2M systems, each machine emits a continuous stream of data records, which must be analyzed in real-time. Intelligent M2M systems should be able to diagnose their actual states and to trigger appropriate actions as soon as critical situations occur. In this paper, we show how complex event processing (CEP) can be used as the key technology for intelligent M2M systems. We provide an event-driven architecture that is adapted to the M2M domain. In particular, we define different models for the M2M domain, M2M machine states and M2M events. Furthermore, we present a general reference architecture defining the main stages of processing machine data. To prove the usefulness of our approach, we consider two real-world examples 'solar power plants' and 'printers', which show how easily the general architecture can be extended to concrete M2M scenarios. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1235 / 1246
页数:12
相关论文
共 33 条
[11]  
Ericsson, 2012, BRING STREAM AN M2M
[12]  
Esper, 2014, EV PROC ESP NESP
[13]  
Etzion O, 2010, Event processing in action
[14]  
Fowler M., 2002, PATTERNS ENTERPRISE
[15]  
Glezer C., 2007, P 1 INT WORKSH RFID, P133
[16]  
JBoss, 2014, DROOLS FUS
[17]  
Jeffery S. R., 2006, 22 INT C DATA ENG AT, P140
[18]  
Jiafu Wan, 2012, 2012 IEEE 12th International Conference on Computer and Information Technology (CIT), P895, DOI 10.1109/CIT.2012.188
[19]  
Kazuhiko Isoyama, 2011, NEC Technical Journal, V6, P90
[20]   An M2M Data Analysis Service System based on Open Source Software Environments [J].
Kitagami, Shinji ;
Yamamoto, Moriki ;
Koizumi, Hisao ;
Suganuma, Takuo .
2013 IEEE 27TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS WORKSHOPS (WAINA), 2013, :953-958