Luthra, Manisha ; Koldehofe, Boris (2019)
ProgCEP: A Programming Model for Complex Event Processing over Fog Infrastructure.
DFSD 2019 : The Second International Workshop on Distributed Fog Services Design. Davis, CA, USA (Dec 9, 2019 - Dec 13, 2019)
Conference or Workshop Item
Abstract
Complex Event Processing (CEP) is a powerful paradigm that can derive meaningful insights by correlating multiple data sources, e.g., in the Internet-of-Things applications. However, these applications often require deployment across a wide variety of devices ranging from mobile devices to edge and cloud or simply put: fog infrastructure. This is not easily possible using existing programming models because of missing (i) support for deployment on heterogeneous devices and (ii) important interfaces for the deployment of CEP, e.g., for developing operator placement algorithms.
In this paper, we present ProgCEP: a programming model that facilitates the development of the operator placement algorithm and its deployment in a fog computing setting. In addition, it is portable and deployable on any kind of fog infrastructure and provides dynamic scaling of resources and deployment using the operator placement algorithm. We evaluate ProgCEP on its applicability and realizability on a publicly available fog testbed involving on-site, GENI and CloudLab resources using Docker tools. To this end, we enable (i) deployment of CEP using our dockerized implementation on the aforementioned fog infrastructure in less than 50 secs (on 25 distributed resources) and (ii) easy development of operator placement algorithms in terms of minimum lines of code.
| Item Type: | Conference or Workshop Item |
|---|---|
| Erschienen: | 2019 |
| Creators: | Luthra, Manisha ; Koldehofe, Boris |
| Type of entry: | Bibliographie |
| Title: | ProgCEP: A Programming Model for Complex Event Processing over Fog Infrastructure |
| Language: | English |
| Date: | 2019 |
| Event Title: | DFSD 2019 : The Second International Workshop on Distributed Fog Services Design |
| Event Location: | Davis, CA, USA |
| Event Dates: | Dec 9, 2019 - Dec 13, 2019 |
| Abstract: | Complex Event Processing (CEP) is a powerful paradigm that can derive meaningful insights by correlating multiple data sources, e.g., in the Internet-of-Things applications. However, these applications often require deployment across a wide variety of devices ranging from mobile devices to edge and cloud or simply put: fog infrastructure. This is not easily possible using existing programming models because of missing (i) support for deployment on heterogeneous devices and (ii) important interfaces for the deployment of CEP, e.g., for developing operator placement algorithms. In this paper, we present ProgCEP: a programming model that facilitates the development of the operator placement algorithm and its deployment in a fog computing setting. In addition, it is portable and deployable on any kind of fog infrastructure and provides dynamic scaling of resources and deployment using the operator placement algorithm. We evaluate ProgCEP on its applicability and realizability on a publicly available fog testbed involving on-site, GENI and CloudLab resources using Docker tools. To this end, we enable (i) deployment of CEP using our dockerized implementation on the aforementioned fog infrastructure in less than 50 secs (on 25 distributed resources) and (ii) easy development of operator placement algorithms in terms of minimum lines of code. |
| Uncontrolled Keywords: | C2 |
| Divisions: | 18 Department of Electrical Engineering and Information Technology 18 Department of Electrical Engineering and Information Technology > Institute of Computer Engineering 18 Department of Electrical Engineering and Information Technology > Institute of Computer Engineering > Multimedia Communications DFG-Collaborative Research Centres (incl. Transregio) DFG-Collaborative Research Centres (incl. Transregio) > Collaborative Research Centres DFG-Collaborative Research Centres (incl. Transregio) > Collaborative Research Centres > CRC 1053: MAKI – Multi-Mechanisms Adaptation for the Future Internet DFG-Collaborative Research Centres (incl. Transregio) > Collaborative Research Centres > CRC 1053: MAKI – Multi-Mechanisms Adaptation for the Future Internet > C: Communication Mechanisms DFG-Collaborative Research Centres (incl. Transregio) > Collaborative Research Centres > CRC 1053: MAKI – Multi-Mechanisms Adaptation for the Future Internet > C: Communication Mechanisms > Subproject C2: Information-centred perspective |
| Date Deposited: | 29 Oct 2019 13:37 |
| Last Modified: | 29 Oct 2019 13:37 |
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