Top

Published in:

2018 | OriginalPaper | Chapter

Fog Computing and Data as a Service: A Goal-Based Modeling Approach to Enable Effective Data Movements

Authors : Pierluigi Plebani, Mattia Salnitri, Monica Vitali

Published in: Advanced Information Systems Engineering

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

Data as a Service (DaaS) organizes the data management life-cycle around the Service Oriented Computing principles. Data providers are supposed to take care not only of performing the life-cycle phases, but also of the data movements from where data are generated, to where they are stored, and, finally, consumed. Data movements become more frequent especially in Fog environments, i.e., where data are generated by devices at the edge of the network (e.g., sensors), processed on the cloud, and consumed at the customer premises.

This paper proposes a goal-based modeling approach for enabling effective data movements in Fog environments. The model considers the requirements of several customers to move data at the right time and in the right place, taking into account the heterogeneity of the resources involved in the data management.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

previous chapter Model-Driven Elasticity for Cloud Resources

next chapter An Ontology-Based Framework for Describing Discoverable Data Services

Available commercial solutions are Microsoft Azure SQL Database, Amazon RDS and Oracle Cloud, to name the few.

https://www.ditas-project.eu.

The maximum value corresponds to a binary goal tree with depth equals to 4, a size that, from our experience, we believe is much bigger the goal model that will be used for the purposes of this paper.

https://aws.amazon.com/cloudfront/.

Agrawal, D., Abbadi, A.E., Emekci, F., Metwally, A.: Database management as a service: challenges and opportunities. In: Proceedings of IEEE International Conference on Data Engineering, pp. 1709–1716 (2009)

Amarasinghe, S.P., Lam, M.S.: Communication optimization and code generation for distributed memory machines. SIGPLAN Not. 28(6), 126–138 (1993)CrossRef

Amyot, D., Mussbacher, G.: User requirements notation: the first ten years, the next ten years. JSW 6(5), 747–768 (2011)CrossRef

Aydemir, F.B., Giorgini, P., Mylopoulos, J.: Multi-objective risk analysis with goal models. In: Proceedings of the Research Challenges in Information Science, pp. 1–10. IEEE (2016)

Bonomi, F., Milito, R., Zhu, J., Addepalli, S.: Fog computing and its role in the Internet of Things. In: Proceedings of the MCC Workshop on Mobile Cloud Computing, pp. 13–16 (2012)

Bouguettaya, A., et al.: A service computing manifesto: the next 10 years. Commun. ACM 60(4), 64–72 (2017). http://doi.acm.org/10.1145/2983528CrossRef

Chung, L., Nixon, B.A., Yu, E., Mylopoulos, J.: Non-functional Requirements in Software Engineering. International Series in Software Engineering, vol. 5. Springer, New York (2012). https://doi.org/10.1007/978-1-4615-5269-7CrossRefMATH

D’Andria, F., Field, D., Kopaneli, A., Kousiouris, G., Garcia-Perez, D., Pernici, B., Plebani, P.: Data movement in the Internet of Things domain. In: Dustdar, S., Leymann, F., Villari, M. (eds.) ESOCC 2015. LNCS, vol. 9306, pp. 243–252. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-24072-5_17CrossRef

Francesconi, F., Dalpiaz, F., Mylopoulos, J.: Models for strategic planning: applying TBIM to the Montreux Jazz Festival case study. In: 2015 IEEE 9th International Conference on Research Challenges in Information Science (RCIS), pp. 229–238. IEEE (2015)

10.

Gembicki, F., Haimes, Y.: Approach to performance and sensitivity multiobjective optimization: the goal attainment method. IEEE Trans. Autom. control 20, 769–771 (1975)CrossRef

11.

Giorgini, P., Mylopoulos, J., Nicchiarelli, E., Sebastiani, R.: Formal reasoning techniques for goal models. J. Data Seman. 1(1), 1–20 (2003)MATH

12.

Horkoff, J., Barone, D., Jiang, L., Yu, E., Amyot, D., Borgida, A., Mylopoulos, J.: Strategic business modeling: representation and reasoning. Softw. Syst. Model. 13(3), 1015–1041 (2014)CrossRef

13.

Horkoff, J., Borgida, A., Mylopoulos, J., Barone, D., Jiang, L., Yu, E., Amyot, D.: Making data meaningful: the business intelligence model and its formal semantics in description logics. In: Meersman, R., et al. (eds.) OTM 2012. LNCS, vol. 7566, pp. 700–717. Springer, Heidelberg (2012). https://doi.org/10.1007/978-3-642-33615-7_17CrossRef

14.

Horkoff, J., Yu, E.: Interactive goal model analysis for early requirements engineering. Requir. Eng. 21(1), 29–61 (2016)CrossRef

15.

Leighton, F.T., Lewin, D.M.: Content delivery network using edge-of-network servers for providing content delivery to a set of participating content providers, 22 April 2003

16.

Letier, E., Van Lamsweerde, A.: Reasoning about partial goal satisfaction for requirements and design engineering. ACM SIGSOFT Soft. Eng. Notes. 29, 53–62 (2004)CrossRef

17.

Lu, P., Zhang, L., Liu, X., Yao, J., Zhu, Z.: Highly efficient data migration and backup for big data applications in elastic optical inter-data-center networks. IEEE Netw. 29(5), 36–42 (2015)CrossRef

18.

MacKenzie, C.M., Laskey, K., McCabe, F., Brown, P.F., Metz, R.: Reference model for service oriented architecture 1.0. Technical report, OASIS (2006)

19.

OpenFog Consortium Architecture Working Group: OpenFog Architecture Overview, February 2016. http://www.openfogconsortium.org/ra

20.

Plebani, P., Garcia-Perez, D., Anderson, M., Bermbach, D., Cappiello, C., Kat, R.I., Pallas, F., Pernici, B., Tai, S., Vitali, M.: Information logistics and Fog computing: the DITAS approach. In: Proceedings of the Forum and Doctoral Consortium at CAISE 2017, pp. 129–136 (2017)

21.

Sebastiani, R., Giorgini, P., Mylopoulos, J.: Simple and minimum-cost satisfiability for goal models. In: Persson, A., Stirna, J. (eds.) CAiSE 2004. LNCS, vol. 3084, pp. 20–35. Springer, Heidelberg (2004). https://doi.org/10.1007/978-3-540-25975-6_4CrossRef

22.

Vitali, M., Pernici, B., O’Reilly, U.M.: Learning a goal-oriented model for energy efficient adaptive applications in data centers. Inf. Sci. 319, 152–170 (2015)CrossRef

Title: Fog Computing and Data as a Service: A Goal-Based Modeling Approach to Enable Effective Data Movements
Authors: Pierluigi Plebani
Mattia Salnitri
Monica Vitali
Publisher: Springer International Publishing
Book: Advanced Information Systems Engineering
Print ISBN: 978-3-319-91562-3

Electronic ISBN: 978-3-319-91563-0

Copyright Year: 2018
DOI: https://doi.org/10.1007/978-3-319-91563-0_13

Springer Professional

Abstract

Please log in to get access to your license.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Premium Partner