Abstract
We witness a rapid increase in the number of data streams due to Cloud Computing, Big Data and IoT development. We would like to access and share data streams using a data service approach. In this paper, we propose a flexible continuous data service model and a continuous data service composition algorithm for answering queries across data streams. Service operation instance is modeled as a view defined on data streams composed of two parts: a data part and a time synchronization part. The composition algorithm extends the traditional Bucket algorithm to find the contained rewriting of user query on views satisfying the containment relationship of both data part and time synchronization part. We also present use case and experimental studies indicating that the approach is effective and efficient.
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References
Carey, M.J., Onose, N., Petropoulos, M.: Data services. Commun. ACM 55(6), 86–97 (2012)
VaculÃn, R., Chen, H., Neruda, R., Sycara, K.: Modeling and discovery of data providing services. In: 2008 IEEE International Conference on Web Services, pp. 54–61, September 2008
Barhamgi, M., Benslimane, D., Ouksel, A.M.: Composing and optimizing data providing web services. In: Proceedings of the 17th International Conference on World Wide Web, pp. 1141–1142. ACM (2008)
Barhamgi, M., Benslimane, D., Medjahed, B.: A query rewriting approach for web service composition. IEEE Trans. Serv. Comput. 3(3), 206–222 (2010)
Zhou, L., Chen, H., Yu, T., Ma, J., Wu, Z.: Ontology-based scientific data service composition: a query rewriting-based approach. In: AAAI Spring Symposium: Semantic Scientific Knowledge Integration, pp. 116–121 (2008)
Zhang, F., Wang, G., Han, Y.: Automatic generation of service composition plans for correlated queries. In: 2013 10th Web Information System and Application Conference, pp. 143–149, November 2013
Ghanem, T.M., Elmagarmid, A.K., Larson, P.Å., Aref, W.G.: Supporting views in data stream management systems. ACM Trans. Database Syst. 35(1), 1–47
Levy, A.Y., Rajaraman, A., Ordille, J.J.: The world wide web as a collection of views: query processing in the information manifold. In: VIEWS, pp. 43–55 (1996)
Doan, A., Halevy, A., Ives, Z.: Principles of Data Integration, 1st edn. Morgan Kaufmann Publishers Inc., San Francisco (2012)
Pottinger, R., Halevy, A.: MiniCon: a scalable algorithm for answering queries using views. Int. J. Very Large Data Bases 10(2–3), 182–198 (2001)
Hickson, I.: Server-sent events. https://www.w3.org/TR/eventsource/. Accessed 25 October 2015
Zhao, W., Liu, C., Chen, J.: Automatic composition of information-providing web services based on query rewriting. Sci. China Inf. Sci. 55(11), 2428–2444 (2012)
Wang, G., Yang, S., Han, Y.: Mashroom: end-user mashup programming using nested tables. In: Proceedings of the 18th International Conference on World Wide Web, pp. 861–870. ACM (2009)
Han, Y., Wang, G., Ji, G., Zhang, P.: Situational data integration with data services and nested table. Serv. Oriented Comput. Appl. 7(2), 129–150 (2013)
Genesereth, M.R., Keller, A.M., Duschka, O.M.: Infomaster: an information integration system. SIGMOD Rec. 26(2), 539–542 (1997)
Levy, A.Y., Rajaraman, A., Ordille, J.J.: Querying heterogeneous information sources using source descriptions. In: Proceedings of the 22th International Conference on Very Large Data Bases. In: VLDB 1996, pp. 251–262. Morgan Kaufmann Publishers Inc., San Francisco (1996)
Han, Y., Liu, C., Su, S., Zhu, M., Zhang, Z., Zhang, S.: A proactive service model facilitating stream data fusion and correlation. Int. J. Web Serv. Res. (IJWSR) 14(3), 1–16 (2017)
Gil, D., Ferrández, A., Mora-Mora, H., Peral, J.: Internet of things: a review of surveys based on context aware intelligent services. Sensors 16(7), 1069 (2016)
Acknowledgments
This work is supported by Beijing Natural Science Foundation No. 4172018, National Natural Science Foundation of China No. 61672042, and University Cooperation Projects Foundation of CETC Ocean Corp.
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Wang, G., Zuo, X., Hesenius, M., Xu, Y., Han, Y., Gruhn, V. (2018). A Data Services Composition Approach for Continuous Query on Data Streams. In: Cai, Y., Ishikawa, Y., Xu, J. (eds) Web and Big Data. APWeb-WAIM 2018. Lecture Notes in Computer Science(), vol 10988. Springer, Cham. https://doi.org/10.1007/978-3-319-96893-3_9
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DOI: https://doi.org/10.1007/978-3-319-96893-3_9
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