Design and Implementation of Falling Star - A Non-Redudant Spatio-Multidimensional Logical Model for Document Stores
Ibtisam Ferrahi, Sandro Bimonte, Myoung-Ah Kang, Kamel Boukhalfa
2017
Abstract
In the era of Spatial Big Data, some NoSQL spatial DBMSs have been developed to deal with the Spatiality, Velocity, Variety, and Volume of Spatial Big Data. In this context, some works recently study NoSQL logical Data Warehouse (DW) models. However, these proposals do not investigate storing and querying spatial data. Therefore, in this paper we propose a new logical model for document Spatial DWs. Moreover, motivated by the expressivity, readability and interoperability offered by UML profile, we represent our model using a UML profile. Finally, we present an implementation in document Spatial DBMSs
References
- Abdelhédi, F., Ait Brahim A., Atigui, F., Zurfluh G., 2016. Processus de transformation MDA d'un schéma conceptuel de données en un schéma logique NoSQL. INFORSID, pp 15-30.
- Bimonte, S., Kang, M., Trujillo, J., 2013. Integration of Spatial Networks in Data Warehouses: A UML Profile. Int Conf. on Computational Science and Its Applications (ICCSA), pp 253-267.
- Boulil, K., Bimonte, S., Pinet, F. 2015. Conceptual model for spatial data cubes: A UML profile and its automatic implementation. Computer Standards & Interfaces (38), pp 113-132.
- Chevalier, M., El Malki, M., Kopliku, A., Teste, O., and Tournier, R., 2015. Implementation of Multidimensional Databases with Document-Oriented NoSQL. Int Conf. on Big Data Analytics and Knowledge Discovery (DaWaK), pp 379-390.
- Cuzzocrea, A., Fidalgo, Robson, do N. 2012. Enhancing Coverage and Expressive Power of Spatial Data Warehousing Modeling: The SDWM Approach. Int Conf. on Big Data Analytics and Knowledge Discovery (DaWaK), pp 15-29.
- Dehdouh, K., Bentayeb, F., Boussaid, O., and Kabachi, N., 2015. Using the column oriented NoSQL model for implementing big data warehouses. Int Conf. on Parallel and Distributed Processing Techniques and Applications (PDPTA), pp 469-475.
- Gwendal, D., Gerson, S., and Jordi, C., 2016. UML to GraphDB: Mapping Conceptual Schemas to Graph Databases. Int Conf, on Conceptual Modeling ER, Springer International Publishing, pp 430-444.
- Kimball, R., Ross, M. 2002. The Data Warehouse Toolkit: The Complete Guide to Dimensional Modeling. John Wiley & Sons, Inc., New York, NY, USA, 2nd edition.
- Li, Y., Gu, P., Zhang, C,. 2014. Transforming UML Class Diagrams into HBase Based on Metamodel. Int Conf. on Information Science, Electronics and Electrical Engineering, pp 720-724.
- Lutz, R., Ameri, P., Latzko, T., Meyer, J, 2014. Management of meteorological mass data with MongoDB. Proceedings of the 28th EnviroInfo Conference.
- Mazón, J-,N., Trujillo, J., Serrano, M., Piattini, M. 2005. Applying MDA to the development of data warehouses. DOLAP, pp 57-66.
- Oueslati, w., Akaichi, J. 2014. Trajectory data warehouse modeling based on a Trajectory UML profile: Medical example. Int Work-Conf. on Bioinformatics and Biomedical Engineering (IWBBIO), pp 1527-1538.
- Filho, WB., Olivera, H V., Holanda, M., Favacho, A A. 2015. Geographic Data Modeling for NoSQL Document-Oriented Databases. GEOProcessing 2015 : Int Conf. on Advanced Geographic Information Systems, Applications, and Services, pp 63-68.
- Shekhar, S., Gunturi, V., Evans, M. R., and Yang, K., 2012. Spatial Big-Data Challenges Intersecting Mobility and Cloud Computing. Proceedings of the 11th ACM Int Workshop on Data Engineering for Wireless and Mobile Access -MobiDE, p. 1.
- Siqueira, TLL., Ciferri, RR., Times, VC., and Ciferri, CDA. 2008. Investigating the Effects of Spatial Data Redundancy in Query Performance over Geographical Data Warehouses. GeoInfo, pp 1-12.
- Siqueira, TLL., Ciferri, RR., Times, VC., and Ciferri, CDA, 2010. Benchmarking Spatial Data Warehouses », in Data Warehousing and Knowledge Discovery, vol. 6263, Springer Berlin Heidelberg, 2010, pp 40 51.
- Xiang, L., Huang, J., Shao, X., Wang, D, 2015. A MongoDB-Based Management of Planar Spatial Data with a Flattened R-Tree, ISPRS Int J Geo-Information, vol. 5, n? 7, p. 119.
- Zhang,X., W. Song, et L. Liu, An implementation approach to store GIS spatial data on NoSQL database, 2014, pp 1 5
Paper Citation
in Harvard Style
Ferrahi I., Bimonte S., Kang M. and Boukhalfa K. (2017). Design and Implementation of Falling Star - A Non-Redudant Spatio-Multidimensional Logical Model for Document Stores . In Proceedings of the 19th International Conference on Enterprise Information Systems - Volume 1: ICEIS, ISBN 978-989-758-247-9, pages 343-350. DOI: 10.5220/0006353803430350
in Bibtex Style
@conference{iceis17,
author={Ibtisam Ferrahi and Sandro Bimonte and Myoung-Ah Kang and Kamel Boukhalfa},
title={Design and Implementation of Falling Star - A Non-Redudant Spatio-Multidimensional Logical Model for Document Stores},
booktitle={Proceedings of the 19th International Conference on Enterprise Information Systems - Volume 1: ICEIS,},
year={2017},
pages={343-350},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006353803430350},
isbn={978-989-758-247-9},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 19th International Conference on Enterprise Information Systems - Volume 1: ICEIS,
TI - Design and Implementation of Falling Star - A Non-Redudant Spatio-Multidimensional Logical Model for Document Stores
SN - 978-989-758-247-9
AU - Ferrahi I.
AU - Bimonte S.
AU - Kang M.
AU - Boukhalfa K.
PY - 2017
SP - 343
EP - 350
DO - 10.5220/0006353803430350