UML4NOSQL: A NOVEL APPROACH FOR MODELING NOSQL DOCUMENT-ORIENTED DATABASES BASED ON UML

被引:0
|
作者
Maicha, Mohammed ElHabib [1 ]
Ouinten, Youcef [1 ]
Ziani, Benameur [1 ]
机构
[1] Amar Telidji Univ, LIM Lab, Laghouat, Algeria
关键词
Big Data; UML; database modelling; NoSQL; document-store; UML4NoSQL; BIG DATA; MANAGEMENT;
D O I
10.31577/cai_2022_3_813
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The adoption of Big Data systems by the companies is relatively new, although the data modeling and system design are ages old. Despite the fact that traditional databases are built on solid foundations, they cannot handle the swift and massive flow of data coming from multiple different sources. Herein, NoSQL databases are an inevitable alternative. However, these systems are schemaless compared to traditional databases. It is important to emphasize that schemaless does not mean no-schema which would mean that NoSQL databases do not need modeling. Hence, there is a need for conceptual models to define the data structure in these databases. This paper sheds a light on the importance of the UML in showing how to store Big Data described through meta-models within NoSQL databases. We propose a novel Big Data modeling methodology for NoSQL databases called UML4NoSQL, which is independent of the target system, and taking into account the four Big Data characteristics: Variety, Volume, Velocity, and Veracity (4 V's). The approach relies on the UML blocks with a data-up technique; it starts with a use-case and the class diagram resulting from the understanding of the data at hand and the definition of the developer's strategies while focusing on the user's needs. To illustrate our approach, we take a case study from health care domain. We show that our approach produces designs that can be implemented on NoSQL document-oriented system with respect to Big Data 4 V's.
引用
收藏
页码:813 / 833
页数:21
相关论文
共 50 条
  • [1] Implementation of Multidimensional Databases with Document-Oriented NoSQL
    Chevalier, M.
    El Malki, M.
    Kopliku, A.
    Teste, O.
    Tournier, R.
    [J]. BIG DATA ANALYTICS AND KNOWLEDGE DISCOVERY, 2015, 9263 : 379 - 390
  • [2] Conceptual modeling of a document-oriented NoSQL database
    Abdelhedi, Fatma
    Rajhi, Hela
    Zurfluh, Gilles
    [J]. 2023 20TH ACS/IEEE INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS, AICCSA, 2023,
  • [3] A new approach for the construction of historical databases-NoSQL Document-oriented databases: the example of AtlantoCracies
    Diaz-Ordonez, Manuel
    Baena, Domingo Savio Rodriguez
    Yun-Casalilla, Bartolome
    [J]. DIGITAL SCHOLARSHIP IN THE HUMANITIES, 2023, 38 (03) : 1014 - 1032
  • [4] Automatic Extraction of a Document-oriented NoSQL Schema
    Abdelhedi, Fatma
    Brahim, Amal Ait
    Rajhi, Hela
    Ferhat, Rabah Tighilt
    Zurfluh, Gilles
    [J]. PROCEEDINGS OF THE 23RD INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS (ICEIS 2021), VOL 1, 2021, : 192 - 199
  • [5] Document-oriented Models for Data Warehouses NoSQL Document-oriented for Data Warehouses
    Chevalier, Max
    El Malki, Mohammed
    Kopliku, Arlind
    Teste, Olivier
    Tournier, Ronan
    [J]. PROCEEDINGS OF THE 18TH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS, VOL 1 (ICEIS), 2016, : 142 - 149
  • [6] Biological Database in NoSQL Document-oriented Database
    Lopes, Ingrid Santana
    Holanda, Maristela
    [J]. 2018 13TH IBERIAN CONFERENCE ON INFORMATION SYSTEMS AND TECHNOLOGIES (CISTI), 2018,
  • [7] Data Ingestion from a Data Lake: The Case of Document-oriented NoSQL Databases
    Abdelhedi, Fatma
    Jemmali, Rym
    Zurfluh, Gilles
    [J]. ICEIS: PROCEEDINGS OF THE 24TH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS - VOL 1, 2022, : 226 - 233
  • [8] A data replication strategy for document-oriented NoSQL systems
    Tabet, Khaoula
    Mokadem, Riad
    Laouar, Mohamed Ridda
    [J]. INTERNATIONAL JOURNAL OF GRID AND UTILITY COMPUTING, 2019, 10 (01) : 53 - 62
  • [9] DB-SECaaS: a cloud-based protection system for document-oriented NoSQL databases
    Ghazi, Yumna
    Masood, Rahat
    Rauf, Abid
    Shibli, Muhammad Awais
    Hassan, Osman
    [J]. EURASIP JOURNAL ON INFORMATION SECURITY, 2016,
  • [10] Transform a Document Warehouse Model into NoSQL Document-Oriented Model
    Ben Messaoud, Ines
    Alzaidi, Amer
    Fattouch, Najla
    Ajala, Assia
    [J]. VISION 2020: SUSTAINABLE ECONOMIC DEVELOPMENT AND APPLICATION OF INNOVATION MANAGEMENT, 2018, : 3908 - 3920