Design and Analysis of a Relational Database for Behavioral Experiments Data Processing

被引:13
|
作者
Kraleva, Radoslava [1 ]
Kralev, Velin [2 ]
Sinyagina, Nina [2 ]
Koprinkova-Hristova, Petia [3 ]
Bocheva, Nadejda [4 ]
机构
[1] South West Univ, Dept Informat, Blagoevgrad, Bulgaria
[2] South West Univ, Blagoevgrad, Bulgaria
[3] Bulgarian Acad Sci, Inst Control & Syst Res, Sofia, Bulgaria
[4] Bulgarian Acad Sci, Inst Neurobiol, Inst Physiol, Sofia, Bulgaria
关键词
experimental data; database; relational database; relational database schema design; normal forms; integrity; database rules;
D O I
10.3991/ijoe.v14i02.7988
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents the results of a comparative analysis between different approaches to experimental data storage and processing. Several studies related to the problem and some methods for solving it have been discussed. Different types of databases, ways of using them and the areas of their application are analyzed. For the purposes of the study, a relational database for storing and analyzing specific data from behavioral experiments was designed. The methodology and conditions for conducting the experiments are described. Three different indicators are analyzed, respectively: memory required to store the data, time to load the data from an external file into computer memory and iteration time across all records through one cycle. The obtained results show that for storing a large number of records (in the order of tens of millions rows) either dynamic arrays (stored on external media in binary file format), or an approach based on a local or remote database management system can be used. Regarding the data loading time, the fastest approach was the one that uses dynamic arrays. It outperforms significantly the approaches based on a local or remote database. The obtained results show that the dynamic arrays and the local data sets approaches iterated much faster across all data records than the remote database approach.
引用
收藏
页码:117 / 132
页数:16
相关论文
共 50 条
  • [41] Automated mapping from an IFC data model to a relational database model
    Guo H.
    Zhou Y.
    Ye X.
    Luo Z.
    Xue F.
    Qinghua Daxue Xuebao/Journal of Tsinghua University, 2021, 61 (02): : 152 - 160
  • [42] Researching of the Data Storage Conversion for Relational Database Based on XML Technology
    Hu, Qi
    Lang, Zhai
    2013 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ARTIFICIAL INTELLIGENCE (ICCSAI 2013), 2013, : 39 - 42
  • [43] Object persistency for HEP data using an object-relational database
    Nowak, M
    Düllmann, D
    Geppert, D
    Kunszt, P
    Paoli, S
    PROCEEDINGS OF CHEP 2001, 2001, : 272 - 275
  • [44] A relational database for physical data from TJ-II discharges
    Sánchez, E
    Portas, AB
    Vega, J
    FUSION ENGINEERING AND DESIGN, 2002, 60 (03) : 341 - 346
  • [45] Concurrent data materialization for object-relational database with semantic metadata
    Fong, J
    Pang, R
    Fong, A
    Pang, F
    Poon, K
    INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING, 2003, 13 (03) : 257 - 291
  • [46] A relational database for management of flow cytometry and ELISpot clinical trial data
    Cavenaugh, James S.
    Snell, Paul
    Jeffries, David
    Waight, Pauline A.
    McConkey, Samuel J.
    CYTOMETRY PART B-CLINICAL CYTOMETRY, 2007, 72B (01) : 49 - 62
  • [47] SMSRD: A Streaming Graph Data Management System Based on Relational Database
    Luo, Yi
    Ren, Peng
    Wang, Weifan
    Liu, Xianbo
    Hu, Yuhang
    Li, Zeming
    Li, Xiangkuan
    Li, Wenyao
    Xing, Chunxiao
    WEB INFORMATION SYSTEMS AND APPLICATIONS, WISA 2024, 2024, 14883 : 239 - 250
  • [48] Automated system infrastructure to facilitate design of experiments (DOE) data analysis
    Tandon, N
    Baweja, G
    2002 IEEE/SEMI ADVANCED SEMICONDUCTOR MANUFACTURING CONFERENCE AND WORKSHOP: ADVANCING THE SCIENCE OF SEMICONDUCTOR MANUFACTURING EXCELLENCE, 2002, : 59 - 63
  • [49] Spatio-temporal Data Model Based on Relational Database System
    SHA Zongyao BIAN Fuling
    Geo-Spatial Information Science, 2002, (02) : 22 - 27
  • [50] Comparative Analysis of Relational Database Watermarking Techniques: An Empirical Study
    Rani, Sapana
    Halder, Raju
    IEEE ACCESS, 2022, 10 : 27970 - 27989