Big Data applied in industry 4.0: a case in the Colombian textile sector with a focus on business intelligence

被引:0
作者
Gonzalez, Gustavo Andres Araque [1 ]
Torres, Victor Jose Giampietro [1 ]
机构
[1] Inst Univ Politecn Grancolombiano, Bogota, Colombia
来源
CUADERNO ACTIVA | 2022年 / 14期
关键词
Big Data; data science; data analytics; textile sector;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Industrial competitiveness and operational evolution have generated the need to develop new and innovative methods of industrial systematization. As a result of the above, this mixed research proposes the development of an industrial production model focused on industry 4.0 (Big Data) for clothing SMEs, for the improvement of procedures, jobs and costs, through the following phases: 1) collection of information from the databases; 2) cleaning of databases and correct editing of information; 3) modeling of data and interrelation of variables in the databases; 4) graphic data visualization (Dashboard), supported by Power BI software, in data visualization and analysis, and 5) analysis and decision making. The results obtained allowed to generate a 20% improvement in the identification of operational and non-operational failures of the internal industrial process.
引用
收藏
页码:157 / 170
页数:14
相关论文
共 26 条
[1]  
Agudelo-Giraldo O. A., 2018, La pregunta por el metodo: derecho y metodologia de la investigacion
[2]  
[Anonymous], 2015, J BIG DATA-GER, DOI DOI 10.1186/S40537-015-0030-3
[3]  
Aspin A., 2018, PROPOWER BIDESKTOP, DOI [10.1007/978-1-4842-3210-1, DOI 10.1007/978-1-4842-3210-1]
[4]  
Bansal B., 2022, Cyber Security and Network Security, P233, DOI [10.1002/9781119812555.ch11, DOI 10.1002/9781119812555.CH11]
[5]   Software fault prediction using data mining, machine learning and deep learning techniques: A systematic literature review [J].
Batool, Iqra ;
Khan, Tamim Ahmed .
COMPUTERS & ELECTRICAL ENGINEERING, 2022, 100
[6]   Microsoft Power BI: Extending Excel to Manipulate, Analyze, and Visualize Diverse Data [J].
Becker, Louis T. .
SERIALS REVIEW, 2019, 45 (03) :184-188
[7]  
Camacho Hernandez O. A., 2021, PROPUESTA IMPLEMENTA
[8]  
Campos Claudinei José Gomes, 2018, Acta Port Nutr, P30
[9]   Big Data: A Survey [J].
Chen, Min ;
Mao, Shiwen ;
Liu, Yunhao .
MOBILE NETWORKS & APPLICATIONS, 2014, 19 (02) :171-209
[10]  
Cohen N., 2019, Metodologia de la investigacion, para que? La produccion de los datos y los disenos