2020
DOI: 10.30657/pea.2020.26.33
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Challenges for the DOE methodology related to the introduction of Industry 4.0

Abstract: The introduction of solutions conventionally called Industry 4.0 to the industry resulted in the need to make many changes in the traditional procedures of industrial data analysis based on the DOE (Design of Experiments) methodology. The increase in the number of controlled and observed factors considered, the intensity of the data stream and the size of the analyzed datasets revealed the shortcomings of the existing procedures. Modifying procedures by adapting Big Data solutions and data-driven methods is be… Show more

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Cited by 88 publications
(83 citation statements)
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References 36 publications
(30 reference statements)
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“…As a result, companies adjusted both production tactics and production strategyaccording to the novel trends (Ingaldi and Ulewicz, 2020;Pietraszek et al, 2020). Tactical decisions were focused on the production of new types of products, the demand for which increased (and in a number of countries became feverish) during the COVID-19 pandemic.…”
Section: Transformation Of Production Strategymentioning
confidence: 99%
“…As a result, companies adjusted both production tactics and production strategyaccording to the novel trends (Ingaldi and Ulewicz, 2020;Pietraszek et al, 2020). Tactical decisions were focused on the production of new types of products, the demand for which increased (and in a number of countries became feverish) during the COVID-19 pandemic.…”
Section: Transformation Of Production Strategymentioning
confidence: 99%
“…", respondents indicated the NVIDIA Jetson (19 answers). For the question about the reasons, substantiation of one's opinion, respondents indicated the strong computation power and good possibilities to process the data with usage of neural networks and AI that is being more and more often published (Lozhkin, et al, 2021) in NVIDIA solutions (Mittal, 2018).…”
Section: Resultsmentioning
confidence: 99%
“…In order to improve IT security, all existing security measures should be applied, staff should be trained in their proper use, as well as the security of data stored in ICT systems using appropriate security programs [6]. The role and importance of information and knowledge exchange are also underestimated in the enterprise, which must determine what are the structures in the enterprise related to information and knowledge security management (who has management functions, who is operational (executive) and who controls) [7,8]. It must clearly describe the tasks and interrelationships of these bodies.…”
Section: Literature Reviewmentioning
confidence: 99%