Smart manufacturing – the utilization of business analytics in Industry 4.0 environments

• Autorzy: Wolniak Radosław

Identyfikatory

DOI

10.29119/1641-3466.2024.195.40

• Języki publikacji: EN

Abstrakty

EN

Purpose: The purpose of this publication is to present the applications of usage of business analytics in smart manufacturing. Design/methodology/approach: Critical literature analysis. Analysis of international literature from main databases and polish literature and legal acts connecting with researched topic. Findings: The integration of business analytics in smart manufacturing within the framework of Industry 4.0 marks a significant stride in industrial processes, offering manifold advantages alongside notable challenges. Throughout this study, we delve into the expansive realm of business analytics applications, encompassing predictive maintenance, quality control, supply chain optimization, and real-time decision-making. Leveraging business analytics yields palpable benefits in smart manufacturing, exemplified by proactive equipment maintenance, stringent quality standards adherence, and streamlined supply chain operations. Additionally, analytics-driven enhancements in production optimization, energy management, demand forecasting, and asset performance management contribute to heightened productivity, cost reduction, and sustainability improvement. Challenges including data integration complexities, implementation intricacies, security concerns, scalability limitations, model interpretability issues, and skill gaps necessitate concerted efforts for effective resolution. Collaboration among stakeholders- manufacturers, software developers, policymakers, and educational institutions—is imperative. Joint initiatives aimed at bolstering data integration capabilities, providing specialized training, fortifying cybersecurity measures, and fostering a culture of continuous improvement are crucial for successful business analytics deployment. Originality/Value: Detailed analysis of all subjects related to the problems connected with the usage of business analytics in the case of smart manufacturing.

Słowa kluczowe

EN

business analytics; Industry 4.0; digitalization; artificial intelligence; real-time monitoring; smart manufacturing

PL

analityka biznesowa; Przemysł 4.0; cyfryzacja; sztuczna inteligencja; monitorowanie w czasie rzeczywistym; inteligentna produkcja

• Wydawca: Wydawnictwo Politechniki Śląskiej
• Czasopismo: Zeszyty Naukowe. Organizacja i Zarządzanie / Politechnika Śląska
• Rocznik: 2024
• Tom: z. 195
• Strony: 647--663
• Opis fizyczny: Bibliogr. 95 poz.

Twórcy

autor

Wolniak Radosław

• Silesian University of Technology, Organization and Management Department, Economics and Informatics Instiutute

• https://orcid.org/0000-0003-0317-9811

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