158
Views
0
CrossRef citations to date
0
Altmetric
Research Article

The influence of industry 4.0, internet of things, and physical-cyber systems on human factors: a case study of workers in Indonesian oil and gas refineries

, , &
Received 17 Jul 2023, Accepted 13 Nov 2023, Published online: 27 Nov 2023

References

  • Akyazi, T., A. Oyarbide, A. Goti, F. Bayon, S. Forgings, and B. Castings. 2020. “Roadmap for the Future Professional Key Skills for the.” Oil and Gas Industry Facing Industrial Revolution 4 (0)
  • Alkamil, E. H., A. A. Mutlag, H. W. Alsaffar, and M. H. Sabah. 2021. “The Role of Hybrid IoT with Cloud Computing and Fog Computing to Help the Oil and Gas Industry Recover from Covid-19 and Face Future Challenges. Paper Presented at the.” SPE Annual Technical Conference and Exhibition. https://doi.org/10.2118/206067-MS.
  • Almada-Lobo, F. 2016. “The Industry 4.0 Revolution and the Future of Manufacturing Execution Systems (MES).” Journal of Innovation Management 3 (4): 16–21. https://doi.org/10.24840/2183-0606_003.004_0003.
  • Anderson, R. N. 2017. 11-14 Dec. 2017). “Petroleum Analytics Learning Machine’ for Optimizing the Internet of Things of Today’s Digital Oil Field-to-Refinery Petroleum System.” Paper Presented at the 2017 IEEE International Conference on Big Data (Big Data). https://doi.org/10.1109/BigData.2017.8258496.
  • Antoni, D., F. Jie, and A. Abareshi. 2020. “Critical Factors in Information Technology Capability for Enhancing Firm’s Environmental Performance: Case of Indonesian ICT Sector.” International Journal of Agile Systems and Management 13 (2): 159–181. https://doi.org/10.1504/IJASM.2020.107907.
  • Avanzini, G. B., and A. Spessa. 2019. “Cybersecurity Verification Approach for the Oil & Gas Industry.” Paper Presented at the Offshore Mediterranean Conference and Exhibition.
  • Balasingham, K. 2016. Industry 4.0: securing the future for German manufacturing companies (Master’s thesis, University of Twente).
  • Baur, C., and D. Wee. 2015. “Manufacturing’s Next Act.” McKinsey & Company 6: 1–5.
  • Bevilacqua, M., and F. E. Ciarapica. 2018. “Human Factor Risk Management in the Process Industry: A Case Study.” Reliability Engineering & System Safety 169: 149–159. https://doi.org/10.1016/j.ress.2017.08.013.
  • Bonekamp, L., and M. Sure. 2015. “Consequences of Industry 4.0 on Human Labour and Work Organisation.” Journal of Business and Media Psychology 6 (1): 33–40.
  • Bosch, D. E. 2016. Job characteristics in smart industries and the challenges for job design (Master’s thesis, University of Twente).
  • Brocal, F., C. González, D. Komljenovic, P. F. Katina, and M. A. Sebastián. 2019. “Emerging Risk Management in Industry 4.0: An Approach to Improve Organizational and Human Performance in the Complex Systems.” Complexity 2019: 1–13. https://doi.org/10.1155/2019/2089763.
  • Carayannis, E. G., and J. Morawska-Jancelewicz. 2022. “The Futures of Europe: Society 5.0 and Industry 5.0 as Driving Forces of Future Universities.” Journal of the Knowledge Economy 13 (4): 3445–3471. https://doi.org/10.1007/s13132-021-00854-2.
  • Cimini, C., A. Boffelli, A. Lagorio, M. Kalchschmidt, and R. Pinto. 2020. “How Do Industry 4.0 Techno­logies Influence Organisational Change? An Empirical Analysis of Italian SMEs.” Journal of Manufac­turing Technology Management 32 (3): 695–721. https://doi.org/10.1108/JMTM-04-2019-0135.
  • Dalenogare, L. S., G. B. Benitez, N. F. Ayala, and A. G. Frank. 2018. “The Expected Contribution of Industry 4.0 Technologies for Industrial Performance.” International Journal of Production Economics 204: 383–394. https://doi.org/10.1016/j.ijpe.2018.08.019.
  • Drath, R., and A. Horch. 2014. “Industrie 4.0: Hit or Hype? [Industry Forum].” IEEE Industrial Electronics Magazine 8 (2): 56–58. https://doi.org/10.1109/MIE.2014.2312079.
  • Ermawati, A. 2018. “Discriminant Validity, Convergent Validity, Composite Realiability.” J. Agora 6 (2): 287097.
  • Fataliyev, T., and S. Mehdiyev. 2020. “Industry 4.0: The Oil and Gas Sector Security and Personal Data Protection.” International Journal of Engineering and Manufacturing 10 (2): 1–14. https://doi.org/10.5815/ijem.2020.02.01.
  • Gallo, T., and A. Santolamazza. 2021. “Industry 4.0 and Human Factor: How is Technology Changing the Role of the Maintenance Operator?” Procedia Computer Science 180: 388–393. https://doi.org/10.1016/j.procs.2021.01.364.
  • Ghozali, I., and Latan, H. (2015). Konsep, teknik, aplikasi menggunakan Smart PLS 3.0 untuk penelitian empiris. BP Undip. Semarang, 290.
  • Hair, J. F., C. M. Ringle, and M. Sarstedt. 2011. “PLS-SEM: Indeed a Silver Bullet.” Journal of Marketing Theory and Practice 19 (2): 139–152. https://doi.org/10.2753/MTP1069-6679190202.
  • Hair, J. F., C. M. Ringle, and M. Sarstedt. 2013. “Partial Least Squares Structural Equation Modeling: Rigorous Applications, Better Results and Higher Acceptance.” Long Range Planning 46 (1-2): 1–12. https://doi.org/10.1016/j.lrp.2013.01.001
  • Hair, J. F., Jr, M. Sarstedt, L. Hopkins, and V. G. Kuppelwieser. 2014. “Partial Least Squares Structural Equation Modeling (PLS-SEM): An Emerging Tool in Business Research.” European Business Review 26 (2): 106–121. https://doi.org/10.1108/EBR-10-2013-0128.
  • Hermann, M., T. Pentek, and B. Otto, (2016, January). Design principles for industrie 4.0 scenarios. In 2016 49th Hawaii international conference on system sciences (HICSS), IEEE, 3928–3937.
  • Hinduja, H., S. Kekkar, S. Chourasia, and H. B. Chakrapani. 2020. “Industry 4.0: Digital Twin and Its Industrial Applications.” Int. J. Sci. Eng. Technol. Open Access J 8 (4): 1–7.
  • Huanliang, L. 2015. 2015/04). “The Research of Intelligent Image Recognition Technology Based on Neural Network.” Paper Presented at the Proceedings of the 2015 International Conference on Intelligent Systems Research and Mechatronics Engineering. https://doi.org/10.2991/isrme-15.2015.351.
  • Joly, M., D. Odloak, M. Y. Miyake, B. C. Menezes, and J. D. Kelly. 2018. “Refinery Production Scheduling toward Industry 4.0.” Frontiers of Engineering Management 0 (0): 0. https://doi.org/10.15302/J-FEM-2017024.
  • Jongprasithporn, M., N. Yodpijit, C. Phaisanthanaphark, Y. Buranasing, and T. Sittiwanchai. 2020. “Effects of Industry 4.0 on Human Factors/Ergonomics Design in 21 st Century. Paper Presented at the.” International Conference on Applied Human Factors and Ergonomics.
  • Khan, W. Z., M. Y. Aalsalem, M. K. Khan, M. S. Hossain, and M. Atiquzzaman. 2017. 19-22 Feb. 2017“A Reliable Internet of Things Based Architecture for Oil and Gas Industry.” Paper Presented at the 2017 19th International Conference on Advanced Communication Technology (ICACT). https://doi.org/10.23919/ICACT.2017.7890184.
  • Lasi, H., P. Fettke, H.-G. Kemper, T. Feld, and M. Hoffmann. 2014. “Industry 4.0.” Business & Information Systems Engineering 6 (4): 239–242. https://doi.org/10.1007/s12599-014-0334-4.
  • Lee, J., I. Cameron, and M. Hassall. 2019. “Improving Process Safety: What Roles for Digitalization and Industry 4.0?” Process Safety and Environmental Protection 132: 325–339. https://doi.org/10.1016/j.psep.2019.10.021.
  • Leon, R. D. 2023. “Employees’ Reskilling and Upskilling for Industry 5.0: Selecting the Best Professional Development Programmes.” Technology in Society 75: 102393. https://doi.org/10.1016/j.techsoc.2023.102393.
  • Margherita, E. G., and I. Bua. 2021. “The Role of Human Resource Practices for the Development of Operator 4.0 in Industry 4.0 Organisations: A Literature Review and a Research Agenda.” Businesses 1 (1): 18–33. Retrieved from https://www.mdpi.com/2673-7116/1/1/2. https://doi.org/10.3390/businesses1010002.
  • Masudin, I., A. Ramadhani, D. P. Restuputri, and I. Amallynda. 2021. “The Effect of Traceability System and Managerial Initiative on Indonesian Food Cold Chain Performance: A Covid-19 Pandemic Perspective.” Global Journal of Flexible Systems Management 22 (4): 331–356. https://doi.org/10.1007/s40171-021-00281-x.
  • Mazzuto, G., and F. E. Ciarapica. 2019. “A Big Data Analytics Approach to Quality, Reliability and Risk Management.” International Journal of Quality & Reliability Management 36 (1): 2–6. https://doi.org/10.1108/IJQRM-01-2019-294.
  • Mosterman, P. J., and J. Zander. 2016. “Industry 4.0 as a Cyber-Physical System Study.” Software & Systems Modeling 15 (1): 17–29. https://doi.org/10.1007/s10270-015-0493-x.
  • Neugebauer, R., S. Hippmann, M. Leis, and M. Landherr. 2016. “Industrie 4.0 - from the Perspective of Applied Research.” Procedia CIRP 57: 2–7. https://doi.org/10.1016/j.procir.2016.11.002.
  • Nguyen, T., R. G. Gosine, and P. Warrian. 2020. “A Systematic Review of Big Data Analytics for Oil and Gas Industry 4.0.” IEEE Access. 8: 61183–61201. https://doi.org/10.1109/ACCESS.2020.2979678.
  • Persona, A., D. Battini, M. Faccio, M. Bevilacqua, and F. E. Ciarapica. 2006. “Classification of Occupational Injury Cases Using the Regression Tree Approach.” International Journal of Reliability, Quality and Safety Engineering 13 (02): 171–191. https://doi.org/10.1142/S0218539306002197.
  • Peruzzini, M., and M. Pellicciari. 2017. “A Human Factors Assessment Model for Sustainable Manufacturing.” International Journal of Agile Systems and Management 10 (3/4): 206–230. https://doi.org/10.1504/IJASM.2017.088511.
  • Pivoto, D. G. S., L. F. F. de Almeida, R. da Rosa Righi, J. J. P. C. Rodrigues, A. B. Lugli, and A. M. Alberti. 2021. “Cyber-Physical Systems Architectures for Industrial Internet of Things Applications in Industry 4.0: A Literature Review.” Journal of Manufacturing Systems 58: 176–192. https://doi.org/10.1016/j.jmsy.2020.11.017.
  • Prasetyo, H., and W. Sutopo. 2018. Industri 4.0: Telaah Klasifikasi aspek dan arah perkembangan riset. J@ ti Undip: Jurnal Teknik Industri 13 (1): 17–26.
  • Progoulakis, I., P. Rohmeyer, and N. Nikitakos. 2021. “Cyber Physical Systems Security for Maritime Assets.” Journal of Marine Science and Engineering 9 (12): 1384. Retrieved from https://www.mdpi.com/2077-1312/9/12/1384. https://doi.org/10.3390/jmse9121384.
  • Qin, J., Y. Liu, and R. Grosvenor. 2016. “A Categorical Framework of Manufacturing for Industry 4.0 and Beyond.” Procedia CIRP 52: 173–178. https://doi.org/10.1016/j.procir.2016.08.005.
  • Raj, A., G. Dwivedi, A. Sharma, A. B. Lopes de Sousa Jabbour, and S. Rajak. 2020. “Barriers to the Adoption of Industry 4.0 Technologies in the Manufacturing Sector: An Inter-Country Comparative Perspective.” International Journal of Production Economics 224: 107546. https://doi.org/10.1016/j.ijpe.2019.107546.
  • Rane, S. B., and Y. A. M. Narvel. 2021. “Re-Designing the Business Organization Using Disruptive Innovations Based on blockchain-IoT Integrated Architecture for Improving Agility in Future Industry 4.0.” Benchmarking: An International Journal 28 (5): 1883–1908. https://doi.org/10.1108/BIJ-12-2018-0445.
  • Rosenberg, S. M. 2020. “The Role of Human Factors on the Future of Manufacturing.” In The Digitalization of the 21st Century Supply Chain, 236–238. London: Routledge.
  • Saez, M., F. P. Maturana, K. Barton, and D. M. Tilbury. 2018. “Real-Time Manufacturing Machine and System Performance Monitoring Using Internet of Things.” IEEE Transactions on Automation Science and Engineering 15 (4): 1735–1748. https://doi.org/10.1109/TASE.2017.2784826.
  • Salvendy, G., and W. Karwowski. 2021. Handbook of Human Factors and Ergonomics. John Wiley & Sons.
  • Sarstedt, M., J. F. Hair, and C. M. Ringle. 2023. “PLS-SEM: Indeed a Silver Bullet” – Retrospective Observations and Recent Advances.” Journal of Marketing Theory and Practice 31 (3): 261–275. https://doi.org/10.1080/10696679.2022.2056488.
  • Schlechtendahl, J., M. Keinert, F. Kretschmer, A. Lechler, and A. Verl. 2015. “Making Existing Production Systems Industry 4.0-Ready.” Production Engineering 9 (1): 143–148. https://doi.org/10.1007/s11740-014-0586-3.
  • Shafique, K., B. A. Khawaja, F. Sabir, S. Qazi, and M. Mustaqim. 2020. “Internet of Things (IoT) for Next-Generation Smart Systems: A Review of Current Challenges, Future Trends and Prospects for Emerging 5G-IoT Scenarios.” IEEE Access. 8: 23022–23040. https://doi.org/10.1109/ACCESS.2020.2970118.
  • Sivathanu, B., and R. Pillai. 2018. “Smart HR 4.0 – How Industry 4.0 is Disrupting HR.” Human Resource Management International Digest 26 (4): 7–11. https://doi.org/10.1108/HRMID-04-2018-0059.
  • Sung, T. K. 2018. “Industry 4.0: A Korea Perspective.” Technological Forecasting and Social Change 132: 40–45. https://doi.org/10.1016/j.techfore.2017.11.005.
  • Tan, W., H. Zhu, J. Tan, Y. Zhao, L. D. Xu, and K. Guo. 2022. “A Novel Service Level Agreement Model Using Blockchain and Smart Contract for Cloud Manufacturing in Industry 4.0.” Enterprise Information Systems 16 (12): 1–26. https://doi.org/10.1080/17517575.2021.1939426.
  • Te Lintelo, M., M. Kelder, and P. Kools. 2017. “Cyber Security in Oil & Gas: Outsourced or in-House?.” Paper Presented at the 22nd World Petroleum Congress.
  • Tien, J. M. 2017. “Internet of Things, Real-Time Decision Making, and Artificial Intelligence.” Annals of Data Science 4 (2): 149–178. https://doi.org/10.1007/s40745-017-0112-5.
  • Tung, T. V., T. N. Trung, N. H. Hai, and N. T. Tinh. 2020. “Digital Transformation in Oil and Gas companies-A Case Study of Bien Dong POC.” Petrovietnam Journal 10: 67–78.
  • Vogt, J., J. Leonhardt, B. Köper, and S. Pennig. 2010. “Human Factors in Safety and Business Management.” Ergonomics 53 (2): 149–163. https://doi.org/10.1080/00140130903248801.
  • Wanasinghe, T. R., R. G. Gosine, L. A. James, G. K. I. Mann, O. d Silva, and P. J. Warrian. 2020. “The Internet of Things in the Oil and Gas Industry: A Systematic Review.” IEEE Internet of Things Journal 7 (9): 8654–8673. https://doi.org/10.1109/JIOT.2020.2995617.
  • Xu, L. D., E. L. Xu, and L. Li. 2018. “Industry 4.0: State of the Art and Future Trends.” International Journal of Production Research 56 (8): 2941–2962. https://doi.org/10.1080/00207543.2018.1444806.
  • Zambon, S. 2022. From Industry 4.0 to Society 5.0: Digital manufacturing technologies and the role of workers. Retrieved from https://thesis.unipd.it/handle/20.500.12608/41053
  • Zhanbayev, R. A., M. Irfan, A. V. Shutaleva, D. G. Maksimov, R. Abdykadyrkyzy, and Ş. Filiz. 2023. “Demoethical Model of Sustainable Development of Society: A Roadmap towards Digital Transformation.” Sustainability 15 (16): 12478. https://doi.org/10.3390/su151612478.
  • Zhong, R. Y., X. Xu, E. Klotz, and S. T. Newman. 2017. “Intelligent Manufacturing in the Context of Industry 4.0: A Review.” Engineering 3 (5): 616–630. https://doi.org/10.1016/J.ENG.2017.05.015.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.