A 4th Industrial Revolution Systems Approach for Human Resource Optimization in Maintenance (2024)

research-article

Authors: Megashnee Munsamy, Arnesh Telukdarie, and Mpho Manenzhe

Volume 232, Issue C

Pages 1900 - 1908

Published: 02 July 2024 Publication History

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    Abstract

    Human resource in maintenance remains a challenge in the overall business labor budget, labor costs, and the management thereof. This study aims to develop a model for maintenance management which fosters an optimum human resource in maintenance. The study uses system dynamics modeling to determine the maintenance management system's behavior. The 4IR technologies are integrated into this model and simulations are conducted to determine the 4IR technologies’ impact analysis using descriptive statistics. Post these simulations, the results revealed that the implementation of 4IR technologies yields an overall gain in maintenance human resource optimization by 27.46% gain when compared to a similar system of maintenance management without the 4IR technologies’ deployment. Another benefit of the 4IR technologies deployment is analyzed using standard deviation and found to foster a predictive maintenance strategy. This study concludes that the predictive maintenance strategy intensifies the optimization of the overall human resource in maintenance.

    References

    [1]

    A. Raouf, Z. Ali, S. Duffuaa, Evaluating a Computerized Maintenance Management System, International Journal of Operations & Production Managment 13 (1993).

    [2]

    C. Peng Au-yong, A. Shah Ali, F. Ahmed, Optimising maintenance cost performance with skilled technicians, Structural Survey 32 (3) (2014) 238–245.

    [3]

    M. Sedgi, O. Kauppila, B. Bergquist, E. Vanhatalo, A taxonomy of railway track maintenance planning and scheduling: A review and research trends, Reliability Engineering & System Safety 215 (2021).

    [4]

    A. Naji, M.EL Oumami, O. Bouksour, Z. Beidouri, A mixed method research towards a framework of a maintenance management model: A survey in Moroccan industries, Journal of Quality in Maintenance Engineering 26 (2019).

    [5]

    R. Palmer, Maintenance planning and scheduling handbook, McGraw-Hill Education, 2013.

    [6]

    G. Tortorella, F. Fogliatto, P. Cauchick-Miquel, Integration of industry 4.0 technologies into total productive maintenance practices, International Journal of Production Economics 240 (2021) 108–224.

    [7]

    L. Zhe, W. Kesheng, H. Yafei, Industry 4.0-Potentials for Predictive Maintenance, in: Proceedings of the 6th International Workshop of Advanced Manufacturing and Automation, University of Manchester, UK, 2016, pp. 10–11.

    [8]

    J. Von Thun, The Dynamics of Maintenance- A Systems Thinking View of Implementing Total Productive Maintenance, in: F. Maier (Ed.), Komplexitat und Dynamik als Herausforderung fur das Management, Deutscher Universitatsverlag, 2004.

    [9]

    S. Garcia and M. Garcia, Industry 4.4 implications in production and maintenance management: An overview., Procedia Manufacturing, 41, pp.415-422.

    [10]

    L. Spendla, M. Kebisek, P. Tanuska, L. Hrcka, Concept of predictive maintenance of production systems in accordance with industry 4.4, in: 2017 IEEE 15th International symposium on applied machine intelligence and informatics (SAMI), IEEE, 2017, pp. 000405–000410.

    [11]

    K. Mustafa, Mine maintenance time as a non-linear optimization problem under uncertainty, Journal of Quality in Maintenance Engineering 15 (3) (2009) 297–307.

    [12]

    R. Anderson, L. Neri, R&M Theory and Fundamental Concepts, Reliability-Centered Maintenance: Management and Engineering Methods (1990).

    [13]

    A. Alabdulkarim, P. Ball, A. Tiwari, Assessing asset monitoring level for maintenance operations: A simulation approach, Journal of Manufacturing technology Management 26 (5) (2015) 632–659.

    [14]

    A. Alabdulkarim, P. Ball, A. Tiwari, Influence of resources on maintenance operations with different asset monitoring levels: A simulation approach, Business Process Management Journal 20 (2) (2014) 195–212.

    [15]

    H. Yihai, G. Changchao, C. Zhaoxiang, H. Xiao, Integrated predictive maintenance strategy for manufacturing systems by combining quality control and mission reliability analysis, International Journal of Production Research (2017).

    [16]

    T. Borgi, A. Hidri, B. Neef, M.S. Naceur, Data analytics for predictive maintenance of industrial robots, in: 2017 International Conference on Advanced Systems and Electric Technologies (IC_ASET, 2017.

    [17]

    D. Galar, M. Kans, The impact of maintenance 4.0 and big data analytics within strategic asset management,”, Maintenance Performance and Measurement and Management 2016 (MPMM 2016) (2017).

    [18]

    E.K. Juuso, Intelligent performance analysis with a natural language interface, Management Systems in Production Engineering 3 (25) (2017) 168–175.

    [19]

    E. Uhlmann, A. Laghmouchi, C. Geisert, E. Howwieler, Decentralized data analytics for maintenance in industrie 4.0, in: 27th International Conference on Flexible Automation and Intelligent Manufacturing, FAIM2017,  , Modena, Italy, 2017.

    [20]

    R.M. Alsheryani, S.S. Alkaabi, M. Ahmed, Applying Artificial Intelligence (AI) for Predictive Maintenance of Power Distribution Networks: A Case Study of AI in Distribution Company, in: International Conference on Electrical and Computing Technologies an applications (IECTA), 2019.

    [21]

    M.N. Razali, A.F. Jamaluddin, A.R. Jalil, T.K. Nguyen, Big data analytics for predictive maintenance in maintenance management, Property Management 38 (4) (2020) 513–529.

    [22]

    I. Martinez-Moyano, G. Richardson, Best practices in system dynamics modelling, System Dynamics Review 29 (2) (2013) 102–123.

    [23]

    J. Sterman, Business Dynamics: Systems Thinking and Modelling for a Complex World. Irwin/McGraw-Hill: Boston, MA, Boston, MA, 2000.

    [24]

    H. Haraldsson, Introduction to system thinking and causal loop diagrams, Department of Chemical Engineering (2004).

    [25]

    A. Chitongo, L. Pretorius, Unintended negative effects of client project cost control: A systems dynamics approach, South African journal of Industrial Engineering 29 (3) (2018) 121–131.

    [26]

    J.D. Sterman, Business Dynamics: Systems Thinking and Modeling for a Complex World, Irwin/McGraw-Hill, Homewood, 2000.

    [27]

    A. Jambekar, A systems thinking perspective of maintenance, operations, and process quality, Journal of Quality in Maintenance Engineering 6 (2) (2000) 123–132.

    [28]

    H. Meng, X. Liu, J. Xing, E. Zio, A method for economic evaluation of predictive maintenance technologies by integrating system dynamics and evolutionary game modelling, Reliability Engineering & System Safety 222 (2022).

    [29]

    G. Linnéusson, A.H. Ng, T. Aslam, Quantitative analysis of a conceptual system dynamics maintenance performance model using multi-objective optimisation, Journal of Simulation 12 (2) (2018) 171–189.

    [30]

    M. Manenzhe, A. Telukdarie, Maintenance Management Conceptual Model: A Systems Dynamic Approach, in: 2021 Internatonal Conference on Maintenance and Intelligent Assest Management (ICMIAM), IEEE, 2021, pp. 1–6.

    [31]

    A. Tashakkari, C. Teddlie, Foundations of mixed methods research: Integrating qualitative and quantitative approaches in social and behavioural sciences, Sage Publication, California, 2009.

    [32]

    J. Ohlen, M. Janice, M.& L. Niehaus, mixed method design: Principles and procedures, Forum Qualitative Sozialforschung/Forum: Qualitative Social Research 12 (1) (2011).

    [33]

    M. Hekimoglu and Y. Barlas, “Sensitivity analysis ofsystem dynamics models by behaviour pattern measures,” p. 2015, 2010.

    [34]

    C. Leys, O. Klein, P. Bernard, L. Liciata, Detecting outliers: Do not use standard deviation around the mean, use absolute deviation around the median, Journal of experimental social psychology 49 (4) (2013) 764–766.

    [35]

    D. Lee, J. In, S. Lee, Standard deviation and standard error of the mean, Korean journal of anesthesiology 68 (3) (2015) 220–223.

    [36]

    Vensim, Vensim, venata systems (2022) [Online]. Available: https://www.vensim.com/documentation/usr18.html [Accessed 2022].

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    Published In

    A 4th Industrial Revolution Systems Approach for Human Resource Optimization in Maintenance (1)

    Procedia Computer Science Volume 232, Issue C

    2024

    3296 pages

    ISSN:1877-0509

    EISSN:1877-0509

    Issue’s Table of Contents

    Copyright © 2024.

    Publisher

    Elsevier Science Publishers B. V.

    Netherlands

    Publication History

    Published: 02 July 2024

    Author Tags

    1. Human resources optimization
    2. Digital Technologies
    3. Maintenance Labour
    4. Optimal maintenance execution

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