Signature-based Reliability and Maintenance Planning for a Load-sharing Coherent System Operating in a Random Environment

Document Type : Original Article

Authors
1 Faculty of Mathematics, Statistics and Computer Science, University of Tabriz, Tabriz, Iran.
2 School of Mathematics and Computer Science, Iran University of Science and Technology, Tehran, Iran.
Abstract
This paper, using the signature technique and a generalized Farlie-Gumbel-Morgenstern (FGM) copula function, presents a generic mean residual lifetime (MRL) model for the reliability analysis of a load-sharing coherent system. The present approach differs from earlier models in that in addition to load-sharing phenomenon it simultaneously considers the effect of operating conditions on the system. Further, using the developed model and the renewal-reward argument, an age replacement policy is investigated. The proposed MRL model and the behavior of the optimal solution as the model parameters change are illustrated through numerical examples.
Keywords
Subjects

Ahmadi, R. (2020). Reliability and maintenancemodeling for a load-sharing k-out-of-n system subject to hidden failures. Computers and Industrial Engineering, 150:106894.
Ahmadi, R. (2022). A bivariate process-based mean residual lifetime model for maintenance and inspection planning. Computers and Industrial Engineering, 163:107792.
Ahmadi, R. and Amirhossein, S. (2022). Asignature-based approach for reliability modeling and maintenance optimization of a coherent system. Computers and Industrial Engineering., 171:5678.
Ansell, J. and Walls, L. (1991). Dependency analysis in reliability studies. IMA Journal of Management Mathematics, 3(4):333–348.
Asadi, M. and Bayramoglu, I. (2006). The mean residual life function of a k-out-of-n structure at the system level. IEEE Transactions on Reliability, 55(2):314–318.
Asadi, M., Hashemi, M., and Balakrishnan, N. (2023). An overview of some classical models and discussion of the signature-based models of preventive maintenance. Applied Stochastic Models in Business and Industry, 39(1):4–53.
Bhattacharya, D. and Samaniego, F. J. (2010). Estimating component characteristics from system failure-time data. Naval Research Logistics, 57(4):380–389.
Burkschat, M. and Navarro, J. (2013). Dynamic signatures of coherent systems based on sequential order statistics. Journal of Applied Probability, 50(1):272–287.
Cha, J. H., Finkelstein, M., and Levitin, G. (2022). Age-replacement policy for items described by stochastic degradation with dependent increments. IMA Journal of Management Mathematics, 33(2):273–287.
Da, G., Xu, M., and Chan, P. S. (2018). An efficient algorithm for computing the signatures of systems with exchangeable components and applications. IISE Transactions, 50(7):584–595.
Eryilmaz, S. (2011). The number of failed components in a coherent system with exchangeable components. IEEE Transactions on Reliability, 61(1):203–207.
Eryilmaz, S., Oruc, O. E., and Oger, V. (2016). Joint reliability importance in coherent systems with exchangeable dependent components. IEEE Transactions on Reliability, 65(3):1562–1570.
Eryilmaz, S. and Pekalp, M. H. (2020). On optimal age replacement policy for a class of coherent systems. Journal of Computational and Applied Mathematics, 377:112888.
Fang, G., Pan, R., and Hong, Y. (2020). Copula-based reliability analysis of degrading systems with dependent failures. Reliability Engineering and System Safety, 193:106618.
Gertsbakh, I. B. and Shpungin, Y. (2012). Combinatorial approach to computing component importance indexes in coherent systems. Probability in the Engineering and Informational Sciences, 26(1):117–128.
Huynh, K. T., Castro, I. T., Barros, A., and Berenguer, C. (2012). Modeling age-based maintenance strategies with minimal repairs for systems subject to competing failure modes due to degradation and shocks. European Journal of Operational Research, 218(1):140–151.
Jardine, A. K., Lin, D., and Banjevic, D. (2006). A review on machinery diagnostics and prognostics implementing condition-based maintenance. Mechanical Systems and Signal Processing, 20(7):1483–1510.
Li, X.-Y., Liu, Y., Chen, C.-J., and Jiang, T. (2016). A copula-based reliability modeling for nonrepairable multi-state k-out-of-n systems with dependent components. Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability, 230(2):133–146.
Li, Y., Coolen, F. P., Zhu, C., and Tan, J. (2020). Reliability assessment of the hydraulic system of wind turbines based on load-sharing using survival signature. Renewable Energy, 153:766–776.
Marichal, J.-L. and Mathonet, P. (2011). Extensions of system signatures to dependent lifetimes: Explicit expressions and interpretations. Journal of Multivariate Analysis, 102(5):931–936.
Navarro, J., Balakrishnan, N., and Samaniego, F. J. (2008). Mixture representations of residual lifetimes of used systems. Journal of Applied Probability, 45(4):1097–1112.
Navarro, J., Ng, H. K. T., and Balakrishnan, N. (2012). Parametric inference for component distributions from lifetimes of systems with dependent components. Naval Research Logistics, 59(7):487–496.
Navarro, J. and Rychlik, T. (2007). Reliability and expectation bounds for coherent systems with exchangeable components. Journal of Multivariate Analysis, 98(1):102– 113.
Navarro, J., Samaniego, F. J., and Balakrishnan, N. (2010). The joint signature of coherent
systems with shared components. Journal of Applied Probability, 47(1):235–253.
Patra, A. and Kundu, C. (2021). Stochastic comparisons and ageing properties of residual lifetime mixture models. Mathematical Methods of Operations Research, 94(1):123– 143.
Ross, S. M. (1979). Multivalued state component systems. Annals of Probability, 379–383.
Ross, S. M. (2008). A new simulation approach to estimating expected values of functions
of bernoulli random variables under certain types of dependencies. IISE Transactions, 41(1):81–85.
Rykov, V., Ivanova, N., and Kochetkova, I. (2022). Reliability analysis of a load-sharing k-out-of-n system due to its components’ failure. Mathematics, 10(14):2457.
Sadegh, M. K. (2008). Mean past and mean residual life functions of a parallel system with nonidentical components. Communications in Statistics: Theory and Methods, 37(7):1134–1145.
Samaniego, F. J. (2007). System signatures and their applications in engineering reliability. Springer, New York.
Shen, J., Zhang, Y., Ma, Y., and Lin, C. (2021). A novel opportunistic maintenance strategy for systems with dependent main and auxiliary components. IMA Journal of Management Mathematics, 32(1):69–90.
Suarez Llorens, A. et al. (2022). Discussion of signature-based models of preventive maintenance. Applied Stochastic Models and Data Analysis: An International Journal.
Ye, Z., Revie, M., and Walls, L. (2014). A load sharing system reliability model with managed component degradation. IEEE Transactions on Reliability, 63(3):721–730.
Zhang, J., Tony Ng, H. K., and Balakrishnan, N. (2015). Tests for homogeneity of distributions of component lifetimes from system lifetime data with known system signatures. Naval Research Logistics, 62(7):550–563.
Volume 23, Issue 1
June 2024
Pages 63-81

  • Receive Date 27 February 2024
  • Revise Date 23 May 2024
  • Accept Date 31 August 2024