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2018 | OriginalPaper | Chapter

A Hybrid Optimization Algorithm for Standardization of Maintenance Plans

Authors : Eduardo Gilabert, Egoitz Konde, Aitor Arnaiz, Basilio Sierra

Published in: Intelligent Distributed Computing XII

Publisher: Springer International Publishing

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Abstract

This paper presents an algorithm to solve the combinatorial optimization problem in the definition of preventive maintenance plans. This problem is not easy to solve, since tasks performed on assets can be redundant or not required. The objective is a more accurate definition of plans to reduce maintenance costs, where different optimization algorithms can be used. Taking a single optimization algorithm approach could serve to find an optimal solution depending of the use case, but it does not find reliable results in a generic way. The new hybrid approach with 4 different algorithms shows that better results are obtained than the use of the individual optimization algorithms.

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Literature
go back to reference Banks, J.: Discrete-Event System Simulation. Pearson Education, New Delhi (2005) Banks, J.: Discrete-Event System Simulation. Pearson Education, New Delhi (2005)
go back to reference Barros, A., Grall, A., Berenguer, C.: A maintenance Policy Optimized with imperfect monitoring and/or partial monitoring. In: Annual Reliability and Maintainability Symposium, pp. 406–411. IEEE (2003) Barros, A., Grall, A., Berenguer, C.: A maintenance Policy Optimized with imperfect monitoring and/or partial monitoring. In: Annual Reliability and Maintainability Symposium, pp. 406–411. IEEE (2003)
go back to reference Ben-Daya, M., Ait-Kadi, D., Duffuaa, S.O., Knezevic, J., Raouf, A.: Handbook of Maintenance Management and Engineering, vol. 7. Springer, London (2009) Ben-Daya, M., Ait-Kadi, D., Duffuaa, S.O., Knezevic, J., Raouf, A.: Handbook of Maintenance Management and Engineering, vol. 7. Springer, London (2009)
go back to reference Bevilacqua, M., Braglia, M.: The analytic hierarchy process applied to maintenance strategy selection. Reliab. Eng. Syst. Safe 2000(70), 71–83 (2000)CrossRef Bevilacqua, M., Braglia, M.: The analytic hierarchy process applied to maintenance strategy selection. Reliab. Eng. Syst. Safe 2000(70), 71–83 (2000)CrossRef
go back to reference Christer, A.H.: Developments in delay time analysis for modeling plant maintenance. J. Oper. Res. Soc. 50, 1120–1137 (1999)CrossRef Christer, A.H.: Developments in delay time analysis for modeling plant maintenance. J. Oper. Res. Soc. 50, 1120–1137 (1999)CrossRef
go back to reference Duffuaa, S.O., Raouf, A., Campbell, J.D.: Planning and Control of Maintenance Systems: Modeling and Analysis. Wiley, New York (1999) Duffuaa, S.O., Raouf, A., Campbell, J.D.: Planning and Control of Maintenance Systems: Modeling and Analysis. Wiley, New York (1999)
go back to reference Garg, A., Deshmukh, S.G.: Maintenance management: literature review and directions. J. Qual. Maint. Eng. 12(3), 205–238 (2006)CrossRef Garg, A., Deshmukh, S.G.: Maintenance management: literature review and directions. J. Qual. Maint. Eng. 12(3), 205–238 (2006)CrossRef
go back to reference Gilabert, E., Fernandez, S., Arnaiz, A., Konde, E.: Simulation of predictive maintenance strategies for cost-effectiveness analysis. Proc. Inst. Mech. Eng., Part B: J. Eng. Manuf. 231(13), 2242–2250 (2015). 0954405415578594CrossRef Gilabert, E., Fernandez, S., Arnaiz, A., Konde, E.: Simulation of predictive maintenance strategies for cost-effectiveness analysis. Proc. Inst. Mech. Eng., Part B: J. Eng. Manuf. 231(13), 2242–2250 (2015). 0954405415578594CrossRef
go back to reference Dedopoulos, I.T., Shah, N.: Optimal short-term scheduling of maintenance and production for multipurpose plants. Ind. Eng. Chem. Res. 34(1), 192–201 (1995)CrossRef Dedopoulos, I.T., Shah, N.: Optimal short-term scheduling of maintenance and production for multipurpose plants. Ind. Eng. Chem. Res. 34(1), 192–201 (1995)CrossRef
go back to reference Jiang, A., Dong, N., Tam, K.L., Lyu, C.: Development and optimization of a condition-based maintenance policy with sustainability requirements for production system. Math. Probl. Eng. 2018, 19 pages (2018) Jiang, A., Dong, N., Tam, K.L., Lyu, C.: Development and optimization of a condition-based maintenance policy with sustainability requirements for production system. Math. Probl. Eng. 2018, 19 pages (2018)
go back to reference Koren, Y., Ulsoy, A.G.: Vision, principles and impact of reconfigurable manufacturing systems. Powertrain Int. 5(3), 14–21 (2002) Koren, Y., Ulsoy, A.G.: Vision, principles and impact of reconfigurable manufacturing systems. Powertrain Int. 5(3), 14–21 (2002)
go back to reference Jardine, A.K.S., Banjevic, D., Wiseman, M., Buck, S., Joseph, T.: Optimizing a mine haul truck wheel motors’ condition monitoring program Use of proportional hazards modeling. J. Qual. Maint. Eng. 7(4), 286–302 (2001)CrossRef Jardine, A.K.S., Banjevic, D., Wiseman, M., Buck, S., Joseph, T.: Optimizing a mine haul truck wheel motors’ condition monitoring program Use of proportional hazards modeling. J. Qual. Maint. Eng. 7(4), 286–302 (2001)CrossRef
go back to reference Medina-Oliva, G., Weber, P., Iung, B.: Industrial system knowledge formalization to aid decision making in maintenance strategies assessment. Eng. Appl. Artif. Intell. 37, 343–360 (2015)CrossRef Medina-Oliva, G., Weber, P., Iung, B.: Industrial system knowledge formalization to aid decision making in maintenance strategies assessment. Eng. Appl. Artif. Intell. 37, 343–360 (2015)CrossRef
go back to reference Moubray, J.M.: Reliability-Centered Maintenance, 2nd edn. Industrial Press, New York (1997) Moubray, J.M.: Reliability-Centered Maintenance, 2nd edn. Industrial Press, New York (1997)
go back to reference Phan, D.T., Zhu, Y.: Multi-stage optimization for periodic inspection planning of geo-distributed infrastructure systems. Eur. J. Oper. Res. 245(3), 797–804 (2015)MathSciNetCrossRef Phan, D.T., Zhu, Y.: Multi-stage optimization for periodic inspection planning of geo-distributed infrastructure systems. Eur. J. Oper. Res. 245(3), 797–804 (2015)MathSciNetCrossRef
go back to reference Scarf, P.: On the application of mathematical models in maintenance. Eur. J. Oper. Res. 99(3), 493–506 (1997)CrossRef Scarf, P.: On the application of mathematical models in maintenance. Eur. J. Oper. Res. 99(3), 493–506 (1997)CrossRef
Metadata
Title
A Hybrid Optimization Algorithm for Standardization of Maintenance Plans
Authors
Eduardo Gilabert
Egoitz Konde
Aitor Arnaiz
Basilio Sierra
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-99626-4_12

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