Investigation of system transient availability under imperfect maintenance

Suzan Alaswad, Sinan Salman
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Abstract

Purpose While steady-state analysis is useful, it does not consider the inherent transient characteristics of repairable systems' behavior, especially in systems that have relatively short life spans, or when their transient behavior is of special concern such as the motivating example used in this paper, military systems. Therefore, a maintenance policy that considers both transient and steady-state availability and aims to achieve the best trade-off between high steady-state availability and rapid stabilization is essential. Design/methodology/approach This paper studies the transient behavior of system availability under the Kijima Type II virtual age model. While such systems achieve steady-state availability, and it has been proved that deploying preventive maintenance (PM) can significantly improve its steady-state availability, this improvement often comes at the price of longer and increased fluctuating transient behavior, which affects overall system performance. The authors present a methodology that identifies the optimal PM policy that achieves the best trade-off between high steady-state availability and rapid stabilization based on cost-availability analysis. Findings When the proposed simulation-based optimization and cost analysis methodology is applied to the motivating example, it produces an optimal PM policy that achieves an availability–variability balance between transient and steady-state system behaviors. The optimal PM policy produces a notably lower availability coefficient of variation (by 11.5%), while at the same time suffering a negligible limiting availability loss of only 0.3%. The new optimal PM policy also provides cost savings of about 5% in total maintenance cost. The performed sensitivity analysis shows that the system's optimal maintenance cost is sensitive to the repair time, the shape parameter of the Weibull distribution and the downtime cost, but is robust with respect to changes in the remaining parameters. Originality/value Most of the current maintenance models emphasize the steady-state behavior of availability and neglect its transient behavior. For some systems, using steady-state availability as the sole metric for performance is not adequate, especially in systems that have relatively short life spans or when their transient behavior affects the overall performance. However, little work has been done on the transient analysis of such systems. In this paper, the authors aim to fill this gap by emphasizing such systems and applications where transient behavior is of critical importance to efficiently optimize system performance. The authors use military systems as a motivating example.
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不完全维护条件下系统暂态可用性研究
虽然稳态分析是有用的,但它没有考虑可修复系统行为的固有瞬态特征,特别是在具有相对较短寿命的系统中,或者当它们的瞬态行为受到特别关注时,例如本文中使用的激励示例,军事系统。因此,维护策略必须考虑瞬时可用性和稳态可用性,并在高稳态可用性和快速稳定之间实现最佳权衡。本文研究了Kijimaⅱ型虚拟年龄模型下系统可用性的暂态行为。虽然这样的系统实现了稳态可用性,并且已经证明部署预防性维护(PM)可以显着提高其稳态可用性,但这种改进通常是以更长时间和增加的波动瞬态行为为代价的,这会影响系统的整体性能。作者提出了一种确定最佳PM策略的方法,该策略在基于成本-可用性分析的高稳定状态可用性和快速稳定之间实现了最佳权衡。当提出的基于仿真的优化和成本分析方法应用于激励示例时,它产生了最优的PM策略,实现了暂态和稳态系统行为之间的可用性-可变性平衡。最优的PM策略产生明显较低的可用性变异系数(11.5%),同时遭受可忽略不计的限制可用性损失,仅为0.3%。新的最优PM策略还提供了大约5%的总维护成本节约。灵敏度分析表明,系统最优维修成本对维修时间、威布尔分布形状参数和停机成本敏感,对其余参数的变化具有鲁棒性。当前的维护模型大多强调可用性的稳态行为,而忽略了其瞬态行为。对于某些系统,使用稳态可用性作为性能的唯一度量是不够的,特别是在寿命相对较短的系统中,或者当它们的瞬态行为影响整体性能时。然而,对这类系统的暂态分析却做得很少。在本文中,作者的目的是填补这一空白,强调这样的系统和应用,暂态行为是至关重要的,有效地优化系统性能。作者使用军事系统作为一个激励的例子。
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来源期刊
CiteScore
5.60
自引率
12.00%
发文量
53
期刊介绍: In today''s competitive business and industrial environment, it is essential to have an academic journal offering the most current theoretical knowledge on quality and reliability to ensure that top management is fully conversant with new thinking, techniques and developments in the field. The International Journal of Quality & Reliability Management (IJQRM) deals with all aspects of business improvements and with all aspects of manufacturing and services, from the training of (senior) managers, to innovations in organising and processing to raise standards of product and service quality. It is this unique blend of theoretical knowledge and managerial relevance that makes IJQRM a valuable resource for managers striving for higher standards.Coverage includes: -Reliability, availability & maintenance -Gauging, calibration & measurement -Life cycle costing & sustainability -Reliability Management of Systems -Service Quality -Green Marketing -Product liability -Product testing techniques & systems -Quality function deployment -Reliability & quality education & training -Productivity improvement -Performance improvement -(Regulatory) standards for quality & Quality Awards -Statistical process control -System modelling -Teamwork -Quality data & datamining
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