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Reliability optimization of multi-state consecutive sliding window systems under different activation strategies

Narges Mahdavi-Nasab, Mostafa Abouei Ardakan

2023Computers & Industrial Engineering15 citationsDOIOpen Access PDF

Abstract

The Consecutive-sliding window system (CSWS) is a recently developed version of the sliding window system (SWS), a structure inspired by a consecutive k - out - of - r - from - n : F system. In the CSWS, if the performance of any window of at least m-consecutive ones known by a set is lower than a predetermined demand value, the system fails. The present study proposes a more general version of the CSWS in which multi-state components of the system are constructed by binary elements with the possibility of using different active, standby, or K-mixed activation strategies for the elements in a component. Each strategy leads to a unique performance of that component in a multi-state mode. The proper allocation of elements to the components and the application of appropriate activation strategies have a significant effect on the system's reliability and cost. Therefore, a model is proposed to identify the optimal structure of components. A novel probabilistic algorithm is also developed for evaluating the performance of each adopted strategy. Moreover, a universal generating function-based approach is employed to calculate the system's reliability. To solve the proposed mathematical model, an evolutionary algorithm is developed. Finally, a numerical example and an industrial case study are analyzed to verify the importance of the proposed model.

Topics & Concepts

Sliding window protocolReliability (semiconductor)Component (thermodynamics)Probabilistic logicSet (abstract data type)Mathematical optimizationBinary numberState (computer science)Computer scienceFunction (biology)AlgorithmReliability engineeringWindow (computing)EngineeringMathematicsArtificial intelligenceBiologyPower (physics)ThermodynamicsEvolutionary biologyArithmeticOperating systemQuantum mechanicsProgramming languagePhysicsReliability and Maintenance OptimizationSoftware Reliability and Analysis ResearchRisk and Safety Analysis