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Link to original content: https://api.crossref.org/works/10.1002/QRE.2343
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The corresponding univariate and bivariate models are described. In the univariate model, an item is replaced either on failure or on the predetermined replacement time, whichever comes first. In the bivariate model, the preventive maintenance is performed also on the occurrence of the m<\/jats:italic>th shock. Each shock in our stochastic model has a triple effect. On one hand, it acts directly on the failure rate of an item, increasing it by a random amount or resulting in a failure. On the other hand, each shock causes additional \u2018damage\u2019, which can be attributed, eg, to a short drop in the output of an item. 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