A modified Weibull model for service life prediction and spare parts forecast in heat treatment industry
Klaudia Kovács, Fazel Ansari, Wilfried Sihn
Abstract
The ongoing digitization of the industry leads to new opportunities in industrial maintenance. Several concepts for smart maintenance have been published in literature, however, their application remains limited in industrial practice. To close the existing gap between research and practice, a novel practice-oriented approach is presented. A modified Weibull model is developed and embodied into a digital assistance system to visualize and predict remaining service life and to forecast the required number of spare parts. The developed model has been implemented in the use case in the heat treatment industry, and the results are presented to demonstrate the effectiveness of the proposed approach.
Topics & Concepts
Spare partDigitizationWeibull distributionService (business)Tertiary sector of the economyEngineeringComputer scienceReliability engineeringManufacturing engineeringIndustrial engineeringOperations researchOperations managementBusinessTelecommunicationsMarketingMathematicsStatisticsIndustrial Vision Systems and Defect DetectionManagement and Optimization TechniquesManufacturing Process and Optimization