Dynamic Scheduling of Intelligent Group Maintenance Planning under Usage Availability Constraint

نویسندگان

چکیده

Maintenance, particularly preventive maintenance, is a crucial measure to ensure the operational reliability, availability, and profitability of complex industrial systems such as nuclear asset, wind turbines, railway trains, etc. Powered by continuous advancement sensor technology, condition-based group maintenance has become available enhance execution efficiency accuracy plans. The majority existing plans are static, which require prescheduling sequences within fixed windows and, thus, cannot fully utilize real-time health information decision-making responsiveness. To address this problem, paper proposes an intelligent framework that capable dynamically iteratively updating all component information. A two-stage analytical model was formulated capture comprehensive impact scheduled opportunistic through failure analyses both degradation lifetime components. penalty functions for advancing or postponing were calculated based on state age each in arbitrary groups, subsequent grouping time sequence components be repaired updated. cost optimized under usage availability constraint sequential dynamic programming sequences. Numerical experiments demonstrated superior performance proposed approach control insurance compared with conventional static periodic approaches.

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ژورنال

عنوان ژورنال: Mathematics

سال: 2022

ISSN: ['2227-7390']

DOI: https://doi.org/10.3390/math10152730