6533b7defe1ef96bd1275d99
RESEARCH PRODUCT
Integrated Production and Predictive Maintenance Planning based on Prognostic Information
Christophe VarnierOmar BougachaSonia Hajri-gaboujNoureddine Zerhounisubject
Remaining UsefulLife0209 industrial biotechnology021103 operations researchHealth management systemOperations researchComputer scienceCondition-based maintenanceAnt colony optimization algorithms[INFO.INFO-DS]Computer Science [cs]/Data Structures and Algorithms [cs.DS]0211 other engineering and technologiesScheduling (production processes)02 engineering and technologyPredictive maintenanceAnt Colony Optimization[SPI.AUTO]Engineering Sciences [physics]/Automatic020901 industrial engineering & automationPrognostic InformationProduction and Maintenance SchedulingPrognosticsIntegrated productionDecision processPredic-tive Maintenancedescription
International audience; This paper address the problem of scheduling production and maintenance operation in predictive maintenance context. It proposes a contribution in the decision making phase of the prognostic and health management framework. Theprognostics and decision processes are merged and an ant colony optimization approach for finding the sequence of decisions that optimizes the benefits of a production system is developed. A case study on a single machine composed of several components where machine can have several usage profiles. The results show thatour approach surpasses classical condition based maintenance policy.
| year | journal | country | edition | language |
|---|---|---|---|---|
| 2019-03-19 |