Applied Sciences · 2021 · 10 citations · 14 references
EngineeringRisk ManagementSystems EngineeringLifecycle EngineeringRisk AssessmentStochastic ModelingLifecycle DesignLifecycle ModelingProbabilistic Safety AssessmentReliability ModelingRisk EvaluationRisk ModelingCost Uncertainty AnalysisLife Cycle Cost ModellingLifecycle Risk AssessmentLifecycle Risk ModelingMonte Carlo Risk SimulationProduct Life Cycle Risk AssessmentReliability-based Life-cycle Assessment
State of the art mechatronic systems are complex assemblies of various parts and sub-systems. In such an interconnected system, even relatively cheap parts can have a major impact on the overall performance due to unexpected failure. Hence, lifecycle management has major implications on the successful modification of existing products. Potential savings due to changes in production and procurement must be compared to the implied risk of products failing in the field due to these changes. This work documents a generic approach for risk assessment based on the distribution of the expected savings and incident costs over the whole lifecycle. To do so, a stochastic model is introduced to quantify the expected savings and costs given a non-risk-free product modification. Using a Monte Carlo simulation, the effects of uncertainty are incorporated into the risk management. The model and simulation are deployed within an industrial use case. The application demonstrates both the appropriateness of the tool and its useability.
14
Cyber-physical systems in manufacturing
László Monostori, Botond Kádár, Thomas Bauernhansl et al. · CIRP Annals · 2016 · 1.6K citations · Full text
Engineering, Manufacturing Engineering, Systems Engineering +12
Francesco Longo, Letizia Nicoletti, Antonio Padovano · Computers & Industrial Engineering · 2017 · 546 citations · Full text
Engineering, Industrial Engineering, Operations Management +16