A surrogate model-assisted robustness-oriented tolerance design method based on ‘reverse model’

Multi-objective Constrained Robust Design of a Metamaterial vibration isolator with a Limited BudgetMany real-world engineering design optimization problems encounter input uncertainties, which may introduce undesired fluctuations in design performance or even make the design solution infeasible. Robust design optimization (RDO) is widely studied due to its ability to deal with uncertainties. RDO methods require many evaluations generally, which is prohibitive when relying on expensive simulations. Surrogateassisted optimization can help to reduce the number of simulation calls. An improved constrained multi-objective efficient robust global optimization method (CMO-ERGO) is proposed in this work, which combines the robust expected improvement of ERGO with the probability of feasibility. CMO-ERGO improves the ERGO framework and quantifies the robustness of the objective and the constraint functions using an analytical uncertainty quantification based on the Kriging surrogate. The proposed method is tested on three numerical benchmark functions and applied to the robust design of a metamaterial vibration isolator with a honeycomb structure to explore its performance in solving engineering applications. The robustness of optimal solutions is demonstrated using the Monte Carlo Method. Moreover, comparisons between CMO-ERGO and several existing RDO methods illustrate the effectiveness and efficiency of CMO-ERGO.

show abstract

A surrogate model-assisted robustness-oriented tolerance design method based on ‘reverse model’

Cited by 4 publications

References 52 publications

Reasoning support for predicting requirement change volatility using complex network metrics

Reasoning support for predicting requirement change volatility using complex network metrics

A data-driven adaptive algorithm and decision support design of multisensory information fusion for prognostics and health management applications

Multi-objective constrained robust design of a metamaterial vibration isolator with a limited budget

Contact Info

Product

Resources

About