Metamodel-based inverse method for parameter identification: elastic–plastic damage model. Issue 4 (3rd April 2017)

• Record Type: Journal Article
• Authors: Huang, Changwu; El Hami, Abdelkhalak; Radi, Bouchaïb
• Is Part Of: Engineering optimization. Volume 49:Issue 4(2017)
• Page Start: 633
• Page End: 653
• Publication Date: 2017-04-03
• Subjects: material model -- parameter identification -- inverse method -- metamodel -- evolutionstrategy; Engineering design -- Periodicals; Mathematical optimization -- Periodicals; 620.0042
• DOI: 10.1080/0305215X.2016.1206537
• Languages: English
• ISSNs: 0305-215X

Abstract

ABSTRACT: This article proposed a metamodel-based inverse method for material parameter identification and applies it to elastic–plastic damage model parameter identification. An elastic–plastic damage model is presented and implemented in numerical simulation. The metamodel-based inverse method is proposed in order to overcome the disadvantage in computational cost of the inverse method. In the metamodel-based inverse method, a Kriging metamodel is constructed based on the experimental design in order to model the relationship between material parameters and the objective function values in the inverse problem, and then the optimization procedure is executed by the use of a metamodel. The applications of the presented material model and proposed parameter identification method in the standard A 2017-T4 tensile test prove that the presented elastic–plastic damage model is adequate to describe the material's mechanical behaviour and that the proposed metamodel-based inverse method not only enhances the efficiency of parameter identification but also gives reliable results.