Reliability-based multi-scale design optimization of composite frames considering structural compliance and manufacturing constraints
The paper proposes an efficient methodology for concurrent reliability-based multi-scale design optimization (RBMDO) of composite frames to minimize structural cost subjecting to compliance constraint. Two types of variables are systematically considered in RBMDO, which are deterministic design vari...
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Published in | Structural and multidisciplinary optimization Vol. 61; no. 6; pp. 2401 - 2421 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.06.2020
Springer Nature B.V |
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Abstract | The paper proposes an efficient methodology for concurrent reliability-based multi-scale design optimization (RBMDO) of composite frames to minimize structural cost subjecting to compliance constraint. Two types of variables are systematically considered in RBMDO, which are deterministic design variables of the frame components, the discrete fiber winding angles at the two geometrical scales, and random parameters of material properties and loading conditions in both magnitude and direction. To overcome the difficulty of highly nonlinear compliance constraint when using fiber winding angles as design variables and improve efficiency and accuracy of RBMDO of composite frames, the improved single loop and single vector (SLSV) approach based on modified chaos control (MCC) scheme, which is abbreviated hereafter as SLSV-MCC, is proposed, and sensitivities at the current design point are utilized to further increase accuracy of the proposed SLSV-MCC. Six types of specific manufacturing constraints are explicitly considered in the proposed RBMDO to reduce the risk of local failure in the laminated composite. The deterministic multi-scale design optimization (DMDO) model is also presented and utilized for comparison to distinguish differences between deterministic and reliability-based optimization results. Efficiency and accuracy of the proposed SLSV-MCC are compared with the first-order reliability method (FORM) and conventional SLSV approach. Meanwhile, the Monte Carlo simulation (MCS) method is further utilized to validate the accuracy of the proposed RBMDO. The discrete material optimization (DMO) approach is utilized to couple two geometrical scales: macroscopic topology and microscopic material selection. Capabilities of the proposed RBMDO are demonstrated by optimization of 2D and 3D composite frames. Numerical study reveals that the uncertainties in material properties and loading conditions will lead to different macroscopic sizing and topology configurations for deterministic and reliability-based solutions. |
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AbstractList | The paper proposes an efficient methodology for concurrent reliability-based multi-scale design optimization (RBMDO) of composite frames to minimize structural cost subjecting to compliance constraint. Two types of variables are systematically considered in RBMDO, which are deterministic design variables of the frame components, the discrete fiber winding angles at the two geometrical scales, and random parameters of material properties and loading conditions in both magnitude and direction. To overcome the difficulty of highly nonlinear compliance constraint when using fiber winding angles as design variables and improve efficiency and accuracy of RBMDO of composite frames, the improved single loop and single vector (SLSV) approach based on modified chaos control (MCC) scheme, which is abbreviated hereafter as SLSV-MCC, is proposed, and sensitivities at the current design point are utilized to further increase accuracy of the proposed SLSV-MCC. Six types of specific manufacturing constraints are explicitly considered in the proposed RBMDO to reduce the risk of local failure in the laminated composite. The deterministic multi-scale design optimization (DMDO) model is also presented and utilized for comparison to distinguish differences between deterministic and reliability-based optimization results. Efficiency and accuracy of the proposed SLSV-MCC are compared with the first-order reliability method (FORM) and conventional SLSV approach. Meanwhile, the Monte Carlo simulation (MCS) method is further utilized to validate the accuracy of the proposed RBMDO. The discrete material optimization (DMO) approach is utilized to couple two geometrical scales: macroscopic topology and microscopic material selection. Capabilities of the proposed RBMDO are demonstrated by optimization of 2D and 3D composite frames. Numerical study reveals that the uncertainties in material properties and loading conditions will lead to different macroscopic sizing and topology configurations for deterministic and reliability-based solutions. |
Author | Jung, Yongsu Yan, Jun Lee, Ikjin Duan, Zunyi |
Author_xml | – sequence: 1 givenname: Zunyi orcidid: 0000-0002-6610-2881 surname: Duan fullname: Duan, Zunyi email: duanzy@nwpu.edu.cn organization: Institute of Structural Health Monitoring and Control, School of Mechanics, Civil Engineering & Architecture, Northwestern Polytechnical University, Department of Mechanical Engineering, Korea Advanced Institute of Science and Technology – sequence: 2 givenname: Yongsu surname: Jung fullname: Jung, Yongsu organization: Department of Mechanical Engineering, Korea Advanced Institute of Science and Technology – sequence: 3 givenname: Jun surname: Yan fullname: Yan, Jun organization: Department of Engineering Mechanics, State Key Laboratory of Structural Analysis for Industrial EquipmentInternational Research Center for Computational Mechanics, Dalian University of Technology – sequence: 4 givenname: Ikjin surname: Lee fullname: Lee, Ikjin email: ikjin.lee@kaist.ac.kr organization: Department of Mechanical Engineering, Korea Advanced Institute of Science and Technology |
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Keywords | Modified chaos control Concurrent multi-scale design optimization Reliability-based design optimization Single loop single vector Discrete material optimization |
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SubjectTerms | Accuracy Angles (geometry) Compliance Computational Mathematics and Numerical Analysis Computer simulation Design optimization Engineering Engineering Design Frames Material properties Materials selection Monte Carlo simulation Multiscale analysis Research Paper Theoretical and Applied Mechanics Three dimensional composites Topology Two dimensional composites Winding |
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Title | Reliability-based multi-scale design optimization of composite frames considering structural compliance and manufacturing constraints |
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