2022
DOI: 10.1016/j.engstruct.2021.113808
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Optimal finite element modeling of filament wound CFRP tubes

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Cited by 14 publications
(5 citation statements)
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“…The current work has explored a new material design methodology based on a combination of a GMC micromechanical model and a state-of-the-art covariance matrix adaptation (CMA-ES) optimization algorithm [32,34,35]. The methodology was validated by comparing the predicted effective properties with the measured experimental data presented in the work of Hinton et al [33].…”
Section: Discussionmentioning
confidence: 99%
See 1 more Smart Citation
“…The current work has explored a new material design methodology based on a combination of a GMC micromechanical model and a state-of-the-art covariance matrix adaptation (CMA-ES) optimization algorithm [32,34,35]. The methodology was validated by comparing the predicted effective properties with the measured experimental data presented in the work of Hinton et al [33].…”
Section: Discussionmentioning
confidence: 99%
“…The algorithm efficiently tunes the properties of all individual composites' constituent properties along with their geometric arrangement in order to accurately predict the thermomechanical stress and deformation response of a previously experimentally tested composite material specimen [33]. CMA-ES has been successfully implemented [34,35], providing fast and efficient optimum results. During this procedure, a set of the selected parameters are tuned in an iterative process towards the minimization of the objective function.…”
Section: Coupling Gmc To Cma-es Optimization Strategymentioning
confidence: 99%
“…The wide application of carbon fiber reinforced plastic (CFRP) in aerospace, shipbuilding, automobile manufacturing, military industry, and other fields promotes the rapid development of automated laying technologies 1–6 . Currently, automated manufacturing techniques for composite components predominantly encompass Filament Winding (FW), Automated Tape Laying (ATL), and Automated Fiber Placement (AFP) 7–9 . Among them, AFP enables independent control of multiple prepreg fibers, which is suitable for the placement of complex surfaces, and the material utilization rate is higher 10,11 .…”
Section: Introductionmentioning
confidence: 99%
“…Sun et al [26] and Qi et al [27] studied the vibration feature of CFRP drive shafts and proposed a method of optimization in CFRP shaft. In general, the key researching emphasis of CFRP structure is to fully exert the advantage of fiber materials through ply arrangement and fiber reinforcement [27][28][29]. Few studies are focused on the application of large overhanging shaft in the poor rigidity machining tool system.…”
Section: Introductionmentioning
confidence: 99%