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Quasi Monte Carlo Simulations for Stochastic Failure Analysis in Composites

机译:复合材料随机破坏分析的准蒙特卡洛模拟

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Due to the heterogeneity in their microstructure composite materials exhibit considerablespatial variations in properties, which strongly impact their mechanical performance,cause variability in stress and strain fields, and influence evolution of damagein the material. Recent research has focused on considering material behavioruncertainties and quantifying the impact on the structural response.In this paper eXtended Finite Element Method (XFEM) and Continuum DamageMechanics (CDM) models are employed for damage modeling in composite materials,where variations of material strength are taken into account using spatial randomfields to model the material strength parameters. Using samples of the property fields,Monte Carlo (MC) and Quasi Monte Carlo (QMC) techniques are utilized to quantifythe influence of strength variability on the structural response. As MC technique canbecome prohibitively expensive, research using MC technique for stochastic modelanalysis in composite structures is sparse. QMC technique has been shown to providefaster convergence compared to MC method, hence reducing the computationalexpense, though application to composite analysis has not been found.The current methodology allows examination of the stochastic progressive damagebehavior of composite materials. The influence of input variability on the meancrack length in open hole angle-ply tensile tests is examined using MC and QMCtechniques, and the convergence behavior of the methods is compared. The resultsshow faster convergence when using QMC.
机译:由于其微观结构中的异质性,复合材料表现出可观的性能 性能的空间变化会严重影响其机械性能, 引起应力和应变场的变化,并影响损伤的演变 在材料上。最近的研究集中在考虑物质行为 不确定性并量化对结构响应的影响。 本文扩展了有限元方法(XFEM)和连续谱损伤 力学(CDM)模型用于复合材料的损伤建模, 使用空间随机性考虑材料强度的变化 字段以模拟材料强度参数。使用属性字段的样本, 蒙特卡洛(MC)和准蒙特卡洛(QMC)技术用于量化 强度变化对结构响应的影响。由于MC技术可以 变得极其昂贵,使用MC技术进行随机模型研究 复合结构的分析很少。 QMC技术已被证明可以提供 与MC方法相比,收敛速度更快,从而减少了计算量 费用,尽管尚未找到适用于复合分析的方法。 当前的方法允许检查随机渐进性损伤 复合材料的行为。输入变异性对均值的影响 使用MC和QMC检查裸眼角板层拉伸试验中的裂纹长度 技术,并比较了该方法的收敛行为。结果 使用QMC时显示更快的收敛速度。

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