An effective hybrid optimization method is proposed by integrating an adaptive Kriging(A-Kriging)into an improved partial swarm optimization algorithm(IPSO)to give a so-called A-Kriging-IPSO for maximizing the bucklin...An effective hybrid optimization method is proposed by integrating an adaptive Kriging(A-Kriging)into an improved partial swarm optimization algorithm(IPSO)to give a so-called A-Kriging-IPSO for maximizing the buckling load of laminated composite plates(LCPs)under uniaxial and biaxial compressions.In this method,a novel iterative adaptive Kriging model,which is structured using two training sample sets as active and adaptive points,is utilized to directly predict the buckling load of the LCPs and to improve the efficiency of the optimization process.The active points are selected from the initial data set while the adaptive points are generated using the radial random-based convex samples.The cell-based smoothed discrete shear gap method(CS-DSG3)is employed to analyze the buckling behavior of the LCPs to provide the response of adaptive and input data sets.The buckling load of the LCPs is maximized by utilizing the IPSO algorithm.To demonstrate the efficiency and accuracy of the proposed methodology,the LCPs with different layers(2,3,4,and 10 layers),boundary conditions,aspect ratios and load patterns(biaxial and uniaxial loads)are investigated.The results obtained by proposed method are in good agreement with the literature results,but with less computational burden.By applying adaptive radial Kriging model,the accurate optimal resultsebased predictions of the buckling load are obtained for the studied LCPs.展开更多
针对传统基于有限元的声固耦合分析方法由于色散误差过大仅适用于低频分析的问题,耦合声学梯度加权有限元法(Gradient-weighted finite element method,GW-FEM)和基于虚拟中心点的离散剪切间隙板壳单元(Centralpoint-based discrete she...针对传统基于有限元的声固耦合分析方法由于色散误差过大仅适用于低频分析的问题,耦合声学梯度加权有限元法(Gradient-weighted finite element method,GW-FEM)和基于虚拟中心点的离散剪切间隙板壳单元(Centralpoint-based discrete shear gap method,CPDSG),发展了一种精确、高效的新型声固耦合分析方法 GW/CPDSG。基于梯度加权有限元法对声压梯度进行加权重构,采用基于虚拟中心点的离散剪切间隙板壳单元重构板壳单元的剪切应变场,并通过耦合界面处声场和结构场的相容性和平衡条件最终建立系统的耦合方程。将所建立的耦合模型应用于汽车乘员舱声固耦合系统频率响应的分析,数值结果表明,GW/CPDSG方法对中低频声固耦合问题的预测精度显著高于有限元/有限元耦合方法,尤其是对复杂系统声固耦合响应的预测更是表现出了良好的适应性和可靠性,可有效提升可分析频率的上限,降低大规模问题的计算成本,在实际工程问题中具有广阔的应用前景。展开更多
基金Vietnam National Foundation for Science and Technology Development(NAFOSTED)under Grant number 107.02-2019.330.
文摘An effective hybrid optimization method is proposed by integrating an adaptive Kriging(A-Kriging)into an improved partial swarm optimization algorithm(IPSO)to give a so-called A-Kriging-IPSO for maximizing the buckling load of laminated composite plates(LCPs)under uniaxial and biaxial compressions.In this method,a novel iterative adaptive Kriging model,which is structured using two training sample sets as active and adaptive points,is utilized to directly predict the buckling load of the LCPs and to improve the efficiency of the optimization process.The active points are selected from the initial data set while the adaptive points are generated using the radial random-based convex samples.The cell-based smoothed discrete shear gap method(CS-DSG3)is employed to analyze the buckling behavior of the LCPs to provide the response of adaptive and input data sets.The buckling load of the LCPs is maximized by utilizing the IPSO algorithm.To demonstrate the efficiency and accuracy of the proposed methodology,the LCPs with different layers(2,3,4,and 10 layers),boundary conditions,aspect ratios and load patterns(biaxial and uniaxial loads)are investigated.The results obtained by proposed method are in good agreement with the literature results,but with less computational burden.By applying adaptive radial Kriging model,the accurate optimal resultsebased predictions of the buckling load are obtained for the studied LCPs.
文摘针对传统基于有限元的声固耦合分析方法由于色散误差过大仅适用于低频分析的问题,耦合声学梯度加权有限元法(Gradient-weighted finite element method,GW-FEM)和基于虚拟中心点的离散剪切间隙板壳单元(Centralpoint-based discrete shear gap method,CPDSG),发展了一种精确、高效的新型声固耦合分析方法 GW/CPDSG。基于梯度加权有限元法对声压梯度进行加权重构,采用基于虚拟中心点的离散剪切间隙板壳单元重构板壳单元的剪切应变场,并通过耦合界面处声场和结构场的相容性和平衡条件最终建立系统的耦合方程。将所建立的耦合模型应用于汽车乘员舱声固耦合系统频率响应的分析,数值结果表明,GW/CPDSG方法对中低频声固耦合问题的预测精度显著高于有限元/有限元耦合方法,尤其是对复杂系统声固耦合响应的预测更是表现出了良好的适应性和可靠性,可有效提升可分析频率的上限,降低大规模问题的计算成本,在实际工程问题中具有广阔的应用前景。
