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基于拉丁超方抽样的全渠道供应链网络优化 被引量:7
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作者 张思敏 宋海清 《系统工程理论与实践》 EI CSSCI CSCD 北大核心 2019年第7期1704-1713,共10页
全渠道零售模式下需求的大样本、差异性、相关性特征将改变传统供应链的网络结构,文章构建离散拉丁超方抽样的免疫遗传算法进行全渠道供应链网络优化.先通过离散拉丁超方抽样对需求数据进行处理,保留样本特征的基础上减少样本容量,然后... 全渠道零售模式下需求的大样本、差异性、相关性特征将改变传统供应链的网络结构,文章构建离散拉丁超方抽样的免疫遗传算法进行全渠道供应链网络优化.先通过离散拉丁超方抽样对需求数据进行处理,保留样本特征的基础上减少样本容量,然后通过免疫遗传算法进行供应链网络多目标多机制优化,在保证较快收敛的同时避免局部极值,以此解决全渠道零售模式下供应链网络优化问题.实例证明该模型与算法的有效性以及在实践中的可行性. 展开更多
关键词 全渠道零售 供应链网络 辐射范围 离散拉丁超方抽样 免疫遗传算法
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基于OD与LHS的复杂作用关系制造过程的计算机实验方法
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作者 崔庆安 《组合机床与自动化加工技术》 北大核心 2013年第9期1-4,8,共5页
计算机仿真和计算机实验方法是自动化加工过程常用的产品设计和质量优化技术。文章针对输入因子与输出特性之间存在复杂非线性作用关系的制造过程,提出一种基于正交设计(OD)与超拉丁方抽样(LHS)的两阶段计算机实验方法。首先利用OD粗略... 计算机仿真和计算机实验方法是自动化加工过程常用的产品设计和质量优化技术。文章针对输入因子与输出特性之间存在复杂非线性作用关系的制造过程,提出一种基于正交设计(OD)与超拉丁方抽样(LHS)的两阶段计算机实验方法。首先利用OD粗略探知出输出特性变化较大的子区域;而后在该子区域内采用LHS来安排实验点,获取样本集;最后利用Kriging模型建立起过程的全局性模型。理论与仿真研究表明,与传统的LHS设计相比,所提方法的实验点的分布可随输出特性的变化而调整,其拟合模型的预测性能也有较大幅度的提高,说明了方法的有效性。 展开更多
关键词 计算机实验 实验设计 复杂作用关系 正交设计 拉丁抽样
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自重和索力偏差对混凝土斜拉桥施工受力状态的影响 被引量:8
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作者 胡方健 李国平 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2012年第2期191-197,共7页
采用分段浇筑施工的混凝土斜拉桥的施工状态受到诸多不确定性因素的影响,仅根据现有规范按照确定性方法来计算其承载力及使用性能是不安全的.为了研究混凝土斜拉桥在施工阶段不确定性因素影响下的受力状态,将混凝土自重和施工张拉索力... 采用分段浇筑施工的混凝土斜拉桥的施工状态受到诸多不确定性因素的影响,仅根据现有规范按照确定性方法来计算其承载力及使用性能是不安全的.为了研究混凝土斜拉桥在施工阶段不确定性因素影响下的受力状态,将混凝土自重和施工张拉索力作为变量,采用拉丁超方抽样法对一座混凝土斜拉桥进行了分析.分别研究了在上述两类变量单独和组合作用下桥梁的状态,统计了在给定分布的变量作用下的截面边缘应力的分布规律,分析了不同的索力张拉误差对桥梁应力状态的影响,最后给出了指定截面边缘正应力施工阶段可靠度随索力张拉误差的变化规律.分析得到:自重偏差和索力张拉误差对结构施工状态有很大影响,而且影响的部位不相同;施工阶段应尽量降低索力张拉误差,以减小应力的变异;在前期设计时很有必要进行不确定性分析,以了解结构可能出现的状况,避免发生施工事故. 展开更多
关键词 混凝土斜拉桥 随机有限元 拉丁超方抽样 施工偏差 可靠度
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Determination and stability analysis of ultimate open-pit slope under geomechanical uncertainty 被引量:10
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作者 Ali Moradi Afrapoli Morteza Osanloo 《International Journal of Mining Science and Technology》 SCIE EI 2014年第1期105-110,共6页
In open-pit mines,pit slope as one of the important parameters affects the mine economy and total minable reserve,and it is also affected by different uncertainties which arising from many sources.One of the most crit... In open-pit mines,pit slope as one of the important parameters affects the mine economy and total minable reserve,and it is also affected by different uncertainties which arising from many sources.One of the most critical sources of uncertainty effects on the pit slope design is rock mass geomechanical properties.By comparing the probability of failure resulted from deterministic procedure and probabilistic one,this paper investigated the effects of aforesaid uncertainties on open-pit slope stability in metal mines.In this way,to reduce the effect of variance,it implemented Latin Hypercube Sampling(LHS)technique.Furthermore,a hypothesis test was exerted to compare the effects on two cases in Middle East.Subsequently,the investigation approved high influence of geomechanical uncertainties on overall pit steepness and stability in both iron and copper mines,though on the first case the effects were just over. 展开更多
关键词 Safety factor Probability of failure Geomechanical property uncertainty Overall pit slope Stability analysis
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Multi-objective Optimization Based on Unsteady Analysis Considering the Efficiency and Radial Force of a Single-Channel Pump for Wastewater Treatment 被引量:1
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作者 Jin-Hyuk Kim Bo-Min Cho +1 位作者 Yotmg-Seok Choi Kyotmg-Yong Lee 《Journal of Mechanics Engineering and Automation》 2016年第5期234-245,共12页
A multidisciplinary optimization was conducted to simultaneously improve the efficiency and reduce the radial force of a single-channel pump for wastewater treatment. A hybrid multi-objective evolutionary algorithm wa... A multidisciplinary optimization was conducted to simultaneously improve the efficiency and reduce the radial force of a single-channel pump for wastewater treatment. A hybrid multi-objective evolutionary algorithm was coupled with a surrogate model to optimize the geometry of the single-channel pump volute. Steady and unsteady Reynolds-averaged Navier-Stokes equations with a shear stress transport turbulence model were discretized using finite volume approximations and were then solved on tetrahedral grids to analyze the flow in the single-channel pump. The three objective functions represented the total efficiency, the sweep area of the radial force during one revolution, and the distance of the mass center of sweep area from the origin while the two design variables were related to the cross-sectional area of the internal flow of the volute. Latin hypercube sampling was employed to generate twelve design points within the design space, and response surface approximation models were constructed as surrogate models for the objectives based on the values of the objective function at the given design points. A fast non-dominated sorting genetic algorithm for local search was coupled with the surrogate models to determine the global Pareto-optimal solutions. The trade-off between the objectives was determined and was described in terms of the Pareto-optimal solutions. The results of the multi-objective optimization showed that the optimum design simultaneously improved the efficiency and reduced the radial force relative to those of the reference design. 展开更多
关键词 Single-channel pump EFFICIENCY radial force sweep area unsteady analysis optimization.
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Multi-objective optimization of the streamlined head of high-speed trains based on the Kriging model 被引量:17
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作者 YAO ShuanBao GUO DiLong +2 位作者 SUN ZhenXu YANG GuoWei CHEN DaWei 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第12期3495-3509,共15页
As the running speed of high-speed trains increases, aerodynamic drag becomes the key factor which limits the further increase of the running speed and energy consumption. Aerodynamic lift of the trailing car also bec... As the running speed of high-speed trains increases, aerodynamic drag becomes the key factor which limits the further increase of the running speed and energy consumption. Aerodynamic lift of the trailing car also becomes the key force which affects the amenity and safety of the train. In the present paper, a simplified CRH380A high-speed train with three carriages is chosen as the model in order to optimize aerodynamic drag of the total train and aerodynamic lift of the trailing car. A constrained mul- ti-objective optimization design of the aerodynamic head shape of high-speed trains based on adaptive non-dominated sorting genetic algorithm is also developed combining local function three-dimensional parametric approach and central Latin hypercube sampling method with maximin criteria based on the iterative local search algorithm. The results show that local function parametric approach can be well applied to optimal design of complex three-dimensional aerodynamic shape, and the adaptive non-dominated sorting genetic algorithm can be more accurate and efficient to find the Pareto front. After optimization the aerodynamic drag of the simplified train with three carriages is reduced by 3.2%, and the lift coefficient of the trailing car by 8.24%, the volume of the streamlined head by 2.16%; the aerodynamic drag of the real prototype CRH380A is reduced by 2.26%, lift coefficient of the trailing car by 19.67%. The variation of aerodynamic performance between the simplified train and the true train is mainly concentrated in the deformation region of the nose cone and tail cone. The optimization approach proposed in the present paper is simple yet efficient, and sheds lights on the constrained multi-objective engineering optimization design of aerodynamic shape of high-speed trains. 展开更多
关键词 multi-objective optimization KRIGING genetic algorithms aerodynamic shape high-speed trains
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MODELING PRIMARY AND SECONDARY DRUG RESISTANCES UNDER CHINA^S "FOUR-FREE-ONE-CARE POLICY"
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作者 JIE LOU LINGCHEN BU +3 位作者 ESTHER HAN YUHUA RUAN HUI XING YIMING SHAO 《International Journal of Biomathematics》 2012年第5期1-19,共19页
We propose a mathematical model to evaluate the effect of China's "Four-Free-One-Care Policy" in MSM population in Beijing. We divided the drug resistant H[V patients into two sub-populations: primary drug resista... We propose a mathematical model to evaluate the effect of China's "Four-Free-One-Care Policy" in MSM population in Beijing. We divided the drug resistant H[V patients into two sub-populations: primary drug resistance and secondary drug resistance. Uncertainty and sensitivity analysis based on Latin Hypercube Sampling (LHS) were used for these thresholds of our model. We find that drug-resistant HIV will spread fast in MSM population under China's current treatment policy. Especially', primary-resistant strain is very likely to dominate the HIV positive MSM individuals after 10 years. The conclusions hint that, China's outlook on HIV infections is not optimistic if sufficient kinds free second-line drugs in China cannot be put into use in the near future. 展开更多
关键词 HIV Latin Hypercube Sampling primary drug resistance secondary drugresistance.
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