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结合半参数方法和贝叶斯抽样技术的多响应优化设计 被引量:1
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作者 汪建均 郜婷玉 杨世娟 《系统工程学报》 CSCD 北大核心 2021年第5期697-708,共12页
响应曲面模型的构建对多响应优化设计结果的影响至关重要.传统的响应曲面模型会事先对模型结构做出一系列的假设.然而,在面向复杂产品的质量设计时往往会出现模型结构错误设定的情况.结合半参数方法和贝叶斯抽样技术提出了一种新的多响... 响应曲面模型的构建对多响应优化设计结果的影响至关重要.传统的响应曲面模型会事先对模型结构做出一系列的假设.然而,在面向复杂产品的质量设计时往往会出现模型结构错误设定的情况.结合半参数方法和贝叶斯抽样技术提出了一种新的多响应优化设计方法,以解决多目标之间的冲突、模型结构的不确定以及预测响应值的波动性问题.首先,利用半参数方法建立可控因子与响应之间的响应曲面模型;其次,基于贝叶斯抽样技术对模型误差进行修正,建立基于误差修正的响应曲面模型,并在此基础上构建多目标优化函数;然后,利用混合遗传算法进行寻优,获得最佳的参数设计值.另外,基于贝叶斯抽样技术对优化结果进行稳健性评估,以考察优化结果的可靠性.最后,通过一个案例分析说明所提方法的有效性.结果表明,所提方法能有效地解决模型结构不确定以及小样本数据对研究结果的影响,获得更加稳健可靠的优化结果. 展开更多
关键词 多响应优化设计 半参数方法 质量损失函数 响应曲面方法 贝叶斯方法
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Application of grey relational analysis in sheet metal forming for multi-response quality characteristics 被引量:5
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作者 XIE Yan-min YU Hu-ping +1 位作者 CHEN Jun RUAN Xue-yu 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第5期805-811,共7页
The theory of grey systems is a new technique for performing prediction, relational analysis and decision making in many areas. In this paper, the use of grey relational analysis for optimizing the square hole flangin... The theory of grey systems is a new technique for performing prediction, relational analysis and decision making in many areas. In this paper, the use of grey relational analysis for optimizing the square hole flanging process parameters with considerations of the multiple response (the average flanging height, regular flanging and maximum strain) is introduced. Various flanging parameters, such as the blank inner radius rb, blank inner width B0, are considered. An orthogonal array is used for the experimental design. Multiple response values are obtained using finite element analysis (FEA). Optimal process parameters are determined by the grey relational grade obtained from the grey relational analysis for multi-performance characteristics (flanging height, regular flanging and maximum strain). Analysis of variance (ANOVA) for the grey relational grade is implemented. The results showed good agreement with the experiment result. Grey relational analysis can be applied in multiple response optimi-zation designs. 展开更多
关键词 Grey relational analysis FLANGING Multiple response Optimization design
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Optimization of the Extraction Process of Polysaccharides from Tegillarca granosa by Response Surface Methodology 被引量:1
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作者 KONG Fuwang JIANG Yuxing +1 位作者 ZHAN Xiaodong TANG Xiaoniu 《Chinese Food Science》 2012年第4期1-3,共3页
[ Objective] The aim was to use response surface methodology to determine optimum conditions for extraction of polysaccharides from Tegillarca granosa. [ Method] Response surface methodology with three-factors and thr... [ Objective] The aim was to use response surface methodology to determine optimum conditions for extraction of polysaccharides from Tegillarca granosa. [ Method] Response surface methodology with three-factors and throe-levels was carried out for optimizing the extraction process of polysacchafides from Tegillarca granosa. A central composite des(gn including independent variables, such as extraction temperature (A), extraction time (B), and ethanol concentration (C) was obtained through Box-Benhnken central combination design. Selected response which evaluates the extraction process was polysacchadde yield. [ Result] The independent variable with the largest effect on response was ethanol concentration (C). The optimum extraction conditions were found to be extraction temperature 69.6℃, extraction time 6.2 h, and ethanol concen- tration of 78% (V/V), respectively. Under these conditions, the extraction efficiency of polysaccharide can increase to 1. 635%. [ Coaclusioa] Study on the extraction of polysaccharides from Tegillarca granosa could provide certain theoretical direction for extracting polysaccharides from Tegillarca granosa on a large scale. 展开更多
关键词 Tegillarca granosa POLYSACCHARIDES EXTRACTION Response surface methodology China
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