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Optimization of Infrared-microwave Post-processing Process for 3D Printed Raspberry Preserves Based on AHP-CRITIC Hybrid Weighting Combined with Response Surface Method
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作者 Zheng Xianzhe Song Ruonan +2 位作者 Cong Hongyue Zhang Yuhan Xue Liangliang 《Journal of Northeast Agricultural University(English Edition)》 2025年第1期27-44,共18页
In order to improve the quality of 3D printed raspberry preserves after post-processing,microwave ovens combining infrared and microwave methods were utilized.The effects of infrared heating temperature,infrared heati... In order to improve the quality of 3D printed raspberry preserves after post-processing,microwave ovens combining infrared and microwave methods were utilized.The effects of infrared heating temperature,infrared heating time,microwave power,microwave heating time on the center temperature,moisture content,the chroma(C*),the total color difference(ΔE*),shape fidelity,hardness,and the total anthocyanin content of 3D printed raspberry preserves were analyzed by response surface method(RSM).The results showed that under combining with the two methods,infrared heating improved the fidelity and quality degradation of printed products,while microwave heating enhanced the efficiency of infrared heating.Infrared-microwave combination cooking could maintain relatively stable color appearance and shape of 3D printed raspberry preserves.The AHP–CRITIC hybrid weighting method combined with the response surface test to determine the comprehensive weights of the evaluation indicators optimized the process parameters,and the optimal process parameters were obtained:infrared heating temperature of 190℃,infrared heating time of 10 min and 30 s,microwave power of 300 W,and microwave heating time of 2 min and 6 s.The 3D printed raspberry cooking methods obtained under the optimal conditions seldom had color variation,porous structure,uniform texture,and high shape fidelity,which retained the characteristics of personalized manufacturing by 3D printing.This study could provide a reference for the postprocessing and quality control of 3D cooking methods. 展开更多
关键词 3D printing RASPBERRY MICROWAVE infrared heating hybrid weighting response surface method
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基于RSM模型对王水-氯酸钾消解-ICP-OES法测定锑矿石中锑的条件优化
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作者 康栋 何涛 +3 位作者 甘黎明 冯博鑫 门倩妮 王鹏 《中国无机分析化学》 北大核心 2025年第2期231-240,共10页
锑是一种全球重要的战略矿产资源,快速准确测定锑矿中锑含量对锑矿的勘查和开采具有重要指导意义。采用响应曲面法(RSM)对电感耦合等离子体发射光谱法(ICP-OES)测定锑的实验条件进行优化。以氯酸钾加入量、溶解温度、提取液浓度为单因素... 锑是一种全球重要的战略矿产资源,快速准确测定锑矿中锑含量对锑矿的勘查和开采具有重要指导意义。采用响应曲面法(RSM)对电感耦合等离子体发射光谱法(ICP-OES)测定锑的实验条件进行优化。以氯酸钾加入量、溶解温度、提取液浓度为单因素,确定单因素变量分别为0.4~1.6 g、70~130℃、5%~35%;根据RSM中的Box-Behnken(BBD)设计,选择锑矿石测定值为响应值,建立三因素三水平面实验,得到二次多项式回归模型。对该模型进行方差分析并判断其显著性,其中模型F=421.94、P<0.0001、模型的R^(2)=0.9982、R_(adj)^(2)=0.9958、CV(变异值)=1.49%、S/N(信噪比)=59.54,可以解释超过98%的响应值变化。通过研究结果显示,在氯酸钾加入量0.9 g、溶解温度100℃、提取液盐酸浓度为15%的条件下,可以获得最佳的测定效果。4个锑矿石标准物质测定结果相对误差是0.34%~0.89%,相对标准偏差(RSD)是0.54%~1.1%,满足岩石矿物分析准确度和精密度控制要求,表明基于RSM模型优化锑矿石中锑量测定的方法准确可靠。RSM在复杂样品分析中的应用的展示,为分析化学方法优化提供了有效的实验工具。 展开更多
关键词 响应曲面法 电感耦合等离子体发射光谱法 锑矿石 条件优化
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基于RSM的玄武岩纤维固废混凝土力学性能优化研究 被引量:1
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作者 查文华 徐源歆 +2 位作者 许涛 谭雪剑 张晓丽 《硅酸盐通报》 北大核心 2025年第4期1408-1419,共12页
为探明锂渣替代率、玄武岩纤维长度与掺量等因素及其交互作用下对锂渣-煤矸石固废混凝土力学性能影响规律并实现多指标优化,采用单因素试验确定响应面法(RSM)中各因素最佳基准水平,建立了混凝土28 d单轴抗压强度和劈裂抗拉强度的二次多... 为探明锂渣替代率、玄武岩纤维长度与掺量等因素及其交互作用下对锂渣-煤矸石固废混凝土力学性能影响规律并实现多指标优化,采用单因素试验确定响应面法(RSM)中各因素最佳基准水平,建立了混凝土28 d单轴抗压强度和劈裂抗拉强度的二次多项式回归模型,确定了材料最优参数。结果表明,单因素试验中最优锂渣替代率、玄武岩纤维长度及掺量分别为25%(质量分数)、18 mm及0.16%(体积分数)。响应面试验中锂渣替代率与玄武岩纤维掺量的交互作用、玄武岩纤维长度与掺量的交互作用分别是影响抗压强度和抗拉强度的关键性因素。回归模拟获得最优参数:锂渣替代率22.875%(质量分数)、纤维掺量0.184%(体积分数)、纤维长度18 mm,该模型预测结果与平行试验结果的拟合度较高,表明回归模型可为玄武岩纤维-锂渣-煤矸石混凝土力学性能多目标优化提供有效参考。 展开更多
关键词 固废资源化 玄武岩纤维 锂渣 混凝土 响应面法 力学性能
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基于RSM-BBD法碱激发胶结剂煤矸石充填材料的配比及其微观结构研究
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作者 晋俊宇 靳旭锋 +1 位作者 乔方 王宇 《实验技术与管理》 北大核心 2025年第4期117-126,共10页
为了实现多目标性能碱激发胶结剂煤矸石充填材料的配比设计,文章采用RSM-BBD法进行实验设计,探究了浆料浓度、胶凝材料掺量和矸石级配对充填材料性能的影响,对料浆配比进行了优化,结合SEM-EDS对硬化浆体的微观结构进行了分析。实验结果... 为了实现多目标性能碱激发胶结剂煤矸石充填材料的配比设计,文章采用RSM-BBD法进行实验设计,探究了浆料浓度、胶凝材料掺量和矸石级配对充填材料性能的影响,对料浆配比进行了优化,结合SEM-EDS对硬化浆体的微观结构进行了分析。实验结果表明:用RSM-BBD法建立的回归模型能够准确预测各因素与性能之间的关系,模型精确度大于95%;充填材料的性能不仅受单一因素影响,多因素交互作用对充填材料的性能具有一定影响,经优化后得到充填材料最佳配比为:料浆浓度76%~78%,胶凝材料掺量15%~18%,矸石级配2~3 mm;微观结构显示,硬化浆体中形成的水化产物主要为C-S-H凝胶,随着养护龄期与胶凝材料掺量的增加,C-S-H凝胶也逐渐增多,这是充填体强度增大的主要原因。 展开更多
关键词 碱激发胶结剂 响应面rsm 材料配比优化 微观结构
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基于RSM和CFD的轴流气吸滚筒式排种器型孔负压优化
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作者 张海东 于淇 +2 位作者 张宇乾 杨文彩 郑安琪 《沈阳农业大学学报》 北大核心 2025年第3期116-125,共10页
[目的]针对轴流气吸式排种器吸种负压低导致的吸种效果不佳问题,通过优化其关键部件结构参数,提高负压稳定性与吸种效率,以提升播种精度与工作性能。[方法]基于RSM(Response Surface Method)和CFD (Computational Fluid Dynamics)结合... [目的]针对轴流气吸式排种器吸种负压低导致的吸种效果不佳问题,通过优化其关键部件结构参数,提高负压稳定性与吸种效率,以提升播种精度与工作性能。[方法]基于RSM(Response Surface Method)和CFD (Computational Fluid Dynamics)结合的方法,通过BBD(Box-Behnken Design)试验对轴流气吸滚筒式排种器的关键结构参数进行仿真试验优化。使用FLUENT软件对试验模型的型孔入口处压力值进行了数值计算。将获得的数据集导入Design expert13软件,通过响应面法进行预测和优化。通过数值模拟试验和台架试验验证响应面法预测结果的可靠性。以番茄种子为试验对象,进行排种器吸种性能试验。[结果]得到的轴流气吸滚筒式排种器关键结构最优参数组合为:型孔拔模角度12.59°,扇叶叶片厚度2.26 mm,扇叶叶片个数9。此时,目标函数预测孔口入口的负压为64.61 Pa。得到扇叶转速1 500 r·min^(-1)时番茄种子吸种单粒率为75%。根据响应面法优化后的结构参数组合建立三维模型进行CFD数值模拟,模拟结果为64.08 Pa,则响应面法预测结果与CFD数值模拟的误差为0.82%;原模型型孔入口负压值45.85 Pa,优化模型的型孔负压值比原模型提升39.76%,优化效果显著。型孔负压台架试验表明,扇叶转速1500 r·min^(-1)时,型孔入口负压值为62 Pa,型孔负压台架试验和数值模拟试验的结果误差为3.35%。[结论]吸种性能台架试验表明,扇叶转速1 500 r·min^(-1)时番茄种子吸种单粒率为75.22%,与优化前相比提升15.72%。考虑到简化结构和3D打印导致的不可避免的误差,认为该结果符合要求,优化试验设计可靠。 展开更多
关键词 轴流 气吸排种器 响应面法(rsm) 计算流体动力学(CFD)
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基于RSM的超细水泥注浆材料配比及性能优化模型 被引量:7
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作者 刘伟韬 吴海凤 申建军 《煤炭科学技术》 EI CAS CSCD 北大核心 2024年第8期146-158,共13页
注浆堵水技术已成为水害措施防范向工程治理不可缺少的技术之一,超细材料的研究也成为了目前注浆材料发展的新方向。为了解决矿井水害注浆治理工程中注浆材料优选和配比优化问题,采用单因素试验与响应曲面法(RSM)相结合的方法进行超细... 注浆堵水技术已成为水害措施防范向工程治理不可缺少的技术之一,超细材料的研究也成为了目前注浆材料发展的新方向。为了解决矿井水害注浆治理工程中注浆材料优选和配比优化问题,采用单因素试验与响应曲面法(RSM)相结合的方法进行超细水泥注浆材料优化配比研究。首先通过单因素试验对不同水灰比、硅灰(SF)掺量及高效聚羧酸减水剂(PCS)掺量条件下浆液黏度、泌水率及7 d单轴抗压强度进行分析,以确定RSM最佳基准水平,其次构建以浆液黏度、泌水率及7 d单轴抗压强度为响应目标的二次多项式预测模型,结合方差、残差及响应曲面分析各响应变量对响应目标的影响规律,确定注浆材料最优配比。通过单因素试验结果对比分析,发现最优水灰比、SF掺量及PCS掺量分别为1∶1、35%及0.3%。通过RSM研究发现,浆液黏度、泌水率及7 d单轴抗压强度不仅受单一因素影响,且存在多因素交互作用。根据建立的二次多项式响应面回归预测模型可知,当水灰比、SF掺量及PCS掺量分别为0.7∶1、38%及0.2%时,注浆材料性能最优,其回归模拟预测浆液黏度、泌水率及7 d单轴抗压强度分别为210.82 mPa·s、1.0%及12.22 MPa。通过室内试验,其结果与预测模型结果吻合度较高,进一步验证了模型的可靠性,证明了该模型能够用于注浆材料优化配比设计研究。 展开更多
关键词 响应曲面法 超细水泥浆体 陷落柱边缘岩体 注浆堵水 注浆材料
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基于RSM-正交法的磁障式直线永磁游标电机的设计与优化 被引量:4
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作者 杨巧玲 宋柏良 +2 位作者 郭生辉 张克春 张琦 《电机与控制学报》 EI CSCD 北大核心 2024年第3期179-188,共10页
针对直线永磁游标电机的损耗问题,提出一种磁障式拓扑结构。通过在次级的凸极齿加入隔磁磁障,使次级对磁通的流动具有导向作用,减少涡流损耗,提高电机的磁场调制能力。在此基础上,设计一种磁障式直线永磁游标电机,采用响应面(RSM)-正交... 针对直线永磁游标电机的损耗问题,提出一种磁障式拓扑结构。通过在次级的凸极齿加入隔磁磁障,使次级对磁通的流动具有导向作用,减少涡流损耗,提高电机的磁场调制能力。在此基础上,设计一种磁障式直线永磁游标电机,采用响应面(RSM)-正交法对电机的推力性能进行优化。首先,通过对电机进行灵敏度分析,确定显著变量。其次,根据RSM法建立优化目标响应与显著变量之间的拟合模型,并对其拟合精度进行评估。最后,基于该模型进行正交试验,根据正交试验的数据进行极差分析,得到电机的最优结构参数。有限元实验结果表明,采用RSM-正交优化方法的电机性能得到大幅提高,并且可以节省优化时间,提高优化效率,对直线永磁游标电机的设计与优化有重要的参考价值。 展开更多
关键词 直线电机 磁障 多目标优化 灵敏度分析 响应面分析 正交试验法
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Response surface method using grey relational analysis for decision making in weapon system selection 被引量:9
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作者 Peng Wang Peng Meng Baowei Song 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第2期265-272,共8页
A proper weapon system is very important for a na- tional defense system. Generally, it means selecting the optimal weapon system among many alternatives, which is a multiple- attribute decision making (MADM) proble... A proper weapon system is very important for a na- tional defense system. Generally, it means selecting the optimal weapon system among many alternatives, which is a multiple- attribute decision making (MADM) problem. This paper proposes a new mathematical model based on the response surface method (RSM) and the grey relational analysis (GRA). RSM is used to obtain the experimental points and analyze the factors that have a significant impact on the selection results. GRA is used to an- alyze the trend relationship between alternatives and reference series. And then an RSM model is obtained, which can be used to calculate all alternatives and obtain ranking results. A real world application is introduced to illustrate the utilization of the model for the weapon selection problem. The results show that this model can be used to help decision-makers to make a quick comparison of alternatives and select a proper weapon system from multiple alternatives, which is an effective and adaptable method for solving the weapon system selection problem. 展开更多
关键词 weapon system multiple-attribute decision making(MADM) response surface method rsm grey relational analysis(GRA).
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Extremum response surface method of reliability analysis on two-link flexible robot manipulator 被引量:19
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作者 ZHANG Chun-yi BAI Guang-chen 《Journal of Central South University》 SCIE EI CAS 2012年第1期101-107,共7页
In order to present a new method for analyzing the reliability of a two-link flexible robot manipulator,Lagrange dynamics differential equations of the two-link flexible robot manipulator were established by using the... In order to present a new method for analyzing the reliability of a two-link flexible robot manipulator,Lagrange dynamics differential equations of the two-link flexible robot manipulator were established by using the integrated modal method and the multi-body system dynamics method.By using the Monte Carlo method,the random sample values of the dynamic parameters were obtained and Lagrange dynamics differential equations were solved for each random sample value which revealed their displacement,speed and acceleration.On this basis,dynamic stresses and deformations were obtained.By taking the maximum values of the stresses and the deformations as output responses and the random sample values of dynamic parameters as input quantities,extremum response surface functions were established.A number of random samples were then obtained by using the Monte Carlo method and then the reliability was analyzed by using the extremum response surface method.The results show that the extremum response surface method is an efficient and fast reliability analysis method with high-accuracy for the two-link flexible robot manipulator. 展开更多
关键词 RELIABILITY Monte Carlo method extremum response surface function flexible manipulator dynamic strength dynamicstiffness
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Improved response surface method and its application in stability reliability degree analysis of tunnel surrounding rock 被引量:10
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作者 苏永华 张鹏 赵明华 《Journal of Central South University of Technology》 EI 2007年第6期870-876,共7页
An approach of limit state equation for surrounding rock was put forward based on deformation criterion. A method of symmetrical sampling of basic random variables adopted by classical response surface method was mend... An approach of limit state equation for surrounding rock was put forward based on deformation criterion. A method of symmetrical sampling of basic random variables adopted by classical response surface method was mended, and peak value and deflection degree of basic random variables distribution curve were took into account in the mended sampling method. A calculation way of probability moment, based on mended Rosenbluth method, suitable for non-explicit performance function was put forward. The first, second, third and fourth order moments of functional function value were calculated by mended Rosenbluth method through the first, second, third and fourth order moments of basic random variable. A probability density the function(PDF) of functional function was deduced through its first, second, third and fourth moments, the PDF in the new method took the place of the method of quadratic polynomial to approximate real functional function and reliability probability was calculated through integral by the PDF for random variable of functional function value in the new method. The result shows that the improved response surface method can adapt to various statistic distribution types of basic random variables, its calculation process is legible and need not itemtive circulation. In addition, a stability probability of surrounding rock for a tunnel was calculated by the improved method, whose workload is only 30% of classical method and its accuracy is comparative. 展开更多
关键词 response surface method Rosenbluth method statistic moment entropy density function quadratic polynomial
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Optimal design of butterfly-shaped linear ultrasonic motor using finite element method and response surface methodology 被引量:9
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作者 时运来 陈超 赵淳生 《Journal of Central South University》 SCIE EI CAS 2013年第2期393-404,共12页
A new method for optimizing a butterfly-shaped linear ultrasonic motor was proposed to maximize its mechanical output. The finite element analysis technology and response surface methodology were combined together to ... A new method for optimizing a butterfly-shaped linear ultrasonic motor was proposed to maximize its mechanical output. The finite element analysis technology and response surface methodology were combined together to realize the optimal design of the butterfly-shaped linear ultrasonic motor. First, the operation principle of the motor was introduced. Second, the finite element parameterized model of the stator of the motor was built using ANSYS parametric design language and some structure parameters of the stator were selected as design variables. Third, the sample points were selected in design variable space using latin hypercube Design. Through modal analysis and harmonic response analysis of the stator based on these sample points, the target responses were obtained. These sample points and response values were combined together to build a response surface model. Finally, the simplex method was used to find the optimal solution. The experimental results showed that many aspects of the design requirements of the butterfly-shaped linear ultrasonic motor have been fulfilled. The prototype motor fabricated based on the optimal design result exhibited considerably high dynamic performance, such as no-load speed of 873 ram/s, maximal thrust of 27.5 N, maximal efficiency of 43%, and thrust-weight ratio of 45.8. 展开更多
关键词 linear ultrasonic motor PIEZOELECTRIC optimal design response surface methodology finite element method
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Deformation prediction and analysis of underground mining during stacking of dry gangue in open-pit based on response surface methodology 被引量:6
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作者 QIU Xian-yang CHEN Jia-yao +3 位作者 SHI Xiu-zhi ZHANG Shu ZHOU Jian CHEN Xin 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第2期406-417,共12页
Deformation prediction and the analysis of underground goaf are important to the safe and efficient recovery of residual ore when shifting from open-pit mining to underground mining.To address the comprehensive proble... Deformation prediction and the analysis of underground goaf are important to the safe and efficient recovery of residual ore when shifting from open-pit mining to underground mining.To address the comprehensive problem of stability in the double mined-out area of the Tong-Lv-Shan(TLS)mine,which employed the dry stacked gangue technology,this paper applies the function fitting theory and a regression analysis method to screen the sensitive interval of four influencing factors based on single-factor experiments and the numerical simulation software FLAC3D.The influencing factors of the TLS mine consist of the column thickness(d),gob area span(D),boundary pillar thickness(h)and height of tailing gangue(H).The fitting degree between the four factors and the displacement of the gob roof(W)is reasonable because the correlation coefficient(R2)is greater than0.9701.After establishing29groups that satisfy the principles of Box-Behnken design(BBD),the dry gangue tailings process was re-simulated for the selected sensitive interval.Using a combination of an analysis of variance(ANOVA),regression equations and a significance analysis,the prediction results of the response surface methodology(RSM)show that the significant degree for the stability of the mined-out area for the factors satisfies the relationship of h>D>d>H.The importance of the four factors cannot be disregarded in a comparison of the prediction results of the engineering test stope in the TLS mine.By comparing the data of monitoring points and function prediction,the proposed method has shown promising results,and the prediction accuracy of RSM model is acceptable.The relative errors of the two test stopes are1.67%and3.85%,respectively,which yield satisfactory reliability and reference values for the mines. 展开更多
关键词 response surface methodology (rsm) Box-Behnken design (BBD) numerical simulation boundary pillar deformation prediction
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基于RSM-BBD的多源煤基固废胶结体配比及性能研究 被引量:5
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作者 赵新元 杨科 +3 位作者 何祥 魏祯 于祥 张继强 《材料导报》 EI CAS CSCD 北大核心 2024年第9期149-155,共7页
本工作采用响应面法(RSM)Box-Behnken Design(BBD)模式对脱硫石膏、气化细渣和炉底渣等多源煤基固废进行配比优选,并研究了最优配比胶结体的力学性能、孔隙结构、热稳定性、微观结构等特性。结果表明:(1)气化细渣掺量对胶结体的1 d强度... 本工作采用响应面法(RSM)Box-Behnken Design(BBD)模式对脱硫石膏、气化细渣和炉底渣等多源煤基固废进行配比优选,并研究了最优配比胶结体的力学性能、孔隙结构、热稳定性、微观结构等特性。结果表明:(1)气化细渣掺量对胶结体的1 d强度影响最大,脱硫石膏掺量对胶结体3 d和7 d强度影响最大,两种固废的交互作用对胶结体早期强度影响最显著,表现为负效应;在粉煤灰与矸石质量比为0.4∶1和质量浓度为80%的条件下,获得脱硫石膏、气化细渣和炉底渣的最优质量比为0.2∶0.1∶0.1,并分析了最优配比胶结体的压缩变形和破坏特征。(2)研究了胶结体的微观特性:胶结体内存在密集细颈型封闭孔隙,孔直径范围在5~3.7×10^(5) nm,微孔较少,以中、大孔为主;胶结体在55~65℃和90~120℃区间出现游离水和结晶水的吸热脱水反应,在600~700℃区间出现结构水、羟基水的脱除和水化产物的分解,在800℃累计失重约8%。(3)煤基固废胶结体的水化反应以水泥为主,固废之间未发生化学反应,水化产物为少量短杆状钙矾石相和薄层绒状C-S-H凝胶;钙矾石中少量Al^(3+)被Si^(4+)取代,少量SO_(4)^(2-)被CO_(3)^(2-)取代。 展开更多
关键词 煤基固废 胶结充填体 响应面法 配比优化 微观特性
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GA-BP-ANN耦合RSM优化表面机械滚压1060铝表面粗糙度 被引量:1
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作者 柳想 王成 +5 位作者 汪森辉 孙坤 费树辉 李保坤 邓海顺 沈刚 《表面技术》 EI CAS CSCD 北大核心 2024年第24期154-164,共11页
目的优化表面机械滚压工艺参数组合,获得最小表面粗糙度。方法基于气压驱动表面机械滚压实验平台,以1060铝棒为研究对象,采用响应面法(RSM)设计试验研究驱动压力、滚压道次、试样转速对受滚压铝棒试样表面粗糙度的影响规律,并利用遗传... 目的优化表面机械滚压工艺参数组合,获得最小表面粗糙度。方法基于气压驱动表面机械滚压实验平台,以1060铝棒为研究对象,采用响应面法(RSM)设计试验研究驱动压力、滚压道次、试样转速对受滚压铝棒试样表面粗糙度的影响规律,并利用遗传算法结合反向传播人工神经网络(GA-BP-ANN)机器学习模型预测不同工况参数组合对应的表面粗糙度,并通过实验对该模型进行有效性验证。基于GA-BP-ANN预测结果,在给定参数范围内构造多个随机小范围响应面,通过分析这些随机小范围RSM优化结果的聚集程度,实现GA-BP-ANN耦合RSM优化。结果单个响应面优化的最佳工艺参数组合为0.074 MPa的驱动压力、5个滚压道次、435.4 r/min的试样转速,预测的表面粗糙度(Ra)为0.45μm,但该工况下实验测量的表面粗糙度为0.53μm,且非最小值;而GA-BP-ANN耦合RSM优化的工况组合为0.073 MPa的驱动压力、4个滚压道次、286.9 r/min的试样转速,预测的表面粗糙度为0.31μm,相同工况下实验测量结果为0.36μm。结论与单个RSM优化结果相比,采用GA-BP-ANN耦合RSM能够更加有效地优化气压驱动表面机械滚压工艺参数组合,获得更小的表面粗糙度。 展开更多
关键词 表面粗糙度 表面机械滚压 1060铝 响应面法 GA-BP-ANN
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Evaluation of surface roughness and optimization of cutting parameters in turning of AA2024 alloy under different cooling-lubrication conditions using RSM method 被引量:3
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作者 Seyed Hasan MUSAVI Behnam DAVOODI Behzad ESKANDARI 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第6期1714-1728,共15页
In the present study,the effect of reduction of cutting fluid consumption on the surface quality and tool wear was studied.Mathematical models were developed to predict the surface roughness using response surface met... In the present study,the effect of reduction of cutting fluid consumption on the surface quality and tool wear was studied.Mathematical models were developed to predict the surface roughness using response surface methodology(RSM).Analysis of variance(ANOVA)was used to investigate the significance of the developed regression models.The results showed that the coefficient of determination values(R^2)for the developed models was 97.46%for dry,89.32%for flood mode(FM),and 99.44%for MQL,showing the high accuracy of fitted models.Also,under the minimum quantity lubrication(MQL)condition,the surface roughness improved by 23%−44%and 19%−41%compared with dry and FM,respectively,and the SEM images of machined surface proved the statement.The prepared SEM images of tool rake face also showed a considerable decrease in adhesion wear.Built-up edge and built-up layer were the two main products of the adhesion wear,and energy-dispersive X-ray spectroscopy(EDX)analysis of specific points on the tool faces helped to discover the chemical compositions of adhered materials.By changing dry and FM to MQL mode,dominant mechanism of tool wear in machining aluminum alloy was significantly decreased.Breakage wear that led to early failure of cutting edge was also controlled by MQL technique. 展开更多
关键词 cooling-lubrication methods surface roughness minimum quantity lubrication response surface methodology AA2024 aluminum alloy
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Reliability analysis for aeroengine turbine disc fatigue life with multiple random variables based on distributed collaborative response surface method 被引量:2
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作者 高海峰 白广忱 +1 位作者 高阳 鲍天未 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第12期4693-4701,共9页
The fatigue life of aeroengine turbine disc presents great dispersion due to the randomness of the basic variables,such as applied load,working temperature,geometrical dimensions and material properties.In order to am... The fatigue life of aeroengine turbine disc presents great dispersion due to the randomness of the basic variables,such as applied load,working temperature,geometrical dimensions and material properties.In order to ameliorate reliability analysis efficiency without loss of reliability,the distributed collaborative response surface method(DCRSM) was proposed,and its basic theories were established in this work.Considering the failure dependency among the failure modes,the distributed response surface was constructed to establish the relationship between the failure mode and the relevant random variables.Then,the failure modes were considered as the random variables of system response to obtain the distributed collaborative response surface model based on structure failure criterion.Finally,the given turbine disc structure was employed to illustrate the feasibility and validity of the presented method.Through the comparison of DCRSM,Monte Carlo method(MCM) and the traditional response surface method(RSM),the results show that the computational precision for DCRSM is more consistent with MCM than RSM,while DCRSM needs far less computing time than MCM and RSM under the same simulation conditions.Thus,DCRSM is demonstrated to be a feasible and valid approach for improving the computational efficiency of reliability analysis for aeroengine turbine disc fatigue life with multiple random variables,and has great potential value for the complicated mechanical structure with multi-component and multi-failure mode. 展开更多
关键词 complicated mechanical structure reliability analysis multiple random variables multi-component and multi-failure mode distributed collaborative response surface method
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Response surface methodology-based hybrid robust design optimization for complex product under mixed uncertainties 被引量:1
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作者 WAN Liangqi CHEN Hongzhuan OUYANG Linhan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第2期308-318,共11页
Minimizing the impact of the mixed uncertainties(i.e.,the aleatory uncertainty and the epistemic uncertainty) for a complex product of compliant mechanism(CPCM) quality improvement signifies a fascinating research top... Minimizing the impact of the mixed uncertainties(i.e.,the aleatory uncertainty and the epistemic uncertainty) for a complex product of compliant mechanism(CPCM) quality improvement signifies a fascinating research topic to enhance the robustness.However, most of the existing works in the CPCM robust design optimization neglect the mixed uncertainties, which might result in an unstable design or even an infeasible design. To solve this issue, a response surface methodology-based hybrid robust design optimization(RSM-based HRDO) approach is proposed to improve the robustness of the quality characteristic for the CPCM via considering the mixed uncertainties in the robust design optimization. A bridge-type amplification mechanism is used to manifest the effectiveness of the proposed approach. The comparison results prove that the proposed approach can not only keep its superiority in the robustness, but also provide a robust scheme for optimizing the design parameters. 展开更多
关键词 response surface METHODOLOGY (rsm) HYBRID robust design optimization (HRDO) uncertainty complex product of compliant mechanism (CPCM)
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Distributed collaborative extremum response surface method for mechanical dynamic assembly reliability analysis 被引量:7
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作者 费成巍 白广忱 《Journal of Central South University》 SCIE EI CAS 2013年第9期2414-2422,共9页
To make the dynamic assembly reliability analysis more effective for complex machinery of multi-object multi-discipline(MOMD),distributed collaborative extremum response surface method(DCERSM)was proposed based on ext... To make the dynamic assembly reliability analysis more effective for complex machinery of multi-object multi-discipline(MOMD),distributed collaborative extremum response surface method(DCERSM)was proposed based on extremum response surface method(ERSM).Firstly,the basic theories of the ERSM and DCERSM were investigated,and the strengths of DCERSM were proved theoretically.Secondly,the mathematical model of the DCERSM was established based upon extremum response surface function(ERSF).Finally,this model was applied to the reliability analysis of blade-tip radial running clearance(BTRRC)of an aeroengine high pressure turbine(HPT)to verify its advantages.The results show that the DCERSM can not only reshape the possibility of the reliability analysis for the complex turbo machinery,but also greatly improve the computational speed,save the computational time and improve the computational efficiency while keeping the accuracy.Thus,the DCERSM is verified to be feasible and effective in the dynamic assembly reliability(DAR)analysis of complex machinery.Moreover,this method offers an useful insight for designing and optimizing the dynamic reliability of complex machinery. 展开更多
关键词 complex machinery dynamic assembly reliability (DAR) blade-tip radial running clearance (BTRRC) radial deformation reliability analysis distributed collaborative extremum response surface method (DCErsm multi-object multidiscipline (MOMD)
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Optimizing rhamnolipid production by Pseudomonas aeruginosa ATCC 9027 grown on waste frying oil using response surface method and batch-fed fermentation 被引量:1
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作者 罗致 袁兴中 +4 位作者 钟华 曾光明 刘智峰 马小玲 朱雅婷 《Journal of Central South University》 SCIE EI CAS 2013年第4期1015-1021,共7页
Rhamnolipid production by Pseudomonas aeruginosa ATCC 9027 with waste frying oil as sole carbon source was studied using response surface method. Cultures were incubated in shaking flask with temperature, NO3- and Mg2... Rhamnolipid production by Pseudomonas aeruginosa ATCC 9027 with waste frying oil as sole carbon source was studied using response surface method. Cultures were incubated in shaking flask with temperature, NO3- and Mg2+ concentrations as the variables. Meanwhile, fed-batch fermentation experiments were conducted. The results show that the three variables are closely related to rhamnolipid production. The optimal cultivation conditions are of 6.4 g/L NaNO3 , 3.1 g/L MgSO4 at 32 ℃, with the maximum rhamnolipid production of 6.6 g/L. The results of fed-batch fermentation experiments show that feeding the oil in two batches can enhance rhamnolipid production. The best time interval is 72 h with the maximum rhamnolipid production of 8.5 g/L. The data are potentially useful for mass production of rhamnolipid on oil waste with this bacterium. 展开更多
关键词 Pseudomonas aeruginosa RHAMNOLIPID waste frying oil response surface method FED-BATCH
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Reliability and sensitivity analyses of HPT blade-tip radial running clearance using multiply response surface model 被引量:5
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作者 翟学 费成巍 +1 位作者 翟庆刚 王建军 《Journal of Central South University》 SCIE EI CAS 2014年第11期4368-4377,共10页
To reasonably design the blade-tip radial running clearance(BTRRC) of high pressure turbine and improve the performance and reliability of gas turbine, the multi-object multi-discipline reliability sensitivity analysi... To reasonably design the blade-tip radial running clearance(BTRRC) of high pressure turbine and improve the performance and reliability of gas turbine, the multi-object multi-discipline reliability sensitivity analysis of BTRRC was accomplished from a probabilistic prospective by considering nonlinear material attributes and dynamic loads. Firstly, multiply response surface model(MRSM) was proposed and the mathematical model of this method was established based on quadratic function. Secondly, the BTRRC was decomposed into three sub-components(turbine disk, blade and casing), and then the single response surface functions(SRSFs) of three structures were built in line with the basic idea of MRSM. Thirdly, the response surface function(MRSM) of BTRRC was reshaped by coordinating SRSFs. From the analysis, it is acquired to probabilistic distribution characteristics of input-output variables, failure probabilities of blade-tip clearance under different static blade-tip clearances δ and major factors impacting BTRRC. Considering the reliability and efficiency of gas turbine, δ=1.87 mm is an optimally acceptable option for rational BTRRC. Through the comparison of three analysis methods(Monte Carlo method, traditional response surface method and MRSM), the results show that MRSM has higher accuracy and higher efficiency in reliability sensitivity analysis of BTRRC. These strengths are likely to become more prominent with the increasing times of simulations. The present study offers an effective and promising approach for reliability sensitivity analysis and optimal design of complex dynamic assembly relationship. 展开更多
关键词 high pressure turbine blade-tip radial running clearance reliability sensitivity analysis multiply response surface method
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