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Tao FU, Jibin ZHAO, Weijun LIU
《机械工程前沿(英文)》 2012年 第7卷 第4期 页码 445-452 doi: 10.1007/s11465-012-0338-z
This paper investigates optimization problem of the cutting parameters in high-speed milling on NAK80 mold steel. An experiment based on the technology of Taguchi is performed. The objective is to establish a correlation among spindle speed, feed per tooth and depth of cut to the three directions of cutting force in the milling process. In this study, the optimum cutting parameters are obtained by the grey relational analysis. Moreover, the principal component analysis is applied to evaluate the weights so that their relative significance can be described properly and objectively. The results of experiments show that grey relational analysis coupled with principal component analysis can effectively acquire the optimal combination of cutting parameters and the proposed approach can be a useful tool to reduce the cutting force.
关键词: high-speed milling grey relational analysis principal component analysis parameters optimization
Bang-hua YANG,Liang-fei HE,Lin LIN,Qian WANG
《信息与电子工程前沿(英文)》 2015年 第16卷 第6期 页码 486-496 doi: 10.1631/FITEE.1400299
关键词: Ocular artifacts Electroencephalogram (EEG) Electrooculogram (EOG) Brain-computer interface (BCI) Spatial constraint independent component analysis based recursive least squares (SCICA-RLS)
Xinggang LI, Qingzhi YAN, Rong MA, Haoqiang WANG, Changchun GE
《能源前沿(英文)》 2009年 第3卷 第2期 页码 193-197 doi: 10.1007/s11708-009-0030-0
关键词: supercritical water cooled reactor tensile impact toughness corrosion aging
Xiu-rui GENG,Lu-yan JI,Kang SUN
《信息与电子工程前沿(英文)》 2016年 第17卷 第5期 页码 403-412 doi: 10.1631/FITEE.1600028
关键词: Non-negative matrix factorization (NMF) Principal component analysis (PCA) Endmember Hyperspectral
Modeling and analysis of magnetic dipoles in weak magnetic field
WANG Zhaoxia, ZHANG Weimin, LIU Hongguang
《机械工程前沿(英文)》 2008年 第3卷 第2期 页码 222-225 doi: 10.1007/s11465-008-0028-z
关键词: geomagnetic theory important criterion magnetic leakage normal component
An exploratory study for predicting component reliability with new load conditions
Zhengwei HU, Xiaoping DU
《机械工程前沿(英文)》 2019年 第14卷 第1期 页码 76-84 doi: 10.1007/s11465-018-0522-x
关键词: reliability component failure mode prediction random variable
郑东晖,后华,翟明普,渠美
《中国工程科学》 2020年 第22卷 第1期 页码 120-126 doi: 10.15302/J-SSCAE-2020.01.013
林业产业作为国民经济的重要基础性产业,在生态建设中的地位日益突出。本文系统梳理了秦巴山脉区域的林业产业发展现状,详细开展了区域林业产业的优势、劣势、机遇和威胁(SWOT)分析,以专家问卷调查作为数据来源,运用主成分分析方法,以统计分析的方式寻找出对秦巴山脉林业产业发展有较大影响的要素,以之作为区域林业产业发展战略制定的科学依据。研究表明,生态环境问题、集约化程度低、森林旅游业发展机遇、区位优势、资源优势等方面是秦巴山脉区域林业产业发展的主要影响因素;区域林业产业发展重在于生态建设,应利用区位和资源优势,做大做强特色产业,优化产业结构;同时大力发展以森林旅游为主的第三产业,保障区域林业产业的高质量发展。
Experimental and numerical analysis of beam to column joints in steel structures
Gholamreza ABDOLLAHZADEH, Seyed Mostafa SHABANIAN
《结构与土木工程前沿(英文)》 2018年 第12卷 第4期 页码 642-661 doi: 10.1007/s11709-017-0457-z
关键词: beam to column connections experiments component method neural network model combinational modeling
AED-Net——异常事件检测网络 Article
王田, 苗子琛, 陈禹昕, 周毅, 单光存, Hichem Snoussi
《工程(英文)》 2019年 第5卷 第5期 页码 930-939 doi: 10.1016/j.eng.2019.02.008
长期以来,在拥挤场景中检测异常事件都是一项具有挑战性的任务。为解决这一问题,本文提出了一种名叫异常事件检测网络(AED-Net)的自监督框架,它由主成分分析网络(PCANet)和核主成分分析(kPCA)组成。该框架以不同场景的监控视频序列为原始数据,通过训练PCANet以提取人群情况的高级语义。kPCA可作为一种单类分类器,被用于识别场景中的异常事件。与目前流行的一些深度学习方法相比,该框架完全是自监督的,因为它只使用正常情况下的视频序列。通过对明尼苏达大学公共监测人类活动数据集(UMN数据集)和加州大学圣地亚哥分校监测异常数据集(UCSD数据集)进行全局和局部异常事件进行检测发现,与其他最先进的方法相比,该方法具有更好的等误差率(EER)和曲线下面积(AUC)。此外,通过增加局部响应归一化(LRN)层,我们对原有的AED-Net进行了改进。结果表明,该改进版在提高框架的泛化能力方面表现出更好的性能。
Improved resilience measure for component recovery priority in power grids
《工程管理前沿(英文)》 2021年 第8卷 第4期 页码 545-556 doi: 10.1007/s42524-021-0161-5
关键词: resilience measure power grid importance measure component recovery
Systematic review for geo-authentic Lonicerae Japonicae Flos
null
《医学前沿(英文)》 2017年 第11卷 第2期 页码 203-213 doi: 10.1007/s11684-017-0504-0
In traditional Chinese medicine, Lonicerae Japonicae Flos is commonly used as anti-inflammatory, antiviral, and antipyretic herbal medicine, and geo-authentic herbs are believed to present the highest quality among all samples from different regions. To discuss the current situation and trend of geo-authentic Lonicerae Japonicae Flos, we searched Chinese Biomedicine Literature Database, Chinese Journal Full-text Database, Chinese Scientific Journal Full-text Database, Cochrane Central Register of Controlled Trials, Wanfang, and PubMed. We investigated all studies up to November 2015 pertaining to quality assessment, discrimination, pharmacological effects, planting or processing, or ecological system of geo-authentic Lonicerae Japonicae Flos. Sixty-five studies mainly discussing about chemical fingerprint, component analysis, planting and processing, discrimination between varieties, ecological system, pharmacological effects, and safety were systematically reviewed. By analyzing these studies, we found that the key points of geo-authentic Lonicerae Japonicae Flos research were quality and application. Further studies should focus on improving the quality by selecting the more superior of all varieties and evaluating clinical effectiveness.
关键词: Lonicerae Japonicae Flos geo-authentic herbal quality chemical fingerprint component analysis
Molecular level simulations on multi-component systems —a morphology prediction method
C. SCHMIDT, J. ULRICH
《化学科学与工程前沿(英文)》 2013年 第7卷 第1期 页码 49-54 doi: 10.1007/s11705-013-1307-8
Ke WEI, Xiaoguang FAN, Mei ZHAN, Miao MENG
《机械工程前沿(英文)》 2018年 第13卷 第3期 页码 376-384 doi: 10.1007/s11465-018-0500-3
Billet optimization can greatly improve the forming quality of the transitional region in the isothermal local loading forming (ILLF) of large-scale Ti-alloy rib-web components. However, the final quality of the transitional region may be deteriorated by uncontrollable factors, such as the manufacturing tolerance of the preforming billet, fluctuation of the stroke length, and friction factor. Thus, a dual-response surface method (RSM)-based robust optimization of the billet was proposed to address the uncontrollable factors in transitional region of the ILLF. Given that the die underfilling and folding defect are two key factors that influence the forming quality of the transitional region, minimizing the mean and standard deviation of the die underfilling rate and avoiding folding defect were defined as the objective function and constraint condition in robust optimization. Then, the cross array design was constructed, a dual-RSM model was established for the mean and standard deviation of the die underfilling rate by considering the size parameters of the billet and uncontrollable factors. Subsequently, an optimum solution was derived to achieve the robust optimization of the billet. A case study on robust optimization was conducted. Good results were attained for improving the die filling and avoiding folding defect, suggesting that the robust optimization of the billet in the transitional region of the ILLF was efficient and reliable.
关键词: isothermal local loading forming rib-web component transitional region robust optimization dual response surface method
Development of a multi-component drug from turmeric using central composite design
Xiaohang ZHANG,Shengnan HAN,Yan LI,Jianlan JIANG
《化学科学与工程前沿(英文)》 2014年 第8卷 第3期 页码 362-368 doi: 10.1007/s11705-014-1439-5
关键词: multi-component drug development central composite design turmeric curcuminoids
王从陆,吴超,段瑜
《中国工程科学》 2008年 第10卷 第7期 页码 180-183
文章尝试利用变量聚类分析方法对矿区附近农田土壤重金属污染的主要污染物进行辨识,并采用 综合主成分分析法对矿区附近农田土壤重金属污染情况进行评价和分级。分析结果表明:利用变量聚类分 析法可以有效地辨识矿区附近农田土壤重金属污染中的主要成分;运用综合主成分分析法,确定样本的综合 主成分,并对其排序和聚类,可以有效揭示矿区附近农田土壤重金属污染物的数据结构、相互关系和不同样 品点的污染程度。采用主成分分析方法对矿区附近农田土壤重金属污染情况的评价结果,反映了矿区主要 重金属污染物的影响,同时又定量化了土壤复合重金属污染研究。辨识和评价结果可为矿区附近农田土壤 重金属污染治理对策的提出和重点治理区域的确定提供参考和指导。
标题 作者 时间 类型 操作
Multi-objective optimization of cutting parameters in high-speed milling based on grey relational analysiscoupled with principal component analysis
Tao FU, Jibin ZHAO, Weijun LIU
期刊论文
removal of ocular artifacts from electroencephalogram signals using spatial constraint independent componentanalysis based recursive least squares in brain-computer interface
Bang-hua YANG,Liang-fei HE,Lin LIN,Qian WANG
期刊论文
Feasibility analysis of modified AL-6XN steel for structure component application in supercritical water-cooled
Xinggang LI, Qingzhi YAN, Rong MA, Haoqiang WANG, Changchun GE
期刊论文
Non-negativematrix factorization based unmixing for principal component transformed hyperspectral data
Xiu-rui GENG,Lu-yan JI,Kang SUN
期刊论文
Modeling and analysis of magnetic dipoles in weak magnetic field
WANG Zhaoxia, ZHANG Weimin, LIU Hongguang
期刊论文
An exploratory study for predicting component reliability with new load conditions
Zhengwei HU, Xiaoping DU
期刊论文
Experimental and numerical analysis of beam to column joints in steel structures
Gholamreza ABDOLLAHZADEH, Seyed Mostafa SHABANIAN
期刊论文
Molecular level simulations on multi-component systems —a morphology prediction method
C. SCHMIDT, J. ULRICH
期刊论文
Robust optimization of the billet for isothermal local loading transitional region of a Ti-alloy rib-web component
Ke WEI, Xiaoguang FAN, Mei ZHAN, Miao MENG
期刊论文
Development of a multi-component drug from turmeric using central composite design
Xiaohang ZHANG,Shengnan HAN,Yan LI,Jianlan JIANG
期刊论文