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Minsoo KIM,Yejin KIM,Hyosoo KIM,Wenhua PIAO,Changwon KIM
《环境科学与工程前沿(英文)》 2016年 第10卷 第2期 页码 299-310 doi: 10.1007/s11783-015-0825-7
关键词: influent wastewater prediction data-driven model k-nearest neighbor method (k-NN)
Multi-color space threshold segmentation and self-learning k-NN algorithm for surge test EUT status
Jian HUANG,Gui-xiong LIU
《机械工程前沿(英文)》 2016年 第11卷 第3期 页码 311-315 doi: 10.1007/s11465-016-0376-z
The identification of targets varies in different surge tests. A multi-color space threshold segmentation and self-learning k-nearest neighbor algorithm (k-NN) for equipment under test status identification was proposed after using feature matching to identify equipment status had to train new patterns every time before testing. First, color space (L*a*b*, hue saturation lightness (HSL), hue saturation value (HSV)) to segment was selected according to the high luminance points ratio and white luminance points ratio of the image. Second, the unknown class sample Sr was classified by the k-NN algorithm with training set Tz according to the feature vector, which was formed from number of pixels, eccentricity ratio, compactness ratio, and Euler’s numbers. Last, while the classification confidence coefficient equaled k, made Sr as one sample of pre-training set Tz′. The training set Tz increased to Tz+1 by Tz′ if Tz′ was saturated. In nine series of illuminant, indicator light, screen, and disturbances samples (a total of 21600 frames), the algorithm had a 98.65% identification accuracy, also selected five groups of samples to enlarge the training set from T0 to T5 by itself.
关键词: multi-color space k-nearest neighbor algorithm (k-NN) self-learning surge test
Chuan Choong YANG, Chit Siang SOH, Vooi Voon YAP
《能源前沿(英文)》 2019年 第13卷 第2期 页码 386-398 doi: 10.1007/s11708-017-0497-z
关键词: load disaggregation voltage-current (V-I) trajectory multi-stage classification algorithm principal component analysis (PCA) k-nearest neighbor (k-NN)
利用机器视觉技术对化工厂管道进行自动视觉泄漏检测与定位 Reiew
Mina Fahimipirehgalin, Emanuel Trunzer, Matthias Odenweller, Birgit Vogel-Heuser
《工程(英文)》 2021年 第7卷 第6期 页码 758-776 doi: 10.1016/j.eng.2020.08.026
李德军,吕艳华,王润田
《中国工程科学》 2007年 第9卷 第5期 页码 81-84
泥浆在建筑工程中使用非常普遍,合理地控制泥浆的物理性能对于建筑工程施工及其质量控制非常 重要,通过声学方法可以有效地监测泥浆的体积浓度等物理参数。在通过声衰减和声速等介质的声学参数反演 泥浆浓度的过程中,数据拟合的好坏直接影响到反演的精确程度。通过模式识别技术,利用聚类算法,对数据 进行分类、归类处理,能有效的地提高反演的准确度。
汤九斌,陆建峰,唐振民,杨静宇
《中国工程科学》 2007年 第9卷 第11期 页码 74-79
K-means算法是一种常用的聚类算法,但是聚类中心的初始化是其中的一个难点。笔者提出了一个基于层次思想的初始化方法。模拟数据和真实数据的实验结果均显示基于层次抽样初始化的K-means算法不仅收敛速度快、聚类质量高,而且对噪声不敏感,其性能明显优于现有的相关算法。
向量量化综述 Regular Papers
Ze-bin WU, Jun-qing YU
《信息与电子工程前沿(英文)》 2019年 第20卷 第4期 页码 507-524 doi: 10.1631/FITEE.1700833
关键词: 近似近邻搜索;图像编码;向量量化
Update on Mayer–Rokitansky–Küster–Hauser syndrome
《医学前沿(英文)》 2022年 第16卷 第6期 页码 859-872 doi: 10.1007/s11684-022-0969-3
关键词: MRKH (Mayer–Rokitansky–Küster–Hauser) syndrome etiology clinical characteristic diagnosis treatment psychological effect
Stochastic analysis of laminated composite plate considering stochastic homogenization problem
SAKATA,K. OKUDA,K. IKEDA
《结构与土木工程前沿(英文)》 2015年 第9卷 第2期 页码 141-153 doi: 10.1007/s11709-014-0286-2
关键词: stochastic homogenization multiscale stochastic analysis microscopic random variation laminated composite plate
Shape control of multi-cellular inflatable panels
KATAYAMA, K. ISHIMURA, K. MINESUGI, DANIEL J. INMAN
《机械工程前沿(英文)》 2013年 第8卷 第3期 页码 276-282 doi: 10.1007/s11465-013-0267-5
Multi-cellular inflatable structures are ultra-light and robust against membrane damage such as pinholes caused by space debris. Due to their robustness, inflatable structures supported by inner gases can be applied as space structures. In the present study, shape control for a simple multi-cellular inflatable panel was achieved via a novel diaphragm mechanism. When the bending actuator in a center membrane bends, the inner pressures of sub-cells become different, and the diaphragm mechanism bends as a whole. Because a sliding component is not included, this deformable system is a reliable mechanism. In addition, the proposed mechanism has higher rigidity than that of a bending actuator used alone. In the present paper, we investigate the feasibility of a novel diaphragm mechanism and its characteristics using experimental and numerical results.
关键词: Membrane structures inflatable structure shape control smart structures structural mechanics space engineering
A multi-attribute decision making approach of mix design based on experimental soil characterization
Amit K. BERA, Tanmoy MUKHOPADHYAY, Ponnada J. MOHAN, Tushar K. DEY
《结构与土木工程前沿(英文)》 2018年 第12卷 第3期 页码 361-371 doi: 10.1007/s11709-017-0425-7
The clay mineral composition is one of the major factors that governs the physical properties of silty sand subgrade. Therefore, a thorough knowledge of mineral composition is essential to predict the optimum engineering properties of the soil, which is generally characterized by different indices like maximum dry density (MDD), California bearing ratio (CBR), unconfined compressive strength (UCS) and free swelling index (FSI). In this article, a novel multi-attribute decision making (MADM) based approach of mix design has been proposed for silty sand – artificial clay mix to improve the characteristic strength of a soil subgrade. Experimental investigation has been carried out in this study to illustrate the proposed approach of selecting appropriate proportion for the soil mix to optimize all the above mentioned engineering properties simultaneously. The results show that a mix proportion containing approximately 90% silty sand plus 10% bentonite soil is the optimal combination in context to the present study. The proposed methodology for optimal decision making to choose appropriate combination of bentonite and silty sand is general in nature and therefore, it can be extended to other problems of selecting mineral compositions.
关键词: silty sand bentonite soil soil mix design multi-attribute decision making
Semi-active fuzzy control of Lali Cable-Stayed Bridge using MR dampers under seismic excitation
Sajad JAVADINASAB HORMOZABAD, Amir K. GHORBANI-TANHA
《结构与土木工程前沿(英文)》 2020年 第14卷 第3期 页码 706-721 doi: 10.1007/s11709-020-0612-9
关键词: semi-active control Fuzzy Control Algorithm cable-stayed bridge MR damper Lali Bridge
钟新谷,杨胜,石卫华
《中国工程科学》 2011年 第13卷 第9期 页码 97-100
以湘潭四大桥桁架拱为工程背景,进行了三种规格的K型钢管混凝土节点的疲劳试验,基于热点应力计算了K型钢管混凝土节点的疲劳荷载幅值,表明热点应力法能够较好地评估钢管混凝土节点的疲劳寿命;试验表明K型钢管混凝土节点的疲劳性能明显优于K型钢管节点。在此基础上初步提出了K型钢管混凝土节点的S—N曲线,对建立K型钢管混凝土节点疲劳寿命设计准则具有一定的参考意义。
Ravindra Nath YADAV, Vinod YADAVA, G.K. SINGH
《机械工程前沿(英文)》 2013年 第8卷 第3期 页码 319-332 doi: 10.1007/s11465-013-0269-3
The effective study of hybrid machining processes (HMPs), in terms of modeling and optimization has always been a challenge to the researchers. The combined approach of Artificial Neural Network (ANN) and Non-Dominated Sorting Genetic Algorithm-II (NSGA-II) has attracted attention of researchers for modeling and optimization of the complex machining processes. In this paper, a hybrid machining process of Electrical Discharge Face Grinding (EDFG) and Diamond Face Grinding (DFG) named as Electrical Discharge Diamond face Grinding (EDDFG) have been studied using a hybrid methodology of ANN-NSGA-II. In this study, ANN has been used for modeling while NSGA-II is used to optimize the control parameters of the EDDFG process. For observations of input-output relations, the experiments were conducted on a self developed face grinding setup, which is attached with the ram of EDM machine. During experimentation, the wheel speed, pulse current, pulse on-time and duty factor are taken as input parameters while output parameters are material removal rate (MRR) and average surface roughness (Ra). The results have shown that the developed ANN model is capable to predict the output responses within the acceptable limit for a given set of input parameters. It has also been found that hybrid approach of ANN-NSGA-II gives a set of optimal solutions for getting appropriate value of outputs with multiple objectives.
关键词: hybrid machining processes (HMPs) electrical discharge diamond grinding (EDDG) artificial neural network (ANN) genetic algorithm modeling and optimization
标题 作者 时间 类型 操作
Evaluation of the k-nearest neighbor method for forecasting the influent characteristics of wastewater
Minsoo KIM,Yejin KIM,Hyosoo KIM,Wenhua PIAO,Changwon KIM
期刊论文
Multi-color space threshold segmentation and self-learning k-NN algorithm for surge test EUT status
Jian HUANG,Gui-xiong LIU
期刊论文
A systematic approach in load disaggregation utilizing a multi-stage classification algorithm for consumer
Chuan Choong YANG, Chit Siang SOH, Vooi Voon YAP
期刊论文
利用机器视觉技术对化工厂管道进行自动视觉泄漏检测与定位
Mina Fahimipirehgalin, Emanuel Trunzer, Matthias Odenweller, Birgit Vogel-Heuser
期刊论文
Stochastic analysis of laminated composite plate considering stochastic homogenization problem
SAKATA,K. OKUDA,K. IKEDA
期刊论文
Shape control of multi-cellular inflatable panels
KATAYAMA, K. ISHIMURA, K. MINESUGI, DANIEL J. INMAN
期刊论文
A multi-attribute decision making approach of mix design based on experimental soil characterization
Amit K. BERA, Tanmoy MUKHOPADHYAY, Ponnada J. MOHAN, Tushar K. DEY
期刊论文
Semi-active fuzzy control of Lali Cable-Stayed Bridge using MR dampers under seismic excitation
Sajad JAVADINASAB HORMOZABAD, Amir K. GHORBANI-TANHA
期刊论文