Research on the Spatial Error Distribution Model of Flexible Coordinate Measuring Machines Based on Support Vector Regression

被引：1

作者：

Zheng, Dateng ^{[1
,2
]}

Fei, Yetai ^{[3
]}

Hu, Yonggang ^{[2
]}

Yang, Ruichang ^{[3
]}

机构：

[1] JingGangShan Univ, Inst Technol, Jian 343009, Jiangxi, Peoples R China

[2] West Anhui Univ, Dept Mech & Elect Engn, Luan, AnHui, Peoples R China

[3] Hefei Univ Technol, Sch Instrument Sci & Optelect Engn, HeFei, AnHui, Peoples R China

来源：

ADVANCED MANUFACTURING SYSTEMS, PTS 1-3 | 2011年 / 201-203卷

关键词：

Support Vector Regression; Flexible CMM; Spatial Error Distribution Model;

D O I：

10.4028/www.scientific.net/AMR.201-203.2058

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

One of the main reasons on Flexible Coordinate Measuring Machines' (FCMM) less application is that its accuracy can't meet the practical requirements. The spatial error distribution model of FCMM is build using Support Vector Regression (SVR) method. The test shows the data from the model can effectively fit the samples, and arguably the model based on SVR is feasible. The novel method gives an idea of studying the spatial error distribution model of FCMM. Futhermore, the model can provide reasearch foundations for definiting optimal measurement area and thus help to improve the measurement accuracy in the next work.

引用

页码：2058 / +

页数：2

共 50 条

[21] Application of Coordinate Measuring Machines for Analysis of a Controlled Radius Based on Linear Regression
Magdziak, Marek
ADVANCES IN SCIENCE AND TECHNOLOGY-RESEARCH JOURNAL, 2024, 18 (02) : 11 - 25
[22] Support Vector Machines Model for Classification of Thermal Error in Machine Tools
R. Ramesh
M.A. Mannan
A.N. Poo
The International Journal of Advanced Manufacturing Technology, 2002, 20 : 114 - 120
[23] Support vector machines model for classification of thermal error in machine tools
Ramesh, R
Mannan, MA
Poo, AN
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2002, 20 (02): : 114 - 120
[24] Support vector machines model for classification of thermal error in machine tools
Mannan, M.A. (mpemma@nus.edu.sg), 1600, Springer-Verlag London Ltd (20):
[25] Model of water quality evaluation with normalized indexes values based on regression support vector machines
Chengdu University of Information Technology, Chengdu 610041, China
不详
Zhongguo Huanjing Kexue, 2013, 8 (1502-1508):
[26] Regulation Model Research of Nutrient Solution Based on Support Vector Machine Regression
Cui Y.
Wang M.
Zhang X.
Ning P.
Cui G.
Wang Q.
Nongye Jixie Xuebao/Transactions of the Chinese Society for Agricultural Machinery, 2021, 52 (01): : 312 - 323
[27] Bagging based Support Vector Machines for spatial prediction of landslides
Binh Thai Pham
Dieu Tien Bui
Prakash, Indra
ENVIRONMENTAL EARTH SCIENCES, 2018, 77 (04)
[28] Research on error model for a novel parallel robot coordinate measuring machine
Chen, Xiu-Long
Zhao, Yong-Sheng
Lu, Ling
2007 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS I-V, CONFERENCE PROCEEDINGS, 2007, : 784 - +
[29] Bagging based Support Vector Machines for spatial prediction of landslides
Binh Thai Pham
Dieu Tien Bui
Indra Prakash
Environmental Earth Sciences, 2018, 77
[30] Temperature Prediction Model Identification Using Cyclic Coordinate Descent Based Linear Support Vector Regression
张堃
费敏锐
吴建国
张培建
Journal of Donghua University(English Edition), 2014, 31 (02) : 113 - 118

← 1 2 3 4 5 →