A Novel Feature Extraction Method for Mechanical Part Recognition

被引：0
|
作者：
Cao, Su-Qun [1 ]
Yang, Ge-Lan [2 ]
Zhu, Quan-Yin [1 ]
Zhai, Hai-Fei [1 ]
机构：
[1] Huaiyin Inst Technol, Fac Mech Engn, Huaian 223003, Peoples R China
[2] Hunan City Univ, Dept comp, Yiyang 413000, Peoples R China
来源：
COMPUTER-AIDED DESIGN, MANUFACTURING, MODELING AND SIMULATION, PTS 1-2 | 2011年 / 88-89卷
关键词：
Optimal discriminant vector; Feature extraction; Unsupervised learning; Mechanical Part Recognition; CLASSIFICATION;
D O I：
10.4028/www.scientific.net/AMM.88-89.116
中图分类号：
T [工业技术];
学科分类号：
08 ;
摘要：
Mechanical part recognition has great significance in automated sorting and processing. The core of mechanical part recognition is the part image feature extraction. Thus, how to extract part features to meet the real time requirements for the automated production line has a crucial role. A novel feature extraction algorithm is presented for part image features in this paper. It aims to optimize the fuzzy Fisher criterion function to figure out two orthogonal optimal discriminant vectors in an unsupervised way. Based on these two vectors, the linear transformation from d-dimension to 2-dimension can be obtained. Experimental results on three mechanical parts show its effectiveness.
引用
收藏
页码：116 / +
页数：3
相关论文
共 50 条
  • [1] A Novel Method of Combined Feature Extraction for Recognition
    Sun, Tingkai
    Chen, Songcan
    Yang, Jingyu
    Shi, Pengfei
    [J]. ICDM 2008: EIGHTH IEEE INTERNATIONAL CONFERENCE ON DATA MINING, PROCEEDINGS, 2008, : 1043 - +
  • [2] A novel and efficient feature extraction method for iris recognition
    Ko, Jong-Gook
    Gil, Youn-Hee
    Yoo, Jang-Hee
    Chung, Kyo-Il
    [J]. ETRI JOURNAL, 2007, 29 (03) : 399 - 401
  • [3] A novel geometric feature extraction method for ear recognition
    Omara, Ibrahim
    Li, Feng
    Zhang, Hongzhi
    Zuo, Wangmeng
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2016, 65 : 127 - 135
  • [4] A novel part-level feature extraction method for fine-grained vehicle recognition
    Lu, Lei
    Wang, Ping
    Cao, Yijie
    [J]. PATTERN RECOGNITION, 2022, 131
  • [5] A NOVEL LBP FUZZY FEATURE EXTRACTION METHOD FOR FACE RECOGNITION
    Gubbi, Abdullah
    Hanmandlu, Madasu
    Azeem, Mohammad Fazle
    [J]. 2013 ANNUAL IEEE INDIA CONFERENCE (INDICON), 2013,
  • [6] A Novel Feature Extraction Method on Activity Recognition Using Smartphone
    Wang, Dachuan
    Liu, Li
    Wang, Xianlong
    Lu, Yonggang
    [J]. WEB-AGE INFORMATION MANAGEMENT, 2016, 9998 : 67 - 76
  • [7] EMOTION RECOGNITION BY A NOVEL TRIANGULAR FACIAL FEATURE EXTRACTION METHOD
    Huang, Kuan-Chieh
    Kuo, Yau-Hwang
    Horng, Mong-Fong
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2012, 8 (11): : 7729 - 7746
  • [8] Method of Recognition and Feature Extraction about Round and Rectangular in Mechanical Process
    Lu Daohua
    Dai Chunlong
    [J]. FOURTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2011): MACHINE VISION, IMAGE PROCESSING, AND PATTERN ANALYSIS, 2012, 8349
  • [9] A Novel Method for Feature Extraction and Recognition of Echo Signal of Underground Cable
    Huang, Jisheng
    Guo, Ping
    Tang, Yongmao
    Yao, Kang
    Li, Wei
    Tang, Lingyun
    Cai, Zhengjie
    [J]. PROCEEDINGS OF 2018 IEEE 3RD ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC 2018), 2018, : 1960 - 1964
  • [10] Emotion Recognition Based on a Novel Triangular Facial Feature Extraction Method
    Huang, Kuan-Chieh
    Huang, Sheng-Yu
    Kuo, Yau-Hwang
    [J]. 2010 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS IJCNN 2010, 2010,
12345