Nonlinear correction of photoelectric displacement sensor based on least square support vector machine

被引:0
|
作者
Jie-rong Guo
Yi-gang He
Chang-qing Liu
机构
[1] Hunan University of Arts and Science,College of Physics and Electronics
[2] Hunan University,College of Electrical and Information Engineering
来源
关键词
least square support vector machine; position; photoelectric displacement sensor; nonlinear correct;
D O I
暂无
中图分类号
学科分类号
摘要
A model of correcting the nonlinear error of photoelectric displacement sensor was established based on the least square support vector machine. The parameters of the correcting nonlinear model, such as penalty factor and kernel parameter, were optimized by chaos genetic algorithm. And the nonlinear correction of photoelectric displacement sensor based on least square support vector machine was applied. The application results reveal that error of photoelectric displacement sensor is less than 1.5%, which is rather satisfactory for nonlinear correction of photoelectric displacement sensor.
引用
收藏
页码:1614 / 1618
页数:4
相关论文
共 50 条
  • [31] Recognizing Discrepant Traffic Data Based on Least Square Support Vector Machine
    Yao, Chen
    Gu, Jiuchun
    Journal of Digital Information Management, 2015, 13 (05): : 381 - 384
  • [32] FECG Extraction Based on Least Square Support Vector Machine Combined with FastICA
    Pu, Xiu-Juan
    Han, Liang
    Liu, Qian
    Jiang, An-Yan
    JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 2017, 33 (06) : 1595 - 1609
  • [33] Coal Mine Safety Forecast Based on Least Square Support Vector Machine
    Zhang Shuiping
    MANAGEMENT ENGINEERING AND APPLICATIONS, 2010, : 434 - 439
  • [34] Medicine composition concentration analysis based on least square support vector machine
    Guo, XC
    Chen, ZY
    Teng, LR
    Wu, CG
    Du, TB
    Lu, JH
    Meng, QF
    Liang, YC
    Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9, 2005, : 3704 - 3707
  • [35] Recognition of Handwritten Chinese Character Based on Least Square Support Vector Machine
    Xia, Taiwu
    Zhou, Bang
    ADVANCES IN COMPUTER SCIENCE, INTELLIGENT SYSTEM AND ENVIRONMENT, VOL 3, 2011, 106 : 219 - +
  • [36] Model Predictive Control for PEMFC Based on Least Square Support Vector Machine
    Lu, Jun
    Zahedi, Ahmad
    2012 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2012,
  • [37] Load prediction of hybrid excavator based on least square support vector machine
    College of Mechanical Science and Engineering, Jilin University, Changchun
    130022, China
    Jilin Daxue Xuebao (Gongxueban), 1 (133-138):
  • [38] An incremental feature learning algorithm based on Least Square Support Vector Machine
    Liu, Xinwang
    Zhang, Guomin
    Zhan, Yubin
    Zhu, En
    FRONTIERS IN ALGORITHMICS, 2008, 5059 : 330 - 338
  • [39] Pulverizing System Fault Diagnosis Based on Least Square Support Vector Machine
    Jiao, Song Ming
    PROCEEDINGS OF 2016 2ND INTERNATIONAL CONFERENCE ON CONTROL SCIENCE AND SYSTEMS ENGINEERING (ICCSSE), 2016, : 276 - 279
  • [40] The Transformer Fault Diagnosis Based on AdaBoost Least Square Support Vector Machine
    Du, Wenxia
    Zhao, Xiuping
    Lv, Feng
    Du, Hailian
    PROCEEDINGS OF 2016 CHINESE INTELLIGENT SYSTEMS CONFERENCE, VOL I, 2016, 404 : 553 - 561