FPGA Implementation of VSCS-LMS Algorithm for MEMS Gyroscope

被引:0
|
作者
Yang Lan [1 ]
Zhao Xiang-mo [1 ]
Hui Fei [1 ]
Shi Xin [1 ]
机构
[1] Changan Univ, Sch Informat Engn, Xian, Peoples R China
关键词
MEMS Gyroscopes; Signal Extraction; LMS Algorithm; FPGA Implementation;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In order to improve the precision of attitude estimation system, paper presents a signal extraction method of MEMS Gyroscope called VSCS-LMS algorithm based on FPGA. The design is established with the S-shaped function of sigmoid to reduce the sensitivity to noise of LMS algorithm. And its FPGA-based system structure is synthesized and simulated on Virtex II FPGA by reusing the single-order filter unit to complement the multi-order accumulation. The signal extraction simulation of MEMS gyroscope shows that it is reliable, high precision and high degree of real-time.
引用
收藏
页码:1710 / 1714
页数:5
相关论文
共 50 条
  • [1] Implementation of LMS Adaptive Filter Algorithm based on FPGA
    Gohn, Andrew
    Kim, Joonwan
    2019 IEEE 62ND INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2019, : 207 - 210
  • [2] Adaptive Filter Based on FPGA Implementation of LMS Algorithm
    Li, Genwu
    Zeng, Dan
    Li, Hongyu
    INTERNATIONAL CONFERENCE ON OPTOELECTRONIC MATERIALS AND DEVICES (ICOMD 2021), 2022, 12164
  • [3] Design and Implementation of LMS Adaptive Filter Algorithm Based on FPGA
    Cai, Guanghui
    Liang, Chuan
    Yang, Jun
    Li, Hongye
    2013 2ND INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND MEASUREMENT, SENSOR NETWORK AND AUTOMATION (IMSNA), 2013, : 383 - 385
  • [4] High-speed FPGA Implementation of an Improved LMS Algorithm
    Dong, Xianglei
    Li, Huiyong
    Wang, Yu
    2013 INTERNATIONAL CONFERENCE ON COMPUTATIONAL PROBLEM-SOLVING (ICCP), 2013, : 342 - 345
  • [5] Implementation of PBS_LMS algorithm for adaptive filters on FPGA
    Reza, SM
    Mohammed, E
    TENCON 2004 - 2004 IEEE REGION 10 CONFERENCE, VOLS A-D, PROCEEDINGS: ANALOG AND DIGITAL TECHNIQUES IN ELECTRICAL ENGINEERING, 2004, : A9 - A12
  • [6] Design and Implementation of Strong Tracking Combined Filtering Algorithm for MEMS Gyroscope
    Wang, Xin
    Zhang, Lijie
    2018 5TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE 2018), 2018, : 1098 - 1103
  • [7] Implementation of GSC Based Subarray Adaptive LMS Algorithm using Xilinx FPGA
    Salim, T.
    Trinkle, M.
    Drake, R.
    2008 INTERNATIONAL CONFERENCE ON RADAR, VOLS 1 AND 2, 2008, : 525 - 529
  • [8] High-speed LMS Algorithm's Design and Implementation Based on FPGA
    Liang, Jingjing
    Gao, Jingmin
    Ling, Weixin
    ADVANCED MEASUREMENT AND TEST, PTS 1-3, 2011, 301-303 : 1157 - +
  • [9] FPGA Implementation of Adaptive LMS Lattice Filter
    Sasikala, S.
    Gomathi, S.
    Kumar, Naveen D.
    Praveenraaj, R. K.
    Priyadharshini, B.
    BIOSCIENCE BIOTECHNOLOGY RESEARCH COMMUNICATIONS, 2020, 13 (03): : 121 - 125
  • [10] Trajectory-switching algorithm for a MEMS gyroscope
    Park, Sungsu
    Horowitz, Roberto
    Hong, Sung Kyung
    Nam, Yoonsu
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2007, 56 (06) : 2561 - 2569