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【滤波跟踪】基于matlab实现GPS+IMU数据融合

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⛄ 内容介绍

在国防军工和航空航天等领域,目前的卫星接收机技术在面对高动态飞行器和低信噪比环境时,不能满足工程应用的需求并出现了瓶颈.为此,研究和开发超紧组合导航技术成为了突破这一瓶颈的有效途径之一.在超紧组合技术研究中,运用惯导信息对载波环路进行辅助的算法是其重要的组成部分,针对GPS接收机在低信噪比和高动态应用场合的需求,论文开展了运用IMU加速度,速度信息来辅助载波环路跟踪的研究,本文实现基于matlab实现GPS+IMU数据融合。

⛄ 部分代码

function [qua_n, DCMbn_n, euler] = att_update(wb, DCMbn, qua, omega_ie_N, omega_en_N, dt, att_mode)

% att_update: updates attitude using quaternion or DCM.

%

% INPUT:

%   wb,         3x1 incremental turn-rates in body-frame (rad/s).

%   DCMbn,      3x3 body-to-nav DCM.

%   qua,        4x1 quaternion.

%   omega_ie_N, 3x1 Earth rate (rad/s).

%   omega_en_N, 3x1 Transport rate (rad/s).

%   dt,         1x1 INS time period (s).

% att_mode,   attitude mode string.

%      'quaternion': attitude updated in quaternion format. Default value.

%             'dcm': attitude updated in Direct Cosine Matrix format.

%

% OUTPUT:

%   qua_n,      4x1 updated quaternion.

%   DCMbn_n,    3x3 updated body-to-nav DCM.

%   euler,      3x1 updated Euler angles (rad).

%

%   Copyright (C) 2014, Rodrigo Gonzalez, all rights reserved.

%

%   This file is part of NaveGo, an open-source MATLAB toolbox for

%   simulation of integrated navigation systems.

%

%   NaveGo is free software: you can redistribute it and/or modify

%   it under the terms of the GNU Lesser General Public License (LGPL)

%   version 3 as published by the Free Software Foundation.

%

%   This program is distributed in the hope that it will be useful,

%   but WITHOUT ANY WARRANTY; without even the implied warranty of

%   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the

%   GNU Lesser General Public License for more details.

%

%   You should have received a copy of the GNU Lesser General Public

%   License along with this program. If not, see

%   <http://www.gnu.org/licenses/>.

%

% Reference:

% Crassidis, J.L. and Junkins, J.L. (2011). Optimal Esti-

% mation of Dynamic Systems, 2nd Ed. Chapman and Hall/CRC, USA.

% Eq. 7.39, p. 458.

%

% Version: 003

% Date:    2016/11/26

% Author:  Rodrigo Gonzalez <rodralez@frm.utn.edu.ar>

% URL:     https://github.com/rodralez/navego


if nargin < 7, att_mode  = 'quaternion'; end


%% Correct gyros output for Earth rate and Transport rate


wb_n = ( wb - DCMbn' * (omega_ie_N + omega_en_N));


if strcmp(att_mode, 'quaternion')

%% Quaternion update   


    qua_n   = qua_update(qua, wb_n, dt);    % Update quaternion

    qua_n   = qua_n / norm(qua_n);          % Brute-force normalization

    DCMbn_n = qua2dcm(qua_n);               % Update DCM

    euler   = qua2euler(qua_n);             % Update Euler angles

    

elseif strcmp(att_mode, 'dcm')

%% DCM update    

    

    euler_i = wb_n * dt;                    % Incremental Euler angles 

    DCMbn_n = dcm_update(DCMbn, euler_i);   % Update DCM

    euler   = dcm2euler(DCMbn_n);           % Update Euler angles

    qua_n   = euler2qua(euler);             % Update quaternion

    qua_n   = qua_n / norm(qua_n);          % Brute-force normalization

    

else

    error('att_update: no attitude update mode defined.')

end


end

⛄ 运行结果

⛄ 参考文献

  • R. Gonzalez, J. Giribet, and H. Patiño. NaveGo: a simulation framework for low-cost integrated navigation systems, Journal of Control Engineering and Applied Informatics, vol. 17, issue 2, pp. 110-120, 2015. Eq. 26.
  • Analog Devices. ADIS16400/ADIS16405 datasheet. High Precision Tri-Axis Gyroscope, Accelerometer, Magnetometer. Rev. B. http://www.analog.com/media/en/technical-documentation/data-sheets/ADIS16400_16405.pdf
  • Analog Devices. ADIS16488 datasheet. Tactical Grade Ten Degrees of Freedom Inertial Sensor. Rev. G. http://www.analog.com/media/en/technical-documentation/data-sheets/ADIS16488.pdf
  • Garmin International, Inc. GPS 18x TECHNICAL SPECIFICATIONS. Revision D. October 2011. http://static.garmin.com/pumac/GPS_18x_Tech_Specs.pdf

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