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A GNSS/INS Integrated Navigation System (Loosely coupled) software. It supports Windows and Linux, featuring a GUI on Windows and a CUI on Linux for versatility and ease of use.

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lewis5499/GINS-Navi

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GNSS/INS Integrated Navigation GUI Software

English Version | 中文版

GINS-Navi is a GNSS/INS loosely coupled integrated navigation software based on the ESKF algorithm, compatible with both Windows (GUI) and Linux (CUI) environments.

GUI Image

[Please read the "Configuration" section carefully before using the software.]

Contact: Hengzhen Liu, Wuhan University, lewis5499@whu.edu.cn

1 Configuration

The project's configuration files are located in the ./conf directory. Detailed parameters for the algorithm can be set through these configuration files.

Section Parameter Value Description
Configure navSys nFrame Navigation frame, especially the INS mechanism
usegnssvel true Whether use GNSS velocity update or not
useZUPT false Whether use ZUPT detection and update or not
useodonhc true Whether use ODO/NHC update or not (ODO not completed yet)
usesinglenhc true Whether to use single NHC update or not
usesingleodo false Whether use single ODO update or not (ODO not completed yet)
onlyinsmech false Whether use only the INS mechanism or not
IMU Settings imudataformat asc IMU data format (0: imr, 1: asc, 2: txt[7 columns])
imurawcoordinate RFU Raw IMU data in RFU or FRD
imuInitStaticTime 5.0 IMU initial alignment time [min]
imuSamplingRate 100.0 IMU sampling rate [Hz]
imuInitialGPSTWeek 2315 IMU initial GPS week
useAttFromRoughAlign false Use initial attitude from rough alignment
GNSS Settings useInitalPosVelFromRTK false Use initial position and velocity from RTK solution
State Settings estimateImuScale true Estimate IMU scale (21-dimension states if true, 15 if false)
Plot Settings plotResults true Use matplotlib to automatically plot navigation results
File Paths file-roverobs-renix F:\GINS-Navi\data\WHU20240522-XWGI7660\rover.24O Rover observation file path
file-baseobs-renix F:\GINS-Navi\data\WHU20240522-XWGI7660\base.24O Base observation file path
file-navi-renix F:\GINS-Navi\data\WHU20240522-XWGI7660\base.24N Navigation file path
gnssfilepath F:\GINS-Navi\data\WHU20240522-XWGI7660\GNSS-RTK.txt GNSS file path
imrfilepath F:\GINS-Navi\data\WHU20240522-XWGI7660\rover.imr IMR file path
ascfilepath F:\GINS-Navi\data\WHU20240522-XWGI7660\rover.ASC ASC file path
imutxtfilepath IMU TXT file path
odofilepath ODO file path
outputpath F:\GINS-Navi\data\WHU20240522-XWGI7660\ Output path
Initial Information startweek 2315 Start week (or you can use 'auto')
endweek 2315 End week (or you can use 'auto')
starttow 291724.0 Start time of week (or you can use 'auto')
endtow 295006.0 End time of week (or you can use 'auto')
initpos [30.528078962, 114.355762445, 40.9652] Initial position [deg, deg, m] (derived from RTK results)
initvel [-0.002, -0.838, -0.028] Initial velocity [m/s] (derived from RTK results)
initatt [0.183, 0.183, 272.55] Initial attitude [deg] (not used if useAttFromRoughAlign is true)
initposstd [1.0, 1.0, 2.0] Initial position standard deviation [m] (N-E-D)
initvelstd [0.5, 0.5, 0.5] Initial velocity standard deviation [m/s]
initattstd [0.5, 0.5, 1.0] Initial attitude standard deviation [deg]
initgyrbias [0.5, -1.0, 6.0] Initial gyroscope bias [deg/h]
initaccbias [-200, 700, 0] Initial accelerometer bias [mGal]
initgyrscale [0, 0, 0] Initial gyroscope scale [ppm]
initaccscale [0, 0, 0] Initial accelerometer scale [ppm]
initgyrbiasstd [50, 50, 50] Initial gyroscope bias standard deviation [deg/h]
initaccbiasstd [250, 250, 250] Initial accelerometer bias standard deviation [mGal]
initgyrscalestd [1000.0, 1000.0, 1000.0] Initial gyroscope scale standard deviation [ppm]
initaccscalestd [1000.0, 1000.0, 1000.0] Initial accelerometer scale standard deviation [ppm]
gyrarw [0.24, 0.24, 0.24] Gyroscope angle random walk [deg/s/sqrt(h)]
accvrw [0.24, 0.24, 0.24] Accelerometer velocity random walk [m/s/sqrt(h)]
gyrbiasstd [50.0, 50.0, 50.0] Gyroscope bias standard deviation [deg/h]
accbiasstd [250.0, 250.0, 250.0] Accelerometer bias standard deviation [mGal]
gyrscalestd [1000.0, 1000.0, 1000.0] Gyroscope scale standard deviation [ppm]
accscalestd [1000.0, 1000.0, 1000.0] Accelerometer scale standard deviation [ppm]
corrtime 1.0 Correlation time [h]
Installation Parameters antlever [0.164, -0.035, -0.890] Antenna lever arm [m] (NED)
odolever [0.0, 0.0, 0.0] Odometer lever arm [m]
installangle [0.0, 0.0, 0.0] Installation angle [deg]
Measurement Noise odonhc_measnoise [0.10, 0.07, 0.07] ODO/NHC measurement noise [m/s]
zupt_vmeasnoise [0.10, 0.10, 0.10] ZUPT velocity measurement noise [m/s]
zupt_wmeasnoise 50 ZUPT angular velocity measurement noise [deg/h]
CodeNoise 4.0 Code noise [m]
CPNoise 0.05 Carrier phase noise [m]
Update Frequency odonhcupdaterate 1.0 ODO/NHC update rate [Hz]
zuptupdaterate 1.0 ZUPT update rate [Hz]
RTK Post Options pos1-posmode kinematic Positioning mode
pos1-frequency l1+2+3 Frequency
pos1-soltype combined Solution type
pos1-elmask 10 Elevation mask [deg]
pos1-snrmask_r off SNR mask for rover
pos1-snrmask_b off SNR mask for base
pos1-snrmask_L1 0,0,0,0,0,0,0,0,0 SNR mask for L1
pos1-snrmask_L2 0,0,0,0,0,0,0,0,0 SNR mask for L2
pos1-snrmask_L5 0,0,0,0,0,0,0,0,0 SNR mask for L5
pos1-dynamics on Dynamics mode
pos1-tidecorr off Tidal correction
pos1-ionoopt brdc Ionospheric option
pos1-tropopt saas Tropospheric option
pos1-sateph brdc Satellite ephemeris option
pos1-posopt1 off Positioning option 1
pos1-posopt2 off Positioning option 2
pos1-posopt3 off Positioning option 3
pos1-posopt4 off Positioning option 4
pos1-posopt5 off Positioning option 5
pos1-posopt6 off Positioning option 6
pos1-exclsats Excluded satellites
pos1-navsys 59 Navigation systems
pos2-armode off Ambiguity resolution mode
pos2-gloarmode on GLONASS AR mode
pos2-bdsarmode on BDS AR mode
pos2-arthres 3 Ambiguity resolution threshold
pos2-arthres1 0.9999 Ambiguity resolution threshold 1
pos2-arthres2 0.25 Ambiguity resolution threshold 2
pos2-arthres3 0.1 Ambiguity resolution threshold 3
pos2-arthres4 0.05 Ambiguity resolution threshold 4
pos2-arlockcnt 0 AR lock count
pos2-arelmask 0 Elevation mask for AR [deg]
pos2-arminfix 10 Minimum number of satellites for AR
pos2-armaxiter 1 Maximum number of iterations for AR
pos2-elmaskhold 0 Elevation mask for hold [deg]
pos2-aroutcnt 5 Output count for AR
pos2-maxage 60 Maximum age of differential [s]
pos2-syncsol off Synchronized solution
pos2-slipthres 0.05 Slip threshold [m]
pos2-rejionno 30 Ionospheric delay rejection threshold [m]
pos2-rejgdop 30 GDOP rejection threshold
pos2-niter 1 Number of iterations
pos2-baselen 0 Base station length [m]
pos2-basesig 0 Base station sigma [m]
Output out-solformat llh Solution format
out-outhead on Output header
out-outopt on Output option
out-outvel on Output velocity
out-timesys gpst Time system
out-timeform tow Time format
out-timendec 3 Time decimal places
out-degform deg Degree format
out-fieldsep Field separator
out-outsingle off Output single
out-maxsolstd 0 Maximum solution standard deviation [m]
out-height geodetic Height reference
out-geoid internal Geoid model
out-solstatic all Static solution
out-nmeaintv1 0 NMEA interval 1 [s]
out-nmeaintv2 0 NMEA interval 2 [s]
out-outstat off Output status
Statistics stats-eratio1 100 Error ratio 1
stats-eratio2 100 Error ratio 2
stats-errphase 0.003 Phase error [m]
stats-errphaseel 0.003 Phase error elevation [m]
stats-errphasebl 0 Phase error baseline [m/10km]
stats-errdoppler 1 Doppler error [Hz]
stats-stdbias 30 Standard bias [m]
stats-stdiono 0.03 Standard ionospheric error [m]
stats-stdtrop 0.3 Standard tropospheric error [m]
stats-prnaccelh 1.0 PRN acceleration horizontal [m/s²]
stats-prnaccelv 0.1 PRN acceleration vertical [m/s²]
stats-prnbias 1e-05 PRN bias [m]
stats-prniono 0.001 PRN ionospheric error [m]
stats-prntrop 0.0001 PRN tropospheric error [m]
stats-prnpos 0 PRN position error [m]
stats-clkstab 5e-12 Clock stability [s/s]
Antenna 1 ant1-postype llh Position type
ant1-pos1 90 Position 1 [deg
ant1-pos2 0 Position 2 [deg
ant1-pos3 -6335367.6285 Position 3 [m
ant1-anttype Antenna type
ant1-antdele 0 Antenna delta E [m]
ant1-antdeln 0 Antenna delta N [m]
ant1-antdelu 0 Antenna delta U [m]
Antenna 2 ant2-postype llh Position type
ant2-pos1 30.528231 Position 1 [deg
ant2-pos2 114.356985 Position 2 [deg
ant2-pos3 42.6548 Position 3 [m
ant2-anttype Antenna type
ant2-antdele 0 Antenna delta E [m]
ant2-antdeln 0 Antenna delta N [m]
ant2-antdelu 0 Antenna delta U [m]
ant2-maxaveep 0 Maximum averaging epochs
ant2-initrst off Initial reset
Miscellaneous misc-timeinterp off Time interpolation
misc-sbasatsel 0 SBAS satellite selection
misc-rnxopt1 RINEX option 1
misc-rnxopt2 RINEX option 2
misc-pppopt PPP option
file-satantfile Satellite antenna file
file-rcvantfile Receiver antenna file
file-staposfile Station position file
file-geoidfile Geoid file
file-ionofile Ionosphere file
file-dcbfile DCB file
file-eopfile EOP file
file-blqfile BLQ file
file-tempdir Temporary directory
file-geexefile GEE executable file
file-solstatfile Solution status file
file-tracefile Trace file

2 Compilation and Execution

2.1 Source Code and Compilation

The project is managed using CMake. All source code is located in the ./include and ./src directories. It is recommended to use Mingw for compilation.

2.2 Dependencies

On Windows, the software relies on the WIN32 API for window management. Third-party libraries such as Eigen, MatPlotlib-cpp, tqdm-cpp, and thread-pool are included in the ./ThirdParty directory.

The CMakeLists file is fully configured, allowing users to compile the program in one simple step. The recommended IDE is CLion.

2.3 Output Results

The "Output Path" in the configuration file specifies the output paths for navigation results (including STD), IMU error information (including STD), and visualization results (2D and 3D trajectories, elevation, Euler angles [RPY], IMU bias/scale factor errors, and STD).

2.4 Visualization

This C++ GUI program uses the Matplotlib library to automatically generate result plots, including 2D and 3D trajectories, velocity/attitude, IMU errors, and STD. If this affects performance, it can be disabled as detailed in the configuration file.

The 'nav_result.pos' file in the output directory conforms to the RTKlib standard and can be directly imported into rtkplot.exe for RTK result visualization.

3 Datasets

3.1 Test Data

The ./data/ directory contains six sets of IMU data with varying accuracies, including:

  • LeadorA15 (navigation grade, high accuracy)
  • XWGI7680 (tactical grade, medium-high accuracy)
  • CHC CGI-430 (MEMS, low accuracy)
  • InvenSense ICM-20602 (MEMS, low accuracy)

The truth.nav file contains reference truth data obtained through backward smoothing.

Configuration files for these datasets are located in the ./conf/ directory.

3.2 Compatible Data Formats

The software supports NovAtel's IMR and ASC format data, as well as custom seven-column txt data (see the i2nav open-source dataset for details).

4 Inheritable Modules

The software provides several inheritable modules, including a progress bar class (tqdm), a configuration manager class (configManager), file read/write classes (fileloader/filesaver), algebra calculation class (algebra), and a plotting class (matplotlib-cpp).

5 Features

  • Compatible with both Windows (GUI) and Linux (CUI)

  • Detailed parameter settings for the algorithm

  • Lightweight and efficient GUI design using native Windows API, similar to RTKlib style

  • GUI features include mailto help, GUI progress bar, and robust configuration read/write error handling

  • Integrated RTK post-processing module from RTKlib, providing high-precision algorithms and detailed computation strategies

  • Object-oriented core code for loosely coupled integration (factory pattern, abstraction, function templates, etc.), with extensive error handling and clean code

  • Efficient algorithm implementation using thread pool for parallel task submission

  • Single-header inheritable classes for configuration, file read/write, algebra calculation, and tqdm progress bar

  • GNSS information quality control (observation information), such as setting absolute and relative thresholds for GNSS position and velocity observation updates, constraining data in the x, y, and z directions to exclude poor-quality data

  • Compatible with various inertial navigation data formats (asc, imr, txt)

  • Week-crossing data handling (under testing)

  • Navigation framework options for n-frame and e-frame (e-frame has a minor bug yet to be fixed)

  • Estimation/non-estimation of IMU scale factors (ESKF state vector is 21-dimensional/15-dimensional)

  • Robust algorithm tested with multiple datasets: navigation grade, tactical grade, MEMS


The algorithm is not perfect, lacking backward smoothing and unsmoothed results.

Further research in the field of integrated navigation is planned during graduate studies.

The current content, which has been developed during my undergraduate studies, remains at a reproduction level.


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A GNSS/INS Integrated Navigation System (Loosely coupled) software. It supports Windows and Linux, featuring a GUI on Windows and a CUI on Linux for versatility and ease of use.

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