manifold_cdkf
ardupilot
manifold_cdkf | ardupilot | |
---|---|---|
1 | 72 | |
11 | 9,970 | |
- | 2.3% | |
10.0 | 10.0 | |
about 3 years ago | 2 days ago | |
C++ | C++ | |
Apache License 2.0 | GNU General Public License v3.0 only |
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manifold_cdkf
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Kalman Filter Tutorial: Kalman Filter from the Ground Up
That paper [1] is from 2010. What did "industry" use before that for pysically moving objects?
If this is the current state of the art, are there generally-available/open-source libraries existing that implement this and practitioners use for this?
The only one I could find is https://github.com/kartikmohta/manifold_cdkf, which currently has 8 Github stars.
I also found an approach mentioned in [2] that is to just treat a single rotation angle as linear, and then wrap it around at 180 degrees in between state updates with additional conditional logic. Is this what people did in practice before? I cannot find substantial info on this.
How did people use KF on physical objects before 2010?
[2]: https://old.reddit.com/r/ControlTheory/comments/d2yrjq/kalma...
ardupilot
- Reading Sensor Data From Flight Controller Mateksys F405-TE - Integrated IMU - No Documentation
- Someone is selling my stuff on Etsy, can I do anything?
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Kalman Filter Tutorial: Kalman Filter from the Ground Up
They are widely used in narrow circles :)
Two of (arguably the best) open source RC aircraft flight controllers (ArduPilot and PX4) are using extended Kalman filters in their state estimators (essentially sensor fusion that provides attitude/position estimate):
https://github.com/ArduPilot/ardupilot/tree/master/libraries...
https://github.com/PX4/PX4-Autopilot/blob/main/src/modules/e...
I'm not that familiar with cleanflight/betaflight/inav scene to know what the FPV racer flight controllers use.
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Tell HN: Parrot abandoned their Bebop and Disco drones
2. https://ardupilot.org/
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here pro vs here 4 GNSS RTK performance
Trimble also has some nice stuff, I think the BD940 is interesting. I do not know if it's recommended or not, but Ardupilot has a driver for the Septentrio GPS (https://github.com/ArduPilot/ardupilot/blob/master/libraries/AP_GPS/AP_GPS_SBF.cpp), as well for Trimble GPS (https://github.com/ArduPilot/ardupilot/blob/master/libraries/AP_GPS/AP_GPS_GSOF.cpp). So people have used these brands for drones.
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Book on programming my own autopilot
For programmable open source autopilot: Arduino > Ardupilot (https://ardupilot.org).
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How do I make a flight controller and what do I need?
You might also want to look at something like Ardupilot
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Robotics team is entering in an autonomous boat competition, need some advice.
I'd like to emphasize the reference to Ardupilot bc there is a lot of material already developed there: a lot about navigation and guidance from UAVs, and the low-level stuff. Check this out
- Does anyone know about a good avionics related open source project for learning purposes?
- Programming transmitter
What are some alternatives?
PX4-Autopilot - PX4 Autopilot Software
inav - INAV: Navigation-enabled flight control software
ESP32 - DroneBridge for ESP32. A transparent short range wifi based telemetry (serial to WiFi) link. Support for MAVLink, MSP, LTM (iNAV) or any other protocol
MicroPython - MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
fprime - F´ - A flight software and embedded systems framework
paparazzi - Paparazzi is a free and open-source hardware and software project for unmanned (air) vehicles. This is the main software repository.
MissionPlanner - Mission Planner Ground Control Station for ArduPilot (c# .net)
paparazzi - Render your Android screens without a physical device or emulator
ros2_control_demos - This repository aims at providing examples to illustrate ros2_control and ros2_controllers
navigation - ROS Navigation stack. Code for finding where the robot is and how it can get somewhere else.
betaflight - Open Source Flight Controller Firmware