![KalmanFilter](images/kalman_filter_example_1.png)
This is a basic kalman filter library for unidimensional models that you can use with a stream of single values like barometric sensors, temperature sensors or even gyroscope and accelerometers.
Repository Contents
-------------------
* **/examples** - Example sketches for the library (.ino). Run these from the Arduino IDE.
* **/src** - Source files for the library (.cpp, .h).
* **keywords.txt** - Keywords from this library that will be highlighted in the Arduino IDE.
* **library.properties** - General library properties for the Arduino package manager.
Basic Usage
-------------------
* **e_mea: Measurement Uncertainty** - How much do we expect to our measurement vary
* **e_est: Estimation Uncertainty** - Can be initilized with the same value as e_mea since the kalman filter will adjust its value.
* **q: Process Variance** - usually a small number between 0.001 and 1 - how fast your measurement moves. Recommended 0.01. Should be tunned to your needs.
```c++
SimpleKalmanFilter kf = SimpleKalmanFilter(e_mea, e_est, q);
while (1) {
float x = analogRead(A0);
float estimated_x = kf.updateEstimate(x);
// ...
}
```
Example Briefs
--------------
* **BasicKalmanFilterExample** - A basic example reading a value from a potentiometer in A0 and SimpleKalmanFilter class to generate estimates.
* **AltitudeKalmanFilterExample** - Uses a BMP180 barometric sensor and the SimpleKalmanFilter class to estimate the correct altitude.
Additional Documentation
-------------------------
* **[Installing Additional Arduino Libraries](https://www.arduino.cc/en/Guide/Libraries)** - Basic information on how to install an Arduino library.
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