Code Monkey home page Code Monkey logo

arduino-medianfilter's Introduction

Arduino Median Filter Library 2

The median filter library implements a moving median filter. The library stores the last N elements of the window and calculates the median. The class uses templates to allow working with different types (int, long, float, ...).
More information https://www.luisllamas.es/libreria-arduino-median-filter/
English translation

Instructions for use

The median filter class follows the algorithm proposed by Phil Ekstrom for the quick calculation of the median filter. It uses a circular buffer to store the values by age together with a linkedlist to maintain the order of the elements.
The median Filter class uses an exception in the case that the window size is equal to 3, using a straightforward implementation to improve efficiency. For window size other than 3 the generic algorithm is used.

Constructor

The moving median filter is instantiated through its constructor that receives the window size as the only parameter.

MedianFilter2<T> medianFilter2(windowSize);

Using the filter

// Add a new value to the filter and return the filtered value
medianFilter2.AddValue(value);
 
// Get the last filtered value (the same as the one returned when adding the value to the filter)
medianFilter2.GetFiltered();

Examples

The median filter library includes the following examples to illustrate its use.

  • MedianFilterInt: Example of filtering for integer variables.
#include "MedianFilterLib2.h"

int values[] = { 7729, 7330, 10075, 10998, 11502, 11781, 12413, 12530, 14070, 13789, 18186, 14401, 16691, 16654, 17424, 21104, 17230, 20656, 21584, 21297, 19986, 20808, 19455, 24029, 21455, 21350, 19854, 23476, 19349, 16996, 20546, 17187, 15548, 9179, 8586, 7095, 9718, 5148, 4047, 3873, 4398, 2989, 3848, 2916, 1142, 2427, 250, 2995, 1918, 4297, 617, 2715, 1662, 1621, 960, 500, 2114, 2354, 2900, 4878, 8972, 9460, 11283, 16147, 16617, 16778, 18711, 22036, 28432, 29756, 24944, 27199, 27760, 30706, 31671, 32185, 32290, 30470, 32616, 32075, 32210, 28822, 30823, 29632, 29157, 31585, 24133, 23245, 22516, 18513, 18330, 15450, 12685, 11451, 11280, 9116, 7975, 8263, 8203, 4641, 5232, 5724, 4347, 4319, 3045, 1099, 2035, 2411, 1727, 852, 1134, 966, 2838, 6033, 2319, 3294, 3587, 9076, 5194, 6725, 6032, 6444, 10293, 9507, 10881, 11036, 12789, 12813, 14893, 16465, 16336, 16854, 19249, 23126, 21461, 18657, 20474, 24871, 20046, 22832, 21681, 21978, 23053, 20569, 24801, 19045, 20092, 19470, 18446, 18851, 18210, 15078, 16309, 15055, 14427, 15074, 10776, 14319, 14183, 7984, 8344, 7071, 9675, 5985, 3679, 2321, 6757, 3291, 5003, 1401, 1724, 1857, 2605, 803, 2742, 2971, 2306, 3722, 3332, 4427, 5762, 5383, 7692, 8436, 13660, 8018, 9303, 10626, 16171, 14163, 17161, 19214, 21171, 17274, 20616, 18281, 21171, 18220, 19315, 22558, 21393, 22431, 20186, 24619, 21997, 23938, 20029, 20694, 20648, 21173, 20377, 19147, 18578, 16839, 15735, 15907, 18059, 12111, 12178, 11201, 10577, 11160, 8485, 7065, 7852, 5865, 4856, 3955, 6803, 3444, 1616, 717, 3105, 704, 1473, 1948, 4534, 5800, 1757, 1038, 2435, 4677, 8155, 6870, 4611, 5372, 6304, 7868, 10336, 9091 };
size_t valuesLength = sizeof(values) / sizeof(values[0]);

int getMeasure()
{
	size_t static index = 0;
	index++;
	return values[index - 1];
}

MedianFilter2<int> medianFilter2(5);

void setup()
{
	Serial.begin(115200);

	float timeMean = 0;
	for (size_t iCount = 0; iCount < valuesLength; iCount++)
	{
		int rawMeasure = getMeasure();

		unsigned long timeCount = micros();
		int median = medianFilter2.AddValue(rawMeasure);
		timeCount = micros() - timeCount;
		timeMean += timeCount;

		Serial.print(rawMeasure);
		Serial.print(",");
		Serial.println(median);
	}
	Serial.println(timeMean / valuesLength);
}

void loop()
{
}
  • MedianFilterFloat: Filtering example for float variables.
#include "MedianFilterLib2.h"

float values[] = { 7729, 7330, 10075, 10998, 11502, 11781, 12413, 12530, 14070, 13789, 18186, 14401, 16691, 16654, 17424, 21104, 17230, 20656, 21584, 21297, 19986, 20808, 19455, 24029, 21455, 21350, 19854, 23476, 19349, 16996, 20546, 17187, 15548, 9179, 8586, 7095, 9718, 5148, 4047, 3873, 4398, 2989, 3848, 2916, 1142, 2427, 250, 2995, 1918, 4297, 617, 2715, 1662, 1621, 960, 500, 2114, 2354, 2900, 4878, 8972, 9460, 11283, 16147, 16617, 16778, 18711, 22036, 28432, 29756, 24944, 27199, 27760, 30706, 31671, 32185, 32290, 30470, 32616, 32075, 32210, 28822, 30823, 29632, 29157, 31585, 24133, 23245, 22516, 18513, 18330, 15450, 12685, 11451, 11280, 9116, 7975, 8263, 8203, 4641, 5232, 5724, 4347, 4319, 3045, 1099, 2035, 2411, 1727, 852, 1134, 966, 2838, 6033, 2319, 3294, 3587, 9076, 5194, 6725, 6032, 6444, 10293, 9507, 10881, 11036, 12789, 12813, 14893, 16465, 16336, 16854, 19249, 23126, 21461, 18657, 20474, 24871, 20046, 22832, 21681, 21978, 23053, 20569, 24801, 19045, 20092, 19470, 18446, 18851, 18210, 15078, 16309, 15055, 14427, 15074, 10776, 14319, 14183, 7984, 8344, 7071, 9675, 5985, 3679, 2321, 6757, 3291, 5003, 1401, 1724, 1857, 2605, 803, 2742, 2971, 2306, 3722, 3332, 4427, 5762, 5383, 7692, 8436, 13660, 8018, 9303, 10626, 16171, 14163, 17161, 19214, 21171, 17274, 20616, 18281, 21171, 18220, 19315, 22558, 21393, 22431, 20186, 24619, 21997, 23938, 20029, 20694, 20648, 21173, 20377, 19147, 18578, 16839, 15735, 15907, 18059, 12111, 12178, 11201, 10577, 11160, 8485, 7065, 7852, 5865, 4856, 3955, 6803, 3444, 1616, 717, 3105, 704, 1473, 1948, 4534, 5800, 1757, 1038, 2435, 4677, 8155, 6870, 4611, 5372, 6304, 7868, 10336, 9091 };
size_t valuesLength = sizeof(values) / sizeof(values[0]);

int getMeasure()
{
	size_t static index = 0;
	index++;
	return values[index - 1];
}

MedianFilter2<float> medianFilter2(5);

void setup()
{
	Serial.begin(115200);

	float timeMean = 0;
	for (size_t iCount = 0; iCount < valuesLength; iCount++)
	{
		float rawMeasure = getMeasure();

		unsigned long timeCount = micros();
		float median = medianFilter2.AddValue(rawMeasure);
		timeCount = micros() - timeCount;
		timeMean += timeCount;

		Serial.print(rawMeasure);
		Serial.print(",");
		Serial.println(median);
	}
	Serial.println(timeMean / valuesLength);
}

void loop()
{
}

arduino-medianfilter's People

Contributors

cwgstreet avatar henrik-muehe avatar luisllamasbinaburo avatar per1234 avatar warhog avatar

Watchers

 avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.