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Clean Sensor Data with Filters

person icon Ashraf Said

3.9

Clean Sensor Data with Filters

Read any Noisy Sensor Data and use different types of filters to reduce the noise and convert RAW data to useable data

updated on icon Updated on May, 2024

language icon Language - English

person icon Ashraf Said

English [CC]

category icon IT & Software,Arduino

Lectures -24

Resources -7

Duration -1.5 hours

3.9

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Course Description

Read any Noisy Sensor Data and use different types of filters to reduce the noise and convert RAW data to useable data

Sensors and microcontrollers allow us to turn real-life phenomena into simple numerical signals that we can learn from. However, the raw output from the sensor may not be sufficient to extract desired information from. Real hardware is subject to interference and noise from the environment.

Filtering is a simple technique that you can use to smooth out the signal, removing noise and making it easier to learn from the sensor output. This course introduces the concept of filters in different types and how to incorporate them into your design.

Measurements from the real world often contain noise. Loosely speaking, noise is just the part of the signal you didn’t want. Maybe it comes from electrical noise: the random variations you see when calling analogRead on a sensor that should be stable. Noise also arises from real effects on the sensor. Vibration from the engine adds noise .. etc

Filtering is a method to remove some of the unwanted signals to leave a smoother result.

You Will Learn:

  • Why we need to clean noise data

  • What are Filters

  • How to implement Filters using Microcontrollers like Arduino

  • Moving Average Filter

  • Averaging filter

  • Running average filter

  • Exponential filter

  • Turning Filtering equations into actual code

  • Compare results before and after filtering

You will learn as you practice with real-world examples in this course

Who this course is for:

  • Anyone Interested in Filtering Noise from different Sensors using Microcontrollers like Arduino
  • Anyone Interested in Learning how to code filters using Arduino C Programming
  • Anyone Interested in Learning New Things about Arduino
  • Anyone with slight interest in making great things
  • Arduino Geeks
  • Electronics Geeks
  • Hardware developers

Goals

What will you learn in this course:

  • Read Analog Sensors Data using Arduino
  • Filter noise using Low Pass Filter
  • Analyze, Filter and Convert Sensor Readings
  • Filter noise using High Pass Filter
  • Filter noise using Band Pass Filter
  • Filter noise using Stop Pass Filter
  • Filter noise using Moving Average Filter
  • Filter noise using Normal Average Filter
  • Learn the difference between different filters and which to use and when
  • Learn how to code each filter in Arduino C Coding
  • Use sensor data to achieve project goals

Prerequisites

What are the prerequisites for this course?

  • An Internet Connection
  • Basic knowledge in Programming
Clean Sensor Data with Filters

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
2 Lectures
  • play icon Introduction 03:03 03:03
  • play icon Who We Are? 05:26 05:26
Moving Average Filter
4 Lectures
Tutorialspoint
Different Types of Filters available and how they work
1 Lectures
Tutorialspoint
Averaging Filter
2 Lectures
Tutorialspoint
Running Average Filter
2 Lectures
Tutorialspoint
Low Pass Filter and EMA
3 Lectures
Tutorialspoint
High Pass Filter
3 Lectures
Tutorialspoint
Band Pass Filter
3 Lectures
Tutorialspoint
Band Stop Filter
3 Lectures
Tutorialspoint

Instructor Details

Ashraf Said

Ashraf Said

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