Adaptive Linear Neuron model Animation
you can see the result at: https://youtu.be/dWBxEzYSpb4
Animation of how an Adaptive Linear Neuron works. Adaline Animation
Power of the Adaptive Linear Neuron (AdaLiNe) in signal processing!
🔍 What is AdaLiNe (Adaptive Linear Neuron)? AdaLiNe is a type of artificial neuron that adapts its weights based on the least mean squares (LMS) algorithm. It's a linear model that adjusts its parameters to minimize the difference between the predicted and actual values, making it ideal for various signal processing tasks. 💡 Application in Harmonic Extraction In this animation, I illustrate how AdaLiNe can be used to extract harmonics and DC offset from voltage and current signals. This process is crucial for active power filters (APFs), which selectively compensate for harmonic distortion in power systems. By accurately identifying and isolating these harmonics, APFs can significantly improve the quality and efficiency of electrical power delivery. 📊 Animation Highlights Harmonic Extraction: Watch how the AdaLiNe neuron adapts to extract specific harmonic components and DC offset from the signal. Real-Time Adaptation: Observe the dynamic adjustment of the AdaLiNe neuron in real-time signal processing. for more information you can check these papers:
- https://doi.org/10.1109/59.544635
- https://www.sid.ir/paper/283523/en
- https://doi.org/10.3390/en14144351
And check the link below to see Dr. Widrow's (one of the inventors of AdaLiNe) explanation on this topic:
https://www.youtube.com/watch?v=hc2Zj55j1zU
To download Code visit my github: https://github.com/HamedNajafi74/Adaline_animation
hashtag#SignalProcessing hashtag#AdaLiNe hashtag#ArtificialNeuron hashtag#PowerQuality hashtag#ActivePowerFilters hashtag#
Cite As
Hamed Najafi (2024). Adaptive Linear Neuron model Animation (https://github.com/HamedNajafi74/Adaline_animation/releases/tag/1.0.0), GitHub. Retrieved .
MATLAB Release Compatibility
Platform Compatibility
Windows macOS LinuxTags
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!Discover Live Editor
Create scripts with code, output, and formatted text in a single executable document.
Version | Published | Release Notes | |
---|---|---|---|
1.0.0 |