Interactive Fourier Transform Visualizer

From Simple Waves to Complex Signals

An Interactive Exploration of Harmonics and the Fourier Series

The Building Blocks of Signals

At its core, any complex electrical signal, whether it’s the music you hear or the data your phone receives, can be seen as a combination of simple sine waves. A pure sine wave has a single frequency. However, most real-world signals are non-sinusoidal. This is where harmonics comes in. Harmonics are additional sine waves whose frequencies are integer multiples of the signal’s main or fundamental frequency.

What is the Fourier Series?

The Fourier Series is a mathematical tool that gives us a recipe for breaking down any periodic, complex wave into its constituent parts: a sum of simple sine and cosine waves (the harmonics). By adding more and more of these harmonic waves together, we can get closer and closer to approximating the original complex waveform. This interactive tool lets you do just that—build complex waves from scratch.

Build a Waveform

Select a target waveform and use the slider to add harmonic frequencies. Watch how the approximation (blue line) gets closer to the ideal shape (gray line) as you add more components.

Why Does This Matter? Real-World Applications

Decomposing signals into frequencies isn’t just a mathematical curiosity; it’s the foundation of modern technology. The principles of the Fourier Transform (a relative of the Fourier Series for non-periodic signals) are used everywhere:

  • Audio & Music: Equalizers boost or cut specific frequencies, and MP3 compression works by removing frequency data that the human ear is less sensitive to.
  • Image Processing: JPEG compression transforms small blocks of an image into the frequency domain and discards high-frequency information to save space.
  • Telecommunications: Your Wi-Fi and 4G/5G signals are encoded onto specific frequency bands, and Fourier analysis allows receivers to isolate and decode them.

© Boris Harwood Edwards