Interactive demos

Interactive research & teaching tools

Interactive tools I build to explain my methods and support my teaching. Each runs in the browser, with nothing to install.

Crest-Factor Optimization

Signal designBatteries '22

An interactive visualizer for optimizing multisine excitation signals via a hybrid stochastic–deterministic (Sigmoid / Gauss–Newton) algorithm — the method behind my journal paper.

Launch demo

Arduino GPIO Simulator

TeachingEmbedded

A hands-on digitalWrite() simulator I built for teaching — students see exactly how code drives GPIO pins, in real time.

Launch simulator

Interactive Classroom

TeachingLive

A live classroom platform with real-time monitoring and interactive views — part of my teaching toolkit at TU Chemnitz.

Open platform

Lane Detection: Otsu vs Manual

Computer vision

An interactive comparison of manual thresholding versus Otsu's method for lane detection — an image-processing teaching demo.

Try it

Crest-Factor: the explainer

Walkthrough

A step-by-step explanation of why crest-factor matters for impedance-spectroscopy excitation signals, and how the optimization works.

Read the explainer

More in the works

Coming soon

I'm continually adding interactive tools for impedance spectroscopy, battery diagnostics, and embedded DSP. Want one for your use case? Get in touch.

Suggest a demo