The Signal Integrity Tool Every Engineer Is Missing

OnTrack · 19 May 2026 · 47m · Episode 343

What this episode covers

David Banas, a Solutions Engineer at Keysight, discusses three open-source Python packages—PyBERT, PyIBIS-AMI, and PyChopMarge—that provide accessible alternatives to expensive commercial signal integrity simulation tools. He demonstrates how PyBERT generates eye diagrams and bathtub curves to analyze jitter and equalization techniques like CTLE and DFE for high-speed serial links. Banas also explains how PyIBIS-AMI allows developers to test and debug IBIS-AMI models, while PyChopMarge offers a Python implementation of the COM (Channel Operating Margin) standard for rapid link assessment. The conversation highlights the transition from proprietary MATLAB environments to open-source Python ecosystems, driven by cost-cutting measures at Xilinx and the growing community adoption of Python in hardware engineering.

Mentioned

Companies
Keysight, Xilinx, Cadence
Tools
PyBERT, PyIBIS-AMI, PyChopMarge, MATLAB, NumPy, SciPy, scikit-rf, ADS, Altium Designer
Also
Python

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