Uploaded August 2024 | Updated September 2026, 3 weeks ago
At the IEEE MTT-S International Microwave Symposium (IMS) 2024 conference, Jonathan Swindell, a PhD researcher at Baylor University, explains how the Python APIs of Keysight's Advanced Design System (ADS) have been used to generate power amplifier load pull training data for machine learning (ML) research, without human interaction with the ADS GUI. By automating the RF parameterization, nonlinear simulations across HPC resources, and data reduction and preparation, Baylor researchers saved an order of magnitude of time and resources in their artificial intelligence/machine learning (AI/ML) research to accelerate RF power amplifier (PA) design efficiencies.
Apply for a Free Trial of ADS:
keysight.com/find/ads-evaluation
Learn more about ADS Python:
keysight.com/find/python-eda
At the IEEE MTT-S International Microwave Symposium (IMS) 2024 conference, Jonathan Swindell, a PhD researcher at Baylor University, explains how the Python APIs of Keysight's Advanced Design System (ADS) have been used to generate power amplifier load pull training data for machine learning (ML) research, without human interaction with the ADS GUI. By automating the RF parameterization, nonlinear simulations across HPC resources, and data reduction and preparation, Baylor researchers saved an order of magnitude of time and resources in their artificial intelligence/machine learning (AI/ML) research to accelerate RF power amplifier (PA) design efficiencies.
Apply for a Free Trial of ADS:
keysight.com/find/ads-evaluation
Learn more about ADS Python:
keysight.com/find/python-eda
![[4] EP-Scan for Design Improvements](https://i.ytimg.com/vi/mE9Evxp78ZQ/mqdefault.jpg "[4] EP-Scan for Design Improvements
Accelerate design improvements by reusing existing analysis setup for faster re-validation on revised layouts.
By the end of this session, PCB designers can:
- Export previously created test plans with compliance setup
- Apply existing test plans to updated designs
- Re-run analysis without rebuilding configurations
EP-Scan 2026 Download Page:
https://www.keysight.com/find/ep-scan-downloads
Apply for a Free Trial:
https://edaapps.software.keysight.com
Watch full EP‑Scan playlist:
https://www.youtube.com/playlist?list=PLtq84kH8xZ9G1mJrSbCQkSDGoqqiq7F0s
Reference layouts used in this playlist:
Download from Keysight EDA: https://www.keysight.com/us/en/assets/9926-01485/miscellaneous/reference-layout-EP-Scan-Introduction.zip")
