DE · Topics · Resources · Sponsored Content

Using Synthetic Datasets to Train Embedded AI

This study demonstrates training and validating embedded AI algorithms using synthetic datasets derived from large numbers of parametric cloud simulations.

Using synthetic datasets to train AI is a fast, cost effective way to deploy robust embedded algorithms for new hardware technologies. Synthetic datasets generated from cloud simulations can be created in hours using the OnScale platform, compared to weeks or months to create similar datasets from physical experimentation.

This whitepaper discusses how an embedded AI algorithm for 3D smartphone touchscreens was trained and validated using the results of 8,000 simulations run in parallel on AWS. The demonstrated approach of using synthetic datasets to train AI networks can drastically reduce cost, risk, and time for the development of new hardware technologies.

OnScale is fully cloud-enabled, empowering engineers with the high-performance computing (HPC) resources needed to explore their design space quickly and with ease. Semiconductors, MEMS, sensors, medical devices, and 5G and IoT RF systems are among the many applications that can benefit from design and optimization with OnScale. To learn more visit onscale.com/applications.

Contents

  • Problem: 3D touch technology operation
  • Introduction: Using Synthetic Datasets to Train Embedded AI
  • Approach: Simulating a synthetic data set & AI training
  • Results: AI Performance

Fill out the information below to download the resource.

For which of the industries do you perform design engineering or related functions? Select all that apply.
By downloading this content, I agree to receive the DE 24/7 Newswire, a twice weekly free email newsletter (you may choose to opt-out in the newsletter).

Latest News

MathWorks Updates Simulink Real-Time
Software enhancements involve rapid control prototyping and hardware-in-the-loop testing capabilities with QNX Neutrino Realtime Operating System (RTOS).

Radica Software Partners with Onshape on Electrical CAD
Electra Cloud now available on Onshape’s app store to offer end-to-end solutions including 3D, electrical, pneumatic hydraulics and soon...

Department of Defense Bestows Multi-Million Dollar Award on Desktop Metal
The award will fund the development of a cost-effective additive manufacturing process to manufacture Cobalt-free hardmetals into complex, net or...

AM’s Role in Future-Proofing the Supply Chain
A virtual panel wades in on how AM can help manufacturers add business resiliency to their supply chains while delivering...

All posts