# Penn State team demonstrates AI-guided piezoelectric ceramic in energy harvester

_Monday, August 31, 2026 at 9:00 AM EDT · Science, AI · Latest · Tier 2 — Notable_

![Penn State team demonstrates AI-guided piezoelectric ceramic in energy harvester — Primary](https://scx2.b-cdn.net/gfx/news/hires/2026/ai-streamlines-search.jpg)

Penn State-led researchers reported an AI-guided process for identifying piezoelectric ceramic compositions and demonstrated one in a magneto-mechano-electric energy harvester. The selected lead-free composite reached a piezoelectric charge constant of about 440 picocoulombs per newton; crystallographic texturing raised that to roughly 620. The device delivered about 705 microwatts per cubic centimeter, according to the Nature Communications study. The work combined language-model suggestions from prior research with human assessment and hands-on testing.

## Sources

- [Phys.org](https://phys.org/news/2026-08-ai-ceramics-generate-electricity.html)

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Retrieved: 2026-08-31T17:02:38.020Z
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