Article

Design and Realization of High Performance Textured Lead-Free Piezoelectric Ceramics through Human-AI Collaboration

2026-02-18

Abstract excerpt

<title>Abstract</title> <p> Developing multi-element Pb-free (K,Na)NbO₃ (KNN) piezoelectric compositions is constrained by non-comprehending complex doping trends as well as tedious trial and error based investigative experimentations. Here, we present a human in the loop, artificial intelligence (AI) guided materials design framework which utilizes large language models (LLMs) to extract structure - property kn...

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Literature Corpus work: 1de8c780-b194-5a4c-8642-73027b198f85
DOI: 10.21203/rs.3.rs-8828701/v1

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