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Embedding physical knowledge in deep neural networks for predicting the phonon dispersion curves of cellular metamaterials
Research article (Computational Mechanics, 2023) · cited 24× · AI/ML
Embedding physical knowledge in deep neural networks for predicting the phonon dispersion curves of cellular metamaterials
Summary
Embedding physical knowledge in deep neural networks for predicting the phonon dispersion curves of cellular metamaterials is a scholarly article[1].
Key Facts
Embedding physical knowledge in deep neural networks for predicting the phonon dispersion curves of cellular metamaterials's instance of is recorded as scholarly article[2].
References
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Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.
APA4ort.xyz Knowledge Graph. (2026). Embedding physical knowledge in deep neural networks for predicting the phonon dispersion curves of cellular metamaterials. Retrieved May 24, 2026, from https://4ort.xyz/entity/embedding-physical-knowledge-in-deep-neural-networks-for-predicting-the-phonon-dispersion-curves-of-cellular-metamateria
MLA“Embedding physical knowledge in deep neural networks for predicting the phonon dispersion curves of cellular metamaterials.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/embedding-physical-knowledge-in-deep-neural-networks-for-predicting-the-phonon-dispersion-curves-of-cellular-metamateria.
BibTeX@misc{4ortxyz_embedding-physical-knowledge-in-deep-neural-networks-for-predicting-the-phonon-dispersion-curves-of-cellular-metamateria_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Embedding physical knowledge in deep neural networks for predicting the phonon dispersion curves of cellular metamaterials}}, year = {2026}, url = {https://4ort.xyz/entity/embedding-physical-knowledge-in-deep-neural-networks-for-predicting-the-phonon-dispersion-curves-of-cellular-metamateria}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Embedding physical knowledge in deep neural networks for predicting the phonon dispersion curves of cellular metamaterials — https://4ort.xyz/entity/embedding-physical-knowledge-in-deep-neural-networks-for-predicting-the-phonon-dispersion-curves-of-cellular-metamateria (retrieved 2026-05-24)
