A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds

Research article (Scientific Reports, 2023) · cited 14× · AI/ML
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A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds

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A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds is a scholarly article[1].

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  • A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds's instance of is recorded as scholarly article[2].

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APA 4ort.xyz Knowledge Graph. (2026). A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds. Retrieved May 24, 2026, from https://4ort.xyz/entity/a-generalised-deep-learning-based-surrogate-model-for-homogenisation-utilising-material-property-encoding-and-physics-ba
MLA “A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/a-generalised-deep-learning-based-surrogate-model-for-homogenisation-utilising-material-property-encoding-and-physics-ba.
BibTeX @misc{4ortxyz_a-generalised-deep-learning-based-surrogate-model-for-homogenisation-utilising-material-property-encoding-and-physics-ba_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds}}, year = {2026}, url = {https://4ort.xyz/entity/a-generalised-deep-learning-based-surrogate-model-for-homogenisation-utilising-material-property-encoding-and-physics-ba}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds — https://4ort.xyz/entity/a-generalised-deep-learning-based-surrogate-model-for-homogenisation-utilising-material-property-encoding-and-physics-ba (retrieved 2026-05-24)

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