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Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data
Research article (Journal of Computational Physics, 2019) · cited 1,015× · AI/ML
Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data
Summary
Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data is a scholarly article[1].
Key Facts
Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data's instance of is recorded as scholarly article[2].
References
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APA4ort.xyz Knowledge Graph. (2026). Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data. Retrieved May 24, 2026, from https://4ort.xyz/entity/physics-constrained-deep-learning-for-high-dimensional-surrogate-modeling-and-uncertainty-quantification-without-labeled
MLA“Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/physics-constrained-deep-learning-for-high-dimensional-surrogate-modeling-and-uncertainty-quantification-without-labeled.
BibTeX@misc{4ortxyz_physics-constrained-deep-learning-for-high-dimensional-surrogate-modeling-and-uncertainty-quantification-without-labeled_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data}}, year = {2026}, url = {https://4ort.xyz/entity/physics-constrained-deep-learning-for-high-dimensional-surrogate-modeling-and-uncertainty-quantification-without-labeled}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data — https://4ort.xyz/entity/physics-constrained-deep-learning-for-high-dimensional-surrogate-modeling-and-uncertainty-quantification-without-labeled (retrieved 2026-05-24)