Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods

Research article (npj Computational Materials, 2021) · cited 203× · AI/ML
Press Enter · cited answer in seconds

Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods

Summary

Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods is a scholarly article[1].

Key Facts

  • Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods's instance of is recorded as scholarly article[2].

📑 Cite this page

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.

APA 4ort.xyz Knowledge Graph. (2026). Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods. Retrieved May 24, 2026, from https://4ort.xyz/entity/accelerating-phase-field-based-microstructure-evolution-predictions-via-surrogate-models-trained-by-machine-learning-met
MLA “Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/accelerating-phase-field-based-microstructure-evolution-predictions-via-surrogate-models-trained-by-machine-learning-met.
BibTeX @misc{4ortxyz_accelerating-phase-field-based-microstructure-evolution-predictions-via-surrogate-models-trained-by-machine-learning-met_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods}}, year = {2026}, url = {https://4ort.xyz/entity/accelerating-phase-field-based-microstructure-evolution-predictions-via-surrogate-models-trained-by-machine-learning-met}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods — https://4ort.xyz/entity/accelerating-phase-field-based-microstructure-evolution-predictions-via-surrogate-models-trained-by-machine-learning-met (retrieved 2026-05-24)

Canonical URL: https://4ort.xyz/entity/accelerating-phase-field-based-microstructure-evolution-predictions-via-surrogate-models-trained-by-machine-learning-met · Last refreshed: