FieldPerceiver: Domain agnostic transformer model to predict multiscale physical fields and nonlinear material properties through neural ologs
出版年份 2022 全文链接
标题
FieldPerceiver: Domain agnostic transformer model to predict multiscale physical fields and nonlinear material properties through neural ologs
作者
关键词
-
出版物
Materials Today
Volume -, Issue -, Pages -
出版商
Elsevier BV
发表日期
2022-06-10
DOI
10.1016/j.mattod.2022.05.020
参考文献
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注意:仅列出部分参考文献,下载原文获取全部文献信息。- Data-Driven Strategies for Accelerated Materials Design
- (2021) Robert Pollice et al. ACCOUNTS OF CHEMICAL RESEARCH
- LAMMPS - A flexible simulation tool for particle-based materials modeling at the atomic, meso, and continuum scales
- (2021) Aidan P. Thompson et al. COMPUTER PHYSICS COMMUNICATIONS
- End-to-end deep learning method to predict complete strain and stress tensors for complex hierarchical composite microstructures
- (2021) Zhenze Yang et al. JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS
- A deep learning augmented genetic algorithm approach to polycrystalline 2D material fracture discovery and design
- (2021) Andrew J. Lew et al. Applied Physics Reviews
- Materials-by-design: computation, synthesis, and characterization from atoms to structures
- (2018) Jingjie Yeo et al. PHYSICA SCRIPTA
- Bioinspired hierarchical composite design using machine learning: simulation, additive manufacturing, and experiment
- (2018) Grace X. Gu et al. Materials Horizons
- Fracture of graphene: a review
- (2015) Teng Zhang et al. INTERNATIONAL JOURNAL OF FRACTURE
- Categorical prototyping: incorporating molecular mechanisms into 3D printing
- (2015) Dieter B Brommer et al. NANOTECHNOLOGY
- Fracture mechanics of monolayer molybdenum disulfide
- (2015) Xiaonan Wang et al. NANOTECHNOLOGY
- Deep learning
- (2015) Yann LeCun et al. NATURE
- Matriarch: A Python Library for Materials Architecture
- (2015) Tristan Giesa et al. ACS Biomaterials-Science & Engineering
- Matriarch: A Python Library for Materials Architecture
- (2015) Tristan Giesa et al. ACS Biomaterials Science & Engineering
- Category Theory Based Solution for the Building Block Replacement Problem in Materials Design
- (2012) Tristan Giesa et al. ADVANCED ENGINEERING MATERIALS
- Category Theoretic Analysis of Hierarchical Protein Materials and Social Networks
- (2011) David I. Spivak et al. PLoS One
- Colloquium: Failure of molecules, bones, and the Earth itself
- (2010) Markus J. Buehler et al. REVIEWS OF MODERN PHYSICS
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