.png){kind=icon}
返回
Microstructure reconstruction using diffusion-based generative models
.png){kind=icon}
OA
AI
DOI：10.1080/15376494.2023.2198528.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
This paper proposes a microstructure reconstruction framework with denoising diffusion models for the first time. The novelty and strength of the proposed model lie in its universality and generality for the microstructure characterization and reconstruction (MCR) that can be applied to various types of composite materials. The applicability of the diffusion-based models is validated with several types of microstructures (e.g., polycrystalline alloy, carbonate, ceramics, copolymer, fiber composite, etc.) that have different morphological characteristics. Moreover, an implicit probabilistic model (which yields non-Markovian diffusion processes) is formulated to accelerate the sampling process, thereby controlling the computational cost considering the practicability and reliability.
Keyword:
microstructure reconstruction
diffusion model
denoising diffusion probabilistic model
neural network
composite materials
期刊
IF:
0
论文数:
4.7K
被引数:
1.4W
机构
引用论文
分享收藏Electrospun carbon nanofibers as a functional composite platform: a review of highly tunable microstructures and morphologies for versatile applications电纺碳纳米纤维作为功能复合平台: 高度可调的微结构和形态的通用应用综述
PREAI
分享收藏Sensorless Control of Z Source Inverter fed BLDC Motor Drive by FOC - DTC Hybrid Control Strategy Using Fuzzy Logic Controller采用模糊逻辑控制器的foc-dtc混合控制策略的Z源逆变器馈电BLDC电机驱动的无传感器控制
PREAI
分享收藏Three-dimensional characterization of the microstructure of a metal-matrix composite by holotomography.png)
MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING
MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSINGIF7
PREAI
分享收藏The role of hepatitis C virus in fulminant viral hepatitis in an area with endemic hepatitis A and B
PREAI
分享收藏Computational microstructure characterization and reconstruction: Review of the state-of-the-art techniques计算微观结构表征和重建: 最新技术的回顾
OAAI
OAAI分享收藏
查看更多内容