.png){kind=icon}
返回
VISION-iT: A Framework for Digitizing Bubbles and Droplets
.png){kind=icon}
OA
AI
DOI：10.1016/j.egyai.2023.100309.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Quantifying the nucleation processes involved in liquid-vapor phase-change phenomena, while dauntingly challenging, is central in designing energy conversion and thermal management systems. Recent technological advances in the deep learning and computer vision field offer the potential for quantifying such complex twophase nucleation processes at unprecedented levels. By leveraging these new technologies, a multiple object tracking framework called vision inspired online nuclei tracker (VISION-iT) has been proposed to extract largescale, physical features residing within boiling and condensation videos. However, extracting high-quality features that can be integrated with domain knowledge requires detailed discussions that may be field- or casespecific problems. In this regard, we present a demonstration and discussion of the detailed construction, algorithms, and optimization of individual modules to enable adaptation of the framework to custom datasets. The concepts and procedures outlined in this study are transferable and can benefit broader audiences dealing with similar problems.
Keyword:
Deep learning
Computer vision
Nucleation
Heat transfer
Phase -change phenomena
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
9.6
论文数:
895
被引数:
3.1K
机构
引用论文
Preparation of Inactivated Oil-Emulsion Vaccines with Avian Viral or Mycoplasma Antigens禽病毒或支原体抗原灭活油乳剂疫苗的制备
PREAI
分享收藏Deep learning-based automated and universal bubble detection and mask extraction in complex two-phase flows.png)
SCIENTIFIC REPORTSOAAI
SCIENTIFIC REPORTSIF3.9
OAAI分享收藏Flow boiling and critical heat flux in horizontal channel with one-sided and double-sided heating单侧和双侧加热的水平通道中的流动沸腾和临界热通量
PREAI
分享收藏Heat Transfer through a Condensate Droplet on Hydrophobic and Nanostructured Superhydrophobic SurfacesLANGMUIROAAI
LANGMUIRIF3.9
OAAI分享收藏
查看更多内容