Materials Science / Civil Engineering
社区增强图神经网络
Community-Enhanced Graph Neural NetworkA graph neural network architecture that incorporates community detection algorithms to capture localized mechanical interactions within the microstructure of multiphase materials. / 一种图神经网络架构，通过集成社区检测算法来捕获多相材料微观结构内的局部力学相互作用。
- Knowledge type
- 工艺技术
- First proposed or discovered
- 2027
- Proposer
- Guanming Zhang, Xiao Yin, Yang Lu
- Creator
- 农场主
- Last updated
- 2026-11-10 18:05:22
Sub-knowledge points
Mapper clustering algorithm for graph constructionCommunity detection integration into GNN architectureFinite element-based homogenization for ground-truth generation
Higher-order knowledge points
Graph-Based Modeling of Elastic Behavior in Microscale Multiphase ConcretePredicting elastic properties of multiphase concrete
Main parameters and performance indicators
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Open problems
No unresolved problem recorded yet
Related literature
ranked by community starsGraph-Based Modeling of Elastic Behavior in Microscale Multiphase Concrete Using a Community-Enhanced GNNOpen source
Related products and links
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Creation and modification trail
1 recordsRecord title: Community-Enhanced Graph Neural Network.
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