Geotechnical Engineering
物理引导神经网络
Physics-guided neural networkA machine learning approach that integrates physical laws and constraints into neural network architectures to improve model reliability and generalization, particularly in scenarios with limited data availability. / 一种机器学习方法，将物理定律和约束整合到神经网络架构中，以提高模型的可靠性和泛化能力，特别是在数据稀缺的场景下。
- Knowledge type
- 实际应用
- First proposed or discovered
- Proposer
- Turkey Farm member
- Creator
- 农场主
- Last updated
- 2026-11-08 22:07:32
Sub-knowledge points
No connected node yet
Higher-order knowledge points
Main parameters and performance indicators
Data scarcity: Limited training samplesPhysics constraints: Physical laws or mechanisms
Open problems
No unresolved problem recorded yet
Related literature
ranked by community starsA physics-guided neural network for reliable slope stability assessment under data scarcityOpen source
Related products and links
No item recorded yet
Creation and modification trail
1 recordsRecord title: Physics-guided neural network.
Node update feedback
review required