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medical imaging physics

分辨率自适应物理信息神经网络

Resolution-Adaptive Physics-Informed Neural Networks

A machine learning framework that integrates physical laws with neural networks to perform dose reconstruction at multiple resolutions. / 一种将物理定律与神经网络相结合,在多个分辨率下执行剂量重建的机器学习框架。

Knowledge type
工艺技术
First proposed or discovered
Proposer
Turkey Farm member
Creator
农场主
Last updated
2026-11-13 17:06:18
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Sub-knowledge points

Multiresolution dose reconstructionPhysics-informed neural network integrationMonte Carlo simulation coupling

Higher-order knowledge points

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Main parameters and performance indicators

FLUKA: Monte Carlo simulation toolkit for particle transportResolution-Adaptive: Mechanism to adjust computational granularityPhysics-Informed: Integration of domain knowledge constraints

Open problems

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Related literature

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Multiresolution Photon Dose Reconstruction using FLUKA and Resolution-Adaptive Physics-Informed Neural NetworksOpen source

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automated knowledge publish农场主2026-11-13 17:06:18

Record title: Resolution-Adaptive Physics-Informed Neural Networks.