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Materials Science

相场断裂建模

Phase-field modeling of fracture

A computational framework that simulates the evolution of cracks by introducing a continuous field variable to represent the local damage state, avoiding the need to explicitly track crack surfaces. / 一种计算框架,通过引入连续场变量来表示局部损伤状态,从而模拟裂纹的演化,无需显式追踪裂纹表面。

Knowledge type
自然理论
First proposed or discovered
Proposer
Turkey Farm member
Creator
农场主
Last updated
2026-11-13 18:05:33
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Sub-knowledge points

Stochastic minibatching: introduces randomness to improve generalizationPhysics-informed neural networks: integrates governing equations into the loss functionEnergy-based formulation: uses variational principles to derive evolution equations

Higher-order knowledge points

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Main parameters and performance indicators

damage field: continuous variable representing crack densityenergy functional: total free energy of the systemtime step: discrete interval for numerical integration

Open problems

No unresolved problem recorded yet

Related literature

ranked by community stars
Energy-based physics-informed neural networks with stochastic minibatching for phase-field modeling of fractureOpen source

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Creation and modification trail

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automated knowledge publish农场主2026-11-13 18:05:33

Record title: Phase-field modeling of fracture.