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From Stress Field to Multiaxial Fatigue: A Novel Physics-Guided Neural Network Framework Accounting for Stress Ratio, Phase Angle, and Biaxiality Ratio

https://doi.org/10.2139/ssrn.5823374
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A neural network approach to fatigue life prediction
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An improved multiaxial rainflow algorithm for non-proportional stress or strain histories – Part II: The Modified Wang–Brown method
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An improved multiaxial rainflow algorithm for non-proportional stress or strain histories – Part I: Enclosing surface methods
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A generalized fatigue damage parameter for multiaxial fatigue life prediction under proportional and non-proportional loadings
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A novel method of multiaxial fatigue life prediction based on deep learning
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Multiaxial plain and notch fatigue strength of thick-walled ductile cast iron EN-GJS-600-3: Combining multiaxial fatigue criteria, theory of critical distances, and defect sensitivity
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A novel deep learning approach of multiaxial fatigue life-prediction with a self-attention mechanism characterizing the effects of loading history and varying temperature
inferredcites →https://doi.org/10.1016/j.ijfatigue.2023.107824openalex-snapshot
A strain energy density design approach for large cast iron components: From microstructural analysis to multiaxial fatigue response
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Application of the Effective critical plane approach for the fatigue assessment of ductile cast iron under multiaxial and non-proportional loading conditions
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A TCN-based feature fusion framework for multiaxial fatigue life prediction: Bridging loading dynamics and material characteristics
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Multiaxial low cycle fatigue life under non-proportional loading
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Fatigue of Materials
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The perceptron: A probabilistic model for information storage and organization in the brain.
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Learning representations by back-propagating errors
inferredcites →https://doi.org/10.1039/d5ra01578bopenalex-snapshot
Fatigue life predictor: predicting fatigue life of metallic material using LSTM with a contextual attention model
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CRITICAL PLANE APPROACHES IN HIGH‐CYCLE FATIGUE: ON THE DEFINITION OF THE AMPLITUDE AND MEAN VALUE OF THE SHEAR STRESS ACTING ON THE CRITICAL PLANE
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Gradient-based learning applied to document recognition
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Multiaxial fatigue life prediction for various metallic materials based on the hybrid CNN‐LSTM neural network
inferredcites →https://doi.org/10.1111/j.1460-2695.1988.tb01169.xopenalex-snapshot
A CRITICAL PLANE APPROACH TO MULTIAXIAL FATIGUE DAMAGE INCLUDING OUT‐OF‐PHASE LOADING
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A PATH‐INDEPENDENT PARAMETER FOR FATIGUE UNDER PROPORTIONAL AND NON‐PROPORTIONAL LOADING
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A modification of Morrow and Smith-Watson-Topper mean stress correction models
inferredcites →https://doi.org/10.1115/1.4008327openalex-snapshot
A Theory for the Effect of Mean Stress on Fatigue of Metals Under Combined Torsion and Axial Load or Bending
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A Theory for Fatigue Failure under Multiaxial Stress-Strain Conditions
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A Multiaxial Fatigue Criterion Including Mean-Stress Effect
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