Litcius/Paper detail

SA-PINN: A self-attention enhanced physics-informed neural network for multiaxial fatigue life prediction with small samples

Yue Wang, Yue Li, ShunPeng Zhu, Ran Gu, X. Shu, Zhengwei Fan, Shufeng Zhang

2026Advances in Engineering Software8 citationsDOI

Topics & Concepts

Artificial neural networkInterpretabilityMean squared errorReliability (semiconductor)Computer scienceConstraint (computer-aided design)Feature (linguistics)Artificial intelligenceData miningMachine learningFeature extractionPredictive modellingMechanism (biology)Pattern recognition (psychology)EmbeddingExperimental dataFunction (biology)Reliability engineeringPerformance predictionSample size determinationFeature engineeringFatigue and fracture mechanicsMachine Fault Diagnosis TechniquesModel Reduction and Neural Networks