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Twin-channel attention-based convolutional neural network for layer-wise prediction of surface roughness in the laser powder bed fusion process

Chenguang Ma, Di Wang, Zhangdong Chen, Zimeng Jiang, Lang Cheng, Canneng Fang, Yingjie Zhang

2025Mechanical Systems and Signal Processing9 citationsDOI

Topics & Concepts

Convolutional neural networkSurface roughnessProcess (computing)Layer (electronics)Channel (broadcasting)FusionArtificial neural networkSurface finishMaterials scienceLaserSurface (topology)Artificial intelligencePattern recognition (psychology)Computer scienceOpticsComposite materialMathematicsGeometryTelecommunicationsPhysicsOperating systemLinguisticsPhilosophyAdditive Manufacturing Materials and ProcessesWelding Techniques and Residual StressesSurface Roughness and Optical Measurements
Twin-channel attention-based convolutional neural network for layer-wise prediction of surface roughness in the laser powder bed fusion process | Litcius