Litcius/Paper detail

Physics-informed deep learning method for surface roughness prediction in milling process

Liangshi Sun, Xianzhen Huang, Xu An Wang, Yongchao Zhang, Mingze Li, Zheng Liu

2025Advanced Engineering Informatics9 citationsDOI

Topics & Concepts

Surface roughnessMean squared errorSurface finishRoot mean squareLeverage (statistics)Process (computing)Mechanical engineeringArtificial neural networkMean absolute percentage errorArtificial intelligenceEngineeringSurface (topology)LimitingFunction (biology)Materials scienceAlgorithmComputer scienceEnd millingDeep learningMachine learningSeries (stratigraphy)Mean absolute errorApproximation errorEngineering drawingFusionProcess controlAdvanced machining processes and optimizationSurface Roughness and Optical MeasurementsAdvanced Measurement and Metrology Techniques