Monitoring and prediction of porosity in laser powder bed fusion using physics-informed meltpool signatures and machine learning
Ziyad Smoqi, Aniruddha Gaikwad, Benjamin Bevans, Md Humaun Kobir, James E. Craig, Alan Abul-Haj, Alonso Peralta, Prahalada Rao
Topics & Concepts
PorosityPyrometerConvolutional neural networkCuboidArtificial intelligenceMaterials scienceArtificial neural networkMachine learningComputer scienceAlgorithmPattern recognition (psychology)Mechanical engineeringEngineeringPhysicsComposite materialTemperature measurementQuantum mechanicsAdditive Manufacturing Materials and ProcessesWelding Techniques and Residual StressesAdditive Manufacturing and 3D Printing Technologies