Litcius/Paper detail

Physics-Informed Machine Learning and Uncertainty Quantification for Mechanics of Heterogeneous Materials

B V S S Bharadwaja, Mohammad Amin Nabian, Bharatkumar Sharma, Sanjay Choudhry, Alankar Alankar

2022Integrating materials and manufacturing innovation29 citationsDOI

Topics & Concepts

IsotropyUncertainty quantificationStatistical physicsContinuum mechanicsVoid (composites)Monte Carlo methodElastic modulusStandard deviationMechanicsPhysicsClassical mechanicsMaterials scienceMathematicsComputer scienceThermodynamicsMachine learningComposite materialOpticsStatisticsModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignNon-Destructive Testing Techniques