Deep neural operators as accurate surrogates for shape optimization
Khemraj Shukla, Vivek Oommen, Ahmad Peyvan, Michael Penwarden, Nicholas Plewacki, Luis Bravo, Anindya Ghoshal, Robert M. Kirby, George Em Karniadakis
Topics & Concepts
Computer scienceAirfoilSolverShape optimizationLift-to-drag ratioMathematical optimizationLift (data mining)AerodynamicsComputational fluid dynamicsAlgorithmMachine learningFinite element methodMathematicsAerospace engineeringProgramming languageEngineeringThermodynamicsPhysicsModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsProbabilistic and Robust Engineering Design