Multi-objective Bayesian optimization: a case study in material extrusion
Jay I. Myung, James R. Deneault, Jorge Chang, Inhan Kang, Benji Maruyama, Mark A. Pitt
Abstract
The superior efficiency of multi-objective Bayesian optimization (blue) in optimizing 6 parameters to FDM print the Air Force logo quickly and accurately. Orange: simulated annealing. Green: random sampling.
Topics & Concepts
Bayesian optimizationBayesian probabilityComputer scienceExtrusionMachine learningArtificial intelligenceMathematical optimizationProcess engineeringIndustrial engineeringEngineeringMathematicsMaterials scienceMetallurgyManufacturing Process and OptimizationAdvanced Multi-Objective Optimization AlgorithmsInjection Molding Process and Properties