Aspects of the present disclosure involve applying a Multi-Objective Autonomous Dynamic Sampling algorithm in an electron or other radiation/charged-particle microscope for the characterization of elemental, chemical, and crystallographic information with over an order of magnitude improvement in time and exposure.