Fig. 1: Diagram showing the workflow of our adaptive sampling method.
From: Demonstration of an AI-driven workflow for dynamic x-ray spectroscopy
The workflow is illustrated using the real-world battery cell experiment demonstrated in this paper. The backend algorithm receives data from the x-ray detector and sends data to the monochromator through the instrument’s application programming interface. With each measured energy, the algorithm updates its internal state, computes the comprehensive acquisition function and directs the monochromator to measure at a new energy. This cycle is repeated until the stopping conditions are met.
