Self-driving Multimodal Studies at User Facilities
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Abstract (arXiv)
Multimodal characterization is commonly required for understanding materials. User facilities possess the infrastructure to perform these measurements, albeit in serial over days to months. In this paper, we describe a unified multimodal measurement of a single sample library at distant instruments, driven by a concert of distributed agents that use analysis from each modality to inform the direction of the other in real time. Powered by the Bluesky project at the National Synchrotron Light Source II, this experiment is a world's first for beamline science, and provides a blueprint for future approaches to multimodal and multifidelity experiments at user facilities.
Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Jan 2023.
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Citing papers per year: 2024: 1; 2025: 1; 2026: 1.
3 papers.
- 2025Autonomous battery research: Principles of heuristic operando experimentationcited by 1
- 2026Benchmarking Autonomy in Scientific Experiments: A Hierarchical Taxonomy for Autonomous Large-Scale Facilitiescited by 1
- 2024OmniXAS: A Universal Deep-Learning Framework for Materials X-ray Absorption Spectracited by 0
- 2026Benchmarking Autonomy in Scientific Experiments: A Hierarchical Taxonomy for Autonomous Large-Scale Facilities11 Jan 2026
- 2025Autonomous battery research: Principles of heuristic operando experimentation29 Dec 2025
- 2024OmniXAS: A Universal Deep-Learning Framework for Materials X-ray Absorption Spectra29 Sep 2024