English

How scanning probe microscopy can be supported by Artificial Intelligence and quantum computing

Neurons and Cognition 2024-07-01 v1 Materials Science Artificial Intelligence Quantum Physics

Abstract

We focus on the potential possibilities for supporting Scanning Probe Microscopy measurements, emphasizing the application of Artificial Intelligence, especially Machine Learning as well as quantum computing. It turned out that Artificial Intelligence can be helpful in the experimental processes automation in routine operations, the algorithmic search for good sample regions, and shed light on the structure property relationships. Thus, it contributes to increasing the efficiency and accuracy of optical nanoscopy scanning probes. Moreover, the combination of Artificial Intelligence based algorithms and quantum computing may have a huge potential to increase the practical application of Scanning Probe Microscopy. The limitations were also discussed. Finally, we outline a research path for the improvement of the proposed approach.

Keywords

Cite

@article{arxiv.2406.19397,
  title  = {How scanning probe microscopy can be supported by Artificial Intelligence and quantum computing},
  author = {Agnieszka Pregowska and Agata Roszkiewicz and Magdalena Osial and Michael Giersig},
  journal= {arXiv preprint arXiv:2406.19397},
  year   = {2024}
}

Comments

19 pages, 4 figures

R2 v1 2026-06-28T17:21:46.638Z