In situ learning-based spin engineering of pulsed dynamic nuclear polarization

Filip V. Jensen; José P. Carvalho; Nino Wili; Asbjørn Holk Thomsen; David L. Goodwin; Lukas Trottner; Claudia Strauch; Anders Bodholt Nielsen; Niels Chr. Nielsen

doi:10.1126/sciadv.aeh4467

In situ learning-based spin engineering of pulsed dynamic nuclear polarization

Filip V. Jensen, José P. Carvalho, Nino Wili, Asbjørn Holk Thomsen, David L. Goodwin, Lukas Trottner, Claudia Strauch, Anders Bodholt Nielsen, Niels Chr. Nielsen

2026Science Advances 12, eaeh4467CC BY 4.0LCP000085

Fig. 2, panel (e)

Absolute offset-averaged enhancement $|\overline{\epsilon}|$ against sequence number for the 2000 sequences of the constrained Bayesian optimization of a 24-pulse transfer element. The open circle marks the sequence with the best offset profile when repeated at finer offset resolution.

Files

Data: data.csv

Provenance

This panel was regenerated by running the authors' plotting code and data from their public data deposit (Zenodo: https://doi.org/10.5281/zenodo.21063883, CC BY 4.0). The plot shown here is re-rendered for interactive viewing and analysis. See the paper for the original figure and full scientific context.

License: CC BY 4.0.

Sci. Adv. 12, eaeh4467 (2026) · DOI: 10.1126/sciadv.aeh4467

Other panels of Fig. 2: (aa) (ab) (ac) (ba) (bb) (bc) (ca) (cb) (cc) (d) (f)

All figures of this paper

All papers · About · Statistics · Submit data · API