Dataset supporting publication: "Remote-sensing based control of 3D magnetic fields using machine learning for in-operando applications".

DOI

About the dataset

This dataset supports a study where precise 3D magnetic field control is achieved using a hexapole electromagnet system combined with a multi-layer perceptron neural network. The work demonstrates how the neural network enables to calibrate non-linear field responses when direct measurements at the position of interest are not feasible.

The dataset includes code and processed data for reproducing the figures from the associated paper, and is intended to support further research in in-operando experiments that require high-precision field control. For more information about the code and data, please refer to the readme.txt file.

The published paper can be found here: https://doi.org/10.48550/arXiv.2411.10374

Requirements

The code was executed with Python 3.12, the dependencies are listed in requirements.txt.

Licenses

The data is licensed under CC-BY, the code is licensed under MIT.

Identifier
DOI https://doi.org/10.48436/1p8az-15q45
Related Identifier IsVersionOf https://doi.org/10.48436/w94px-v6j07
Metadata Access https://researchdata.tuwien.ac.at/oai2d?verb=GetRecord&metadataPrefix=oai_datacite&identifier=oai:researchdata.tuwien.ac.at:1p8az-15q45
Provenance
Creator Cascales Sandoval, Miguel Angel
Publisher TU Wien
Contributor Fernandez-Pacheco Chicon, Amalio; Miguel Angel, Cascales Sandoval; Jakub, Jurczyk; Luka, Skoric; Dédalo, Sanz-Hernández; Naemi, Leo; Thomas, Schrefl; Alexander, Kovacs; Aurelio, Hierro-Rodríguez
Publication Year 2025
Funding Reference European Research Council 0472cxd90 ROR 101001290 3DNANOMAG
Rights Creative Commons Attribution 4.0 International; MIT License; https://creativecommons.org/licenses/by/4.0/legalcode; https://opensource.org/licenses/MIT
OpenAccess true
Contact Fernandez-Pacheco Chicon, Amalio (TU Wien); Miguel Angel, Cascales Sandoval
Representation
Language English
Resource Type Dataset
Version 1.0.0
Discipline Other