Singular spectrum analysis filtering and Fourier inversion: an efficient and fast way to improve resolution and quality of current density maps with low-cost Hall scanning systems
We provide a Biot–Savart inversion scheme that, for any two-dimensional, or bulk with planar crystallization, high-temperature superconducting (HTS) sample, determines current density maps with a higher resolution and accuracy than previous procedures and at a fraction of its computational cost. The...
| Autores: | , , , , |
|---|---|
| Tipo de documento: | artigo |
| Estado: | Versão publicada |
| Data de publicação: | 2019 |
| País: | España |
| Recursos: | Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya) |
| Repositório: | Recercat. Dipósit de la Recerca de Catalunya |
| OAI Identifier: | oai:recercat.cat:10459.1/72816 |
| Acesso em linha: | https://doi.org/10.1088/1361-6501/aaf13a http://hdl.handle.net/10459.1/72816 |
| Access Level: | Acceso aberto |
| Palavra-chave: | Biot–Savart inversion SSA filtering Fast Fourier transform Hall magnetometry |
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Singular spectrum analysis filtering and Fourier inversion: an efficient and fast way to improve resolution and quality of current density maps with low-cost Hall scanning systemsAmorós, J.Duran, ArnauCarrera i Vilanova, MiquelLópez, JosepGranados, X.Biot–Savart inversionSSA filteringFast Fourier transformHall magnetometryWe provide a Biot–Savart inversion scheme that, for any two-dimensional, or bulk with planar crystallization, high-temperature superconducting (HTS) sample, determines current density maps with a higher resolution and accuracy than previous procedures and at a fraction of its computational cost. The starting point of our scheme is a Hall scanning microscopy map of the out-of-plane component of the magnetic field generated by the current. Such maps are noisy in scans of real samples with commercial-grade equipment, and their error is the limiting factor in any Biot–Savart inversion scheme. The main innovation of our proposed scheme is a singular spectrum analysis (SSA) filtering of the Hall probe maps, which cancels measurement errors such as noise or drifts without introducing any artifacts in the field map. The SSA filtering of the Hall probe data is so successful in this task that the resulting magnetic field map does not require an overdetermined QR inversion, allowing Fourier inversion of the Biot–Savart problem. Our implementation of SSA filtering of the Hall scan measurements, followed by Biot–Savart inversion using the fast Fourier transform (FFT), is applied to both simulations and real samples of HTS tape stacks. The algorithm works in cases where ill conditioning ruled out the application of Fourier inversion, and achieves a finer resolution for a fraction of the cost of the QR inversion used to date. The computation passes physical and statistical validity tests in all cases, and in three-dimensional samples it is shown to yield the average, with a depth-dependent weight, of the current density circulating in the different layers of the sample.We acknowledge the financial support from the Spanish Ministry of Economy and Competitiveness through the Severo Ochoa Programme (SEV-2015-0496), CONSOLIDER Excellence Network (MAT2015-68994-REDC), COACHSUPENERGY project (MAT2014-51778-C2-1-R, co-financed by FEDER), GAP project (MTM2015-69135-P) and SUPERINKS project (RTC-2015-3640-3, co-financed by FEDER); the European Union for the FASTGRID project (H2020-NMBP-18-2016-IA-72109) and WPMAG 5 (H2020-EUROfusion); and the Catalan Government with 2017-SGR-932, 2014-SGR-753 and Xarmae.IOP Publishing202220222019info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttps://doi.org/10.1088/1361-6501/aaf13ahttp://hdl.handle.net/10459.1/72816http://hdl.handle.net/10459.1/72816reponame:Recercat. Dipósit de la Recerca de Catalunyainstname:Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)Inglésinfo:eu-repo/grantAgreement/MINECO//MAT2015-68994-REDCinfo:eu-repo/grantAgreement/MINECO//MAT2014-51778-C2-1-RReproducció del document publicat a https://doi.org/10.1088/1361-6501/aaf13aMeasurement Science and Technology, 2019, vol. 30, núm. 1info:eu-repo/grantAgreement/EC/H2020/721019cc-by (c) Amorós et al., 2019info:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by/4.0/oai:recercat.cat:10459.1/728162026-05-29T05:05:01Z |
| dc.title.none.fl_str_mv |
Singular spectrum analysis filtering and Fourier inversion: an efficient and fast way to improve resolution and quality of current density maps with low-cost Hall scanning systems |
| title |
Singular spectrum analysis filtering and Fourier inversion: an efficient and fast way to improve resolution and quality of current density maps with low-cost Hall scanning systems |
| spellingShingle |
Singular spectrum analysis filtering and Fourier inversion: an efficient and fast way to improve resolution and quality of current density maps with low-cost Hall scanning systems Amorós, J. Biot–Savart inversion SSA filtering Fast Fourier transform Hall magnetometry |
| title_short |
Singular spectrum analysis filtering and Fourier inversion: an efficient and fast way to improve resolution and quality of current density maps with low-cost Hall scanning systems |
| title_full |
Singular spectrum analysis filtering and Fourier inversion: an efficient and fast way to improve resolution and quality of current density maps with low-cost Hall scanning systems |
| title_fullStr |
Singular spectrum analysis filtering and Fourier inversion: an efficient and fast way to improve resolution and quality of current density maps with low-cost Hall scanning systems |
| title_full_unstemmed |
Singular spectrum analysis filtering and Fourier inversion: an efficient and fast way to improve resolution and quality of current density maps with low-cost Hall scanning systems |
| title_sort |
Singular spectrum analysis filtering and Fourier inversion: an efficient and fast way to improve resolution and quality of current density maps with low-cost Hall scanning systems |
| dc.creator.none.fl_str_mv |
Amorós, J. Duran, Arnau Carrera i Vilanova, Miquel López, Josep Granados, X. |
| author |
Amorós, J. |
| author_facet |
Amorós, J. Duran, Arnau Carrera i Vilanova, Miquel López, Josep Granados, X. |
| author_role |
author |
| author2 |
Duran, Arnau Carrera i Vilanova, Miquel López, Josep Granados, X. |
| author2_role |
author author author author |
| dc.subject.none.fl_str_mv |
Biot–Savart inversion SSA filtering Fast Fourier transform Hall magnetometry |
| topic |
Biot–Savart inversion SSA filtering Fast Fourier transform Hall magnetometry |
| description |
We provide a Biot–Savart inversion scheme that, for any two-dimensional, or bulk with planar crystallization, high-temperature superconducting (HTS) sample, determines current density maps with a higher resolution and accuracy than previous procedures and at a fraction of its computational cost. The starting point of our scheme is a Hall scanning microscopy map of the out-of-plane component of the magnetic field generated by the current. Such maps are noisy in scans of real samples with commercial-grade equipment, and their error is the limiting factor in any Biot–Savart inversion scheme. The main innovation of our proposed scheme is a singular spectrum analysis (SSA) filtering of the Hall probe maps, which cancels measurement errors such as noise or drifts without introducing any artifacts in the field map. The SSA filtering of the Hall probe data is so successful in this task that the resulting magnetic field map does not require an overdetermined QR inversion, allowing Fourier inversion of the Biot–Savart problem. Our implementation of SSA filtering of the Hall scan measurements, followed by Biot–Savart inversion using the fast Fourier transform (FFT), is applied to both simulations and real samples of HTS tape stacks. The algorithm works in cases where ill conditioning ruled out the application of Fourier inversion, and achieves a finer resolution for a fraction of the cost of the QR inversion used to date. The computation passes physical and statistical validity tests in all cases, and in three-dimensional samples it is shown to yield the average, with a depth-dependent weight, of the current density circulating in the different layers of the sample. |
| publishDate |
2019 |
| dc.date.none.fl_str_mv |
2019 2022 2022 |
| dc.type.none.fl_str_mv |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion |
| format |
article |
| status_str |
publishedVersion |
| dc.identifier.none.fl_str_mv |
https://doi.org/10.1088/1361-6501/aaf13a http://hdl.handle.net/10459.1/72816 http://hdl.handle.net/10459.1/72816 |
| url |
https://doi.org/10.1088/1361-6501/aaf13a http://hdl.handle.net/10459.1/72816 |
| dc.language.none.fl_str_mv |
Inglés |
| language_invalid_str_mv |
Inglés |
| dc.relation.none.fl_str_mv |
info:eu-repo/grantAgreement/MINECO//MAT2015-68994-REDC info:eu-repo/grantAgreement/MINECO//MAT2014-51778-C2-1-R Reproducció del document publicat a https://doi.org/10.1088/1361-6501/aaf13a Measurement Science and Technology, 2019, vol. 30, núm. 1 info:eu-repo/grantAgreement/EC/H2020/721019 |
| dc.rights.none.fl_str_mv |
cc-by (c) Amorós et al., 2019 info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/4.0/ |
| rights_invalid_str_mv |
cc-by (c) Amorós et al., 2019 http://creativecommons.org/licenses/by/4.0/ |
| eu_rights_str_mv |
openAccess |
| dc.publisher.none.fl_str_mv |
IOP Publishing |
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IOP Publishing |
| dc.source.none.fl_str_mv |
reponame:Recercat. Dipósit de la Recerca de Catalunya instname:Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya) |
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Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya) |
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Recercat. Dipósit de la Recerca de Catalunya |
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Recercat. Dipósit de la Recerca de Catalunya |
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