Data for: GIANT Networks: Very Deep Fully-Connected Neural Networks Applied to Microwave Problems
type: Dataset
description: This dataset contains the samples of the training, validation and test data sets for the two numerical examples of the article ''GIANT Networks: Very Deep Fully-Connected Neural Networks Applied to Microwave Problems'' (Stenmark, Rylander, McKelvey & Ludvig-Osipov, 2026). All data is created using the finite element method as described in the article and is stored in the NPZ format which can be opened with the Python library NumPy (https://numpy.org/). The complete descriptions of all variables contained in the data are found in the article.
citation: CreativeWork
  name: S. Stenmark, T. Rylander, T. McKelvey, och A. Ludvig-Osipov, ”GIANT Networks: Very Deep Fully Connected Neural Networks Applied to Microwave Problems”, IET Microwaves, Antennas & Propagation, vol. 20, nr 1, s. e70077, 2026, doi: https://doi.org/10.1049/mia2.70077.
conditions of access: http://publications.europa.eu/resource/authority/access-right/PUBLIC
conditions of access: info:eu-repo/semantics/openAccess
contributor: Thomas Rylander
creative work status: completed
  type: DefinedTerm
  in defined term set: http://publications.europa.eu/resource/authority/dataset-status
  term code: COMPLETED
creator: Simon Stenmark
  type: Person
  affiliation: Chalmers University of Technology
  family name: Stenmark
  given name: Simon
date modified: 2026-05-04
date published: 2026-02-10
language: English
is part of: https://doi.org/10.71870/7bnk-0132
keywords: Signal Processing
  type: DefinedTerm
  term code: 20205
keywords: Other Electrical Engineering, Electronic Engineering, Information Engineering
  type: DefinedTerm
  term code: 20299
keywords: Artificial Intelligence
  type: DefinedTerm
  term code: 10210
keywords: neural networks (information technology)
keywords: Jacobians
keywords: microwave circuits
  type: DefinedTerm
  term code: 47477
keywords: microwave filters
  type: DefinedTerm
  term code: 47481
keywords: microwave frequencies
  type: DefinedTerm
  term code: 47482
keywords: microwave resonance
  type: DefinedTerm
  term code: 47494
license: https://creativecommons.org/licenses/by/4.0/
publisher: Chalmers University of Technology
distribution: data/resonator.npz
  type: DataDownload
  additional type: data
  conditions of access: http://publications.europa.eu/resource/authority/access-right/PUBLIC
  conditions of access: info:eu-repo/semantics/openAccess
  content size: 5523317680
  encoding format: application/octet-stream
distribution: data/wg_filter.npz
  type: DataDownload
  additional type: data
  conditions of access: http://publications.europa.eu/resource/authority/access-right/PUBLIC
  conditions of access: info:eu-repo/semantics/openAccess
  content size: 135961570
  encoding format: application/octet-stream
distribution: documentation/data_description.pdf
  type: DataDownload
  additional type: documentation
  conditions of access: http://publications.europa.eu/resource/authority/access-right/PUBLIC
  conditions of access: info:eu-repo/semantics/openAccess
  content size: 108674
  encoding format: application/pdf
version: 1

PropertyValue
property ID: DOI
value: 10.71870/8e3q-j519

PropertyValue
property ID: DOI
value: 10.1049/mia2.70077

Thomas Rylander
type: Person
affiliation: Chalmers University of Technology
family name: Rylander
given name: Thomas

Chalmers University of Technology
type: Organization
department: Department of Electrical Engineering

English
type: Language
alternate name: eng

neural networks (information technology)
type: DefinedTerm
term code: p7292

Jacobians
type: DefinedTerm
term code: p29745