Datasets:
Tasks:
Feature Extraction
Modalities:
Text
Formats:
webdataset
Languages:
English
Size:
100K - 1M
DOI:
License:
| language: en | |
| license: cc-by-4.0 | |
| size_categories: 100K-1M | |
| task_categories: | |
| - feature-extraction | |
| tags: | |
| - rf-engineering | |
| - antenna-arrays | |
| - electromagnetic-simulation | |
| - mobisys-2026 | |
| pretty_name: DeformRF Antenna EM Dataset | |
| ## Citation | |
| If you use this dataset in your research, please cite our MobiSys 2026 paper: | |
| **Standard Format:** | |
| Xingda Chen, Mohammad Rastikerdar, Ankur Aditya, and Deepak Ganesan. 2026. **DeformRF: Data-driven Beamforming and Direction Finding with Deformable Antenna Arrays**. In *Proceedings of the 24th International Conference on Mobile Systems, Applications, and Services (MobiSys '26)*. | |
| **BibTeX:** | |
| ```bibtex | |
| @inproceedings{chen2026deformrf, | |
| author = {Chen, Xingda and Rastikerdar, Mohammad and Aditya, Ankur and Ganesan, Deepak}, | |
| title = {DeformRF: Data-driven Beamforming and Direction Finding with Deformable Antenna Arrays}, | |
| booktitle = {Proceedings of the 24th International Conference on Mobile Systems, Applications, and Services}, | |
| series = {MobiSys '26}, | |
| year = {2026}, | |
| publisher = {ACM}, | |
| address = {Cambridge, UK}, | |
| doi = {} | |
| } | |
| # DeformRF Antenna EM Dataset | |
| This artifact contains the comprehensive synthetic electromagnetic (EM) dataset used to train the **DeformRF** physics-inspired ML models. It provides a large-scale mapping of antenna geometries to their EM characteristics, specifically focusing on flexible substrates deformed via Bezier curves. | |
| ## Dataset Overview | |
| The **DeformRF-Yagi** dataset provides a mapping of 6-element Yagi antenna geometries, deformed via Bezier curves, to their electromagnetic characteristics across multiple frequency bands. | |
| * **Antenna Type:** 6-Element Yagi Antenna | |
| * **Frequency Coverage:** 150 MHz – 850 MHz (100 MHz intervals) | |
| * **Frequencies:** 150, 250, 350, 450, 550, 650, 750, 850 MHz | |
| ## Technical Details | |
| * **Configuration:** 6-element Yagi using Bezier curves; 2.004mm dipole width (18 gauge copper); element spacing of 0.15 $\lambda$. | |
| * **Data per Entry:** 3D radiation patterns (realized gain), S-parameters (200 frequency points), E-field components (vertical/horizontal polarization), H-field data, and polarization data. | |
| * **Geometry:** Multiple Bezier curves representing complex structural deformations with corresponding element translation vectors. | |
| * **File Formats:** Metadata in `.txt`; all EM and geometry data in MATLAB `.mat` format. | |
| ## Folder Structure | |
| To use the dataset, download and extract the repository files. The structure is organized by frequency and dipole width: | |
| ```text | |
| DeformRF-yagi/ | |
| ├── DATASET_SUMMARY.txt | |
| ├── STRUCTURE.txt | |
| └── {frequency_Hz}/ (e.g., 150000000 to 850000000) | |
| └── 0_002004/ (Dipole width: 2.004mm) | |
| ├── ant_pattern/ (PAT.mat) | |
| ├── ant_vis/ (Visualization files) | |
| ├── ant_sparam/ (sparamparams.mat) | |
| ├── e_v_fields/ (ev.mat) | |
| ├── e_h_fields/ (eh.mat) | |
| ├── e_pol_fields/ (polarization.mat) | |
| ├── data_curves/ (generated_curves_yagi_*.mat) | |
| ├── metadata.txt (Curve metadata) | |
| └── translation_data.mat (Element positioning vectors) | |