cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18116411
title: GC-500K: A Physics-Consistent Synthetic Dataset for Photonic Grating Coupler Design

description: GC-500K is a large-scale, physics-consistent synthetic dataset for photonic grating coupler analysis and data-driven modeling. The dataset contains 500,000 independently generated grating coupler configurations, each represented by wavelength-resolved reflectance (R), transmittance (T), and absorbance (A) spectra sampled at 100 uniformly spaced wavelength points spanning 1200–1600 nm. In addition to spectral responses, the dataset includes five geometric design parameters per sample and a set of derived physical performance metrics.

All samples are generated using a physics-consistent synthetic data generation framework in which fundamental physical constraints are enforced at the data level. In particular, absorbance is computed via the energy-conserving closure relationA = 1 − R − T,ensuring passivity and energy conservation for every wavelength sample. Geometric parameters are sampled independently from uniform distributions over physically admissible fabrication ranges, enabling unbiased coverage of the design space and preventing implicit parameter correlations.

The dataset is accompanied by a comprehensive statistical validation, including tests for parameter independence, geometry–physics consistency, spectral smoothness, numerical stability, output-space coverage, and train–test equivalence. These validations confirm that GC-500K is free from degenerate structure and suitable for downstream use in forward modeling, inverse design, surrogate modeling, and representation learning tasks in nanophotonics.

GC-500K is provided as a compressed HDF5 archive for efficient storage and partial loading. The dataset is intended for research, benchmarking, and educational use and does not represent experimental measurements. Any future extensions or modifications will be released as new dataset versions to ensure full reproducibility.

Intended Use





Machine learning for photonic forward and inverse design




Statistical analysis of geometry–spectral relationships




Surrogate modeling and representation learning




Benchmarking physics-consistent synthetic data methods
description: Reflectance spectra: shape (500000, 100), float32




Transmittance spectra: shape (500000, 100), float32




Absorbance spectra: shape (500000, 100), float32




Wavelength grid: 100 points, 1200–1600 nm




Geometric parameters: shape (500000, 5), float32




Derived physical metrics




Energy conservation validity flags
DOI: 10.5281/zenodo.18117917
title: Linked collectors and determiners for: Lista florística de la Costa Grande del estado de Guerrero.

description: Natural history specimen data linked to collectors and determiners held within, "Lista florística de la Costa Grande del estado de Guerrero". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3df8b088-b7d4-4621-aa32-dd17460736db using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3df8b088-b7d4-4621-aa32-dd17460736db. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117918
title: Linked collectors and determiners for: New species of Xiphoniscus and new record of Androdeloscia escalonai (Isopoda, Scutocoxifera, Oniscidea, Philosciidae) from Brazilian Amazon.

description: Natural history specimen data linked to collectors and determiners held within, "New species of Xiphoniscus and new record of Androdeloscia escalonai (Isopoda, Scutocoxifera, Oniscidea, Philosciidae) from Brazilian Amazon". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3dfbfcb5-aec2-45b9-81c4-ae176b4802cc using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3dfbfcb5-aec2-45b9-81c4-ae176b4802cc. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117919
title: Linked collectors and determiners for: Flora of Sumatra: Vascular plant collection of selected families deposited at Herbarium of Andalas University (ANDA).

description: Natural history specimen data linked to collectors and determiners held within, "Flora of Sumatra: Vascular plant collection of selected families deposited at Herbarium of Andalas University (ANDA)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3e0987c4-375f-4d68-b2ac-5e4e3a6d3d6d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3e0987c4-375f-4d68-b2ac-5e4e3a6d3d6d. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117920
title: Linked collectors and determiners for: Actualización de las bases de datos de las colecciones de plantas vasculares y macromicetos del herbario de la UJAT (Pteridofitas).

description: Natural history specimen data linked to collectors and determiners held within, "Actualización de las bases de datos de las colecciones de plantas vasculares y macromicetos del herbario de la UJAT (Pteridofitas)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3e12052a-43b7-45e8-87d1-4939abbaf57c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3e12052a-43b7-45e8-87d1-4939abbaf57c. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117819
title: Fuzzy AHP, VIKOR, and Robustness Analysis Calculations

description: This dataset contains the full computational results (Fuzzy AHP, Fuzzy VIKOR, Robustness Analysis) used in the study, provided across three CSV files and a detailed methodological readme.txt.
DOI: 10.5281/zenodo.18117820
title: Fuzzy AHP, VIKOR, and Robustness Analysis Calculations

description: This dataset contains the full computational results (Fuzzy AHP, Fuzzy VIKOR, Robustness Analysis) used in the study, provided across three CSV files and a detailed methodological readme.txt.
DOI: 10.5281/zenodo.18117921
title: Linked collectors and determiners for: The megisthanid mites (Mesostigmata: Megisthanidae) of Australia.

description: Natural history specimen data linked to collectors and determiners held within, "The megisthanid mites (Mesostigmata: Megisthanidae) of Australia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3e3068c1-c158-4d97-9aec-31fc80551edb using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3e3068c1-c158-4d97-9aec-31fc80551edb. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117922
title: Linked collectors and determiners for: Colección de Fagales y Gentianales del Museo Botánico CORD - IMBIV.

description: Natural history specimen data linked to collectors and determiners held within, "Colección de Fagales y Gentianales del Museo Botánico CORD - IMBIV". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3e360f32-57df-4186-a9da-f62620505a14 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3e360f32-57df-4186-a9da-f62620505a14. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117923
title: Linked collectors and determiners for: Banco de germoplasma de  conservación a largo plazo (banco base) del Jardín Botánico Atlántico.

description: Natural history specimen data linked to collectors and determiners held within, "Banco de germoplasma de  conservación a largo plazo (banco base) del Jardín Botánico Atlántico". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3e8822f0-6db7-4831-a370-c0cdd3d05538 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3e8822f0-6db7-4831-a370-c0cdd3d05538. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117924
title: Linked collectors and determiners for: Revision of the ant genus Myrmoteras in the Malay Archipelago (Hymenoptera, Formicidae)..

description: Natural history specimen data linked to collectors and determiners held within, "Revision of the ant genus Myrmoteras in the Malay Archipelago (Hymenoptera, Formicidae).". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3e8b196b-c482-47f1-9574-772141310c40 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3e8b196b-c482-47f1-9574-772141310c40. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117926
title: Linked collectors and determiners for: Delaware Museum of Nature and Science – Mollusks.

description: Natural history specimen data linked to collectors and determiners held within, "Delaware Museum of Nature and Science – Mollusks". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3ee66eb3-4786-4bda-b7f1-c145b1a57a6b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3ee66eb3-4786-4bda-b7f1-c145b1a57a6b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117927
title: Linked collectors and determiners for: Danish Plant Bugs (Miridae).

description: Natural history specimen data linked to collectors and determiners held within, "Danish Plant Bugs (Miridae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3ee7917c-6ef9-4cdf-8cc3-59e9407a07f4 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3ee7917c-6ef9-4cdf-8cc3-59e9407a07f4. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117928
title: Linked collectors and determiners for: Mollusca Collection - Museu Nacional/UFRJ.

description: Natural history specimen data linked to collectors and determiners held within, "Mollusca Collection - Museu Nacional/UFRJ". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f26f7da-27ff-4a74-aa8f-7357234a790f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f26f7da-27ff-4a74-aa8f-7357234a790f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117931
title: Linked collectors and determiners for: Colección de insectos agrícolas del proyecto diversidad en sistemas de cultivos.

description: Natural history specimen data linked to collectors and determiners held within, "Colección de insectos agrícolas del proyecto diversidad en sistemas de cultivos". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f4a64aa-dc08-4e07-8e5c-91c09dc8b6f7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f4a64aa-dc08-4e07-8e5c-91c09dc8b6f7. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117934
title: Linked collectors and determiners for: Museu Paraense Emílio Goeldi - Mollusca Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Museu Paraense Emílio Goeldi - Mollusca Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f611197-87ee-4c2a-b562-7f3426e25cf9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f611197-87ee-4c2a-b562-7f3426e25cf9. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117935
title: Linked collectors and determiners for: HUFSJ - Herbário da Universidade Federal de São João del-Rei.

description: Natural history specimen data linked to collectors and determiners held within, "HUFSJ - Herbário da Universidade Federal de São João del-Rei". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f6a3304-f66f-4ba8-be57-92a70f3aac3f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f6a3304-f66f-4ba8-be57-92a70f3aac3f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117938
title: Linked collectors and determiners for: CeDoc de Biodiversitat Vegetal: BCB-bryo.

description: Natural history specimen data linked to collectors and determiners held within, "CeDoc de Biodiversitat Vegetal: BCB-bryo". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3f907a27-73e4-429b-9d36-7476f3b75c58 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3f907a27-73e4-429b-9d36-7476f3b75c58. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117939
title: Linked collectors and determiners for: Distribución actual, estatus poblacional y evaluación del estatus de protección del pavo ocelado (Agriocharis ocellata).

description: Natural history specimen data linked to collectors and determiners held within, "Distribución actual, estatus poblacional y evaluación del estatus de protección del pavo ocelado (Agriocharis ocellata)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3ffd0a52-3599-4f6c-8fce-180cea28b708 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3ffd0a52-3599-4f6c-8fce-180cea28b708. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117940
title: Linked collectors and determiners for: Colección de hongos del Herbario "Jaime Andrés Rodríguez". LEB-Fungi.

description: Natural history specimen data linked to collectors and determiners held within, "Colección de hongos del Herbario "Jaime Andrés Rodríguez". LEB-Fungi". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/40094017-77a9-415d-8e8d-86dea723f617 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/40094017-77a9-415d-8e8d-86dea723f617. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117925
title: Linked collectors and determiners for: Insecta of Costa Rica (INBio).

description: Natural history specimen data linked to collectors and determiners held within, "Insecta of Costa Rica (INBio)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3e9817c1-8302-4955-87e3-a408db0ea379 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3e9817c1-8302-4955-87e3-a408db0ea379. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117941
title: Linked collectors and determiners for: Coleção Zoológica da Universidade Federal de Mato Grosso do Sul - Hemiptera (ZUFMS-HEM).

description: Natural history specimen data linked to collectors and determiners held within, "Coleção Zoológica da Universidade Federal de Mato Grosso do Sul - Hemiptera (ZUFMS-HEM)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/400de9f2-ea1e-43f1-baa6-c6cf8c1eac6d using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/400de9f2-ea1e-43f1-baa6-c6cf8c1eac6d. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117942
title: Linked collectors and determiners for: Various insect orders, NEF.

description: Natural history specimen data linked to collectors and determiners held within, "Various insect orders, NEF". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/40126b48-3511-4fbb-aa79-7d039779c387 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/40126b48-3511-4fbb-aa79-7d039779c387. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117947
title: Linked collectors and determiners for: PMSP herbarium - Prefeitura do Município de São Paulo - Herbário Virtual REFLORA.

description: Natural history specimen data linked to collectors and determiners held within, "PMSP herbarium - Prefeitura do Município de São Paulo - Herbário Virtual REFLORA". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/4012b76b-7f81-4bd9-b887-6fd3e6a5588c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/4012b76b-7f81-4bd9-b887-6fd3e6a5588c. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117948
title: Linked collectors and determiners for: Meadow katydids (Orthoptera: Tettigoniidae: Conocephalini) from the Central-West Region of Brazil: Morphological, bioacoustic and cytogenetic study.

description: Natural history specimen data linked to collectors and determiners held within, "Meadow katydids (Orthoptera: Tettigoniidae: Conocephalini) from the Central-West Region of Brazil: Morphological, bioacoustic and cytogenetic study". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/4023827c-f856-4f43-bcf2-59a07cb2d0cc using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/4023827c-f856-4f43-bcf2-59a07cb2d0cc. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.16445694
title: USNatech: An Open-Source, Comprehensive Natech Event Database for the United States
DOI: 10.5281/zenodo.18117384
title: USNatech: An Open-Source, Comprehensive Natech Event Database for the United States
DOI: 10.5281/zenodo.18117949
title: Linked collectors and determiners for: Thrips (Thysanoptera) in Norway.

description: Natural history specimen data linked to collectors and determiners held within, "Thrips (Thysanoptera) in Norway". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/4089634e-9e8d-4d71-b344-b704c802c9c4 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/4089634e-9e8d-4d71-b344-b704c802c9c4. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117952
title: Linked collectors and determiners for: SA Fauna.

description: Natural history specimen data linked to collectors and determiners held within, "SA Fauna". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/40c0f670-ee87-4576-be9d-2725e0b47035 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/40c0f670-ee87-4576-be9d-2725e0b47035. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117959
title: Linked collectors and determiners for: Algae (S).

description: Natural history specimen data linked to collectors and determiners held within, "Algae (S)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/40d2de00-0c6e-11dd-84d2-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/40d2de00-0c6e-11dd-84d2-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117960
title: Linked collectors and determiners for: Araneae Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Araneae Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/41103800-0e2e-11de-b8e6-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/41103800-0e2e-11de-b8e6-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117963
title: Linked collectors and determiners for: Mycology herbarium, UiB.

description: Natural history specimen data linked to collectors and determiners held within, "Mycology herbarium, UiB". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/41690f55-ccbe-48ba-8238-01173f657072 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/41690f55-ccbe-48ba-8238-01173f657072. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117964
title: Linked collectors and determiners for: La seconde liste Rouge des plantes menacées de la Guinée (BID-AF2015-0042-NAC).

description: Natural history specimen data linked to collectors and determiners held within, "La seconde liste Rouge des plantes menacées de la Guinée (BID-AF2015-0042-NAC)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/4179bbb7-eb1f-4318-9bfa-7280dbb46f79 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/4179bbb7-eb1f-4318-9bfa-7280dbb46f79. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117965
title: Linked collectors and determiners for: HSU Wildlife Mammals.

description: Natural history specimen data linked to collectors and determiners held within, "HSU Wildlife Mammals". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/41a910f3-db13-4520-a3b2-199edb4a32ea using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/41a910f3-db13-4520-a3b2-199edb4a32ea. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117967
title: Linked collectors and determiners for: Oskarshamn herbarium (OHN).

description: Natural history specimen data linked to collectors and determiners held within, "Oskarshamn herbarium (OHN)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/41b59050-0a12-11dd-953d-b8a03c50a862 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/41b59050-0a12-11dd-953d-b8a03c50a862. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117970
title: Linked collectors and determiners for: A review of the Japanese species of the genus Xanthocampoplex Morley, 1913 (Hymenoptera, Ichneumonidae, Campopleginae), with description of a new genus.

description: Natural history specimen data linked to collectors and determiners held within, "A review of the Japanese species of the genus Xanthocampoplex Morley, 1913 (Hymenoptera, Ichneumonidae, Campopleginae), with description of a new genus". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/41bc332d-a485-4b35-8faf-1e117df93ff8 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/41bc332d-a485-4b35-8faf-1e117df93ff8. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117971
title: Linked collectors and determiners for: Algas marinas bentónicas de la Península de Yucatán y uso potencial de especies selectas.

description: Natural history specimen data linked to collectors and determiners held within, "Algas marinas bentónicas de la Península de Yucatán y uso potencial de especies selectas". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/41c4b3e1-0a28-45f4-9f6c-09a7f77c184a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/41c4b3e1-0a28-45f4-9f6c-09a7f77c184a. Formatted as a Frictionless Data package.