cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.22002/26hsy-qyp87
title: Caulobacter 1628

description: Crescentin overexpression
description: <strong>Tilt Series Date:</strong> 2007-07-06</p>
<strong>Data Taken By:</strong> Ariane Briegel</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -12.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> UCSF Tomo</p>
<strong>Upload Method:</strong> webload</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Collaborators and Roles:</strong> Christine Jacobs Wagner</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2007-07-06-1/rawdata/</p>CC1628_0706070_1.st,  Tilt Series (Pixel Size 0.961 nm), 973.2 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2007-07-06-1/rawdata/CC1628_0706070_1.st"
        > <i class="download icon"></i> Download </a></p>

        CC1628_0706070_1_full.rec,  Reconstruction (Pixel Size 1.922 nm), 4.2 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2007-07-06-1/3dimage_895/CC1628_0706070_1_full.rec"
        > <i class="download icon"></i> Download </a></p>

        CC1628_0706070_1recbinmedian1.mrc,  Reconstruction (Pixel Size 1.922 nm), 204.6 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2007-07-06-1/3dimage_896/CC1628_0706070_1recbinmedian1.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/gj6tm-m3135
title: Hn resupplemented with 5% CO2

description: H. neapolitanus cell h1 resupplemented with 5% CO2 after deprivationKeywords: carboxysomes, internal granules
description: <strong>Tilt Series Date:</strong> 2007-05-03</p>
<strong>Data Taken By:</strong> Cristina Iancu</p>
<strong>Species / Specimen:</strong> Halothiobacillus neapolitanus</p>
<strong>Strain:</strong> c2</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (0.0°, 0.0°), step: °, constant angular increment, dosage: 190.0 eV/Å²,  defocus: -12.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> UCSF Tomo</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> imod</p>
<strong>Purification / Growth Conditions / Treatment:</strong> growth in 5% CO2, resupplemented after deprivation</p>
description: Files available via S3 at ttps://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/civ2007-05-03-3/rawdata/</p>Hns3h1_190e12um18K_3may07.mrc,  Tilt Series (Pixel Size 1.259 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/civ2007-05-03-3/rawdata/Hns3h1_190e12um18K_3may07.mrc"
        > <i class="download icon"></i> Download </a></p>

        Hns3h1_190e12um18K_3may07_bin1.rec,  Reconstruction (Pixel Size 0.0 nm), 469.8 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/civ2007-05-03-3/3dimage_4102/Hns3h1_190e12um18K_3may07_bin1.rec"
        > <i class="download icon"></i> Download </a></p>

        Hns3h1_190e12um18K_3may07_bin2_rec_5ave.mov,  file associated to 3D Image #4102, 11.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/civ2007-05-03-3/file_2018/Hns3h1_190e12um18K_3may07_bin2_rec_5ave.mov"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/3a2xb-wwk61
title: MamK deletion/MamKGFP complement

description: Raw data files of MamK deletion/MamKGFP complement
description: <strong>Tilt Series Date:</strong> 2005-07-12</p>
<strong>Data Taken By:</strong> Zhuo Li</p>
<strong>Species / Specimen:</strong> Magnetospirillum magneticum</p>
<strong>Strain:</strong> AMB-1</p>
<strong>Tilt Series Settings:</strong>  Dual Axis, tilt range: (-60.0°, 60.0°), step: 1.5°, constant angular increment, dosage: 120.0 eV/Å²,  defocus: -16.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> UCSF Tomo</p>
<strong>Upload Method:</strong> webload</p>
<strong>Processing Software Used:</strong> </p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2005-07-12-2/3dimage_578/</p>deltaKKGFPnofelc002.rec,  Reconstruction (Pixel Size 2.4 nm), 132.8 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2005-07-12-2/3dimage_578/deltaKKGFPnofelc002.rec"
        > <i class="download icon"></i> Download </a></p>

        deltaKKGFPnofelc002_pos5.mrc,  Tilt Series (Pixel Size 1.2 nm), 688.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2005-07-12-2/rawdata/deltaKKGFPnofelc002_pos5.mrc"
        > <i class="download icon"></i> Download </a></p>

        deltaKKGFPnofelc002_pos6.mrc,  Tilt Series (Pixel Size 1.2 nm), 688.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2005-07-12-2/rawdata/deltaKKGFPnofelc002_pos6.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/bf097-kp695
title: Caulobacter pmt 182

description: MipZ overexpressionKeywords: flagella, chemoreceptor, filamentsfilament segmented by Sarah
description: <strong>Tilt Series Date:</strong> 2005-08-23</p>
<strong>Data Taken By:</strong> Ariane Briegel</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 0.5°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -12.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> UCSF Tomo</p>
<strong>Upload Method:</strong> webload</p>
<strong>Processing Software Used:</strong> IMOD</p>
  aba2005-08-23-2_slicer9910.jpg: filaments, Caulobacter crescentus
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2005-08-23-2/rawdata/</p>pmt182_0823_2.mrc,  Tilt Series (Pixel Size 1.2 nm), 2.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2005-08-23-2/rawdata/pmt182_0823_2.mrc"
        > <i class="download icon"></i> Download </a></p>

        pmt182_0823_2bin.rec,  Reconstruction (Pixel Size 2.4 nm), 254.3 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2005-08-23-2/3dimage_764/pmt182_0823_2bin.rec"
        > <i class="download icon"></i> Download </a></p>

        ab2005-08-23-2-labels-Filament01.am,  filament segmented by Sarah, 4.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/aba2005-08-23-2/file_2869/ab2005-08-23-2-labels-Filament01.am"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/kh05s-w1e90
title: YB5018

description: Raw data files of YB5018
description: <strong>Tilt Series Date:</strong> 2007-06-05</p>
<strong>Data Taken By:</strong> Zhuo Li</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.5°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: -12.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> UCSF Tomo</p>
<strong>Upload Method:</strong> webload</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Collaborators and Roles:</strong> Strains from Yves Brun</p>
description: Files available via S3 at ttps://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2007-06-05-6/rawdata/</p>YB5018bx2033h004.mrc,  Tilt Series (Pixel Size 0.96 nm), 688.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2007-06-05-6/rawdata/YB5018bx2033h004.mrc"
        > <i class="download icon"></i> Download </a></p>

        YB5018bx203004.tif,  tif image, 16.8 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2007-06-05-6/file_883/YB5018bx203004.tif"
        > <i class="download icon"></i> Download </a></p>

        YB5018bx203004a.tif,  tif image, 16.8 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2007-06-05-6/file_884/YB5018bx203004a.tif"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.mdvmq4
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium hancockii Rolfe"
 ]
}

 The dataset includes 73 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002140-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15294528
title: Data Collection at Hasibuan Furniture

description: Data consist of Anthropometri data of Hasibuan worker, machining schedule at Hasibuan Furniture, and Fatigue Assessment Scale (FAS) questionnaire result
DOI: 10.5281/zenodo.15294529
title: Data Collection at Hasibuan Furniture

description: Data consist of Anthropometri data of Hasibuan worker, machining schedule at Hasibuan Furniture, and Fatigue Assessment Scale (FAS) questionnaire result
DOI: 10.15468/dl.btbkbt
title: Occurrence Download

description: A dataset containing 2196 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Sorex palustris Richardson, 1828",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 2196 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003592-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9m662z
title: Occurrence Download

description: A dataset containing 751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpodacus rubicilla (Güldenstädt, 1775)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 751 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003593-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ds4cqt
title: Occurrence Download

description: A dataset containing 6937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Hymenocallis Salisb."
 ]
}

 The dataset includes 6937 records from 219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003594-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfgh4y
title: Occurrence Download

description: A dataset containing 5866 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Chaetodipus baileyi (Merriam, 1894)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 5866 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003595-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyzary
title: Occurrence Download

description: A dataset containing 6461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpodacus sibiricus (Pallas, 1773)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 6461 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003597-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11851507
title: Daftar Pengadilan Indonesia
DOI: 10.15468/dl.bqq2xt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "ScientificName is one of (Scleria)",
 "Country is Brazil"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003598-250515123054153/datasets/export for details.
DOI: 10.15468/dl.xubseg
title: Occurrence Download

description: A dataset containing 9163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 9163 records from 291 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003596-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3ycgx
title: Occurrence Download

description: A dataset containing 5760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Hymenocardia Wall. ex Lindl."
 ]
}

 The dataset includes 5760 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003599-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnwz4c
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpospiza brachydactyla (Bonaparte, 1850)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 135 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003600-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gp2jc
title: Occurrence Download

description: A dataset containing 16560 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Peromyscus eremicus (Baird, 1857)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 16560 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003601-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86se68
title: Occurrence Download

description: A dataset containing 133034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Malaysia, Indonesia, Papua New Guinea, Brunei Darussalam, Singapore, Timor-Leste, Philippines)",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Dicaeidae"
 ]
}

 The dataset includes 133034 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003577-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwrd7a
title: Occurrence Download

description: A dataset containing 598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catharacta skua Brünnich, 1764",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 598 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003603-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9y4ca
title: Occurrence Download

description: A dataset containing 2517 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Hymenodictyon Wall."
 ]
}

 The dataset includes 2517 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003602-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8q79x5
title: Occurrence Download

description: A dataset containing 649 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Sigmodon ochrognathus Bailey, 1902",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 649 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003604-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.899mnt
title: Occurrence Download

description: A dataset containing 9944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cecropis daurica (Laxmann, 1769)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 9944 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003605-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kccgpg
title: Occurrence Download

description: A dataset containing 1492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Hymenolobium Benth."
 ]
}

 The dataset includes 1492 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003606-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15319335
title: rayid-mojumder/Physics-inspired-ML-dataset-for-Photonic-Waveguide-Design: v1.0.0

description: 🚀 Release v1.0.0 Preview

We're excited to unveil v1.0.0 of Physics-inspired-ML-dataset-for-Photonic-Waveguide-Design. This release offers two complementary synthetic datasets tailored for cylindrical waveguides and on‐chip photonic interconnects in glass substrates—perfect for integrated photonics, HBM interposers, AI/GPU accelerators, and beyond.

📈 Available Datasets





Physics-Only Dataset



50 000 samples generated directly from first‐principles waveguide equations

Computes normalized frequency (V), mode‐field diameter (MFD), confinement (Γ), attenuation (α), effective index (nₑff), polarization ratios, cross‐coupling, and output power

Ideal for pure physics‐inspired ML benchmarks in photonic device design





Realistic Dataset (Noise + Experimental Infusion)



Builds on the physics core, then injects 5 % Gaussian noise to emulate fabrication/measurement variability

Calibrated against literature measurements (propagation loss, MFD, etc.) across fused silica, phosphate, chalcogenide, and doped‐glass waveguides

Marries analytical rigor with real‐world data for robust, generalizable model training




🔧 Highlights





Physics-Inspired FoundationsMarcuse's empirical MFD formula, Rayleigh scattering theory, Gaussian overlap coupling, exponential loss decay




Noise InjectionControlled 5 % Gaussian perturbations to simulate device and measurement uncertainties




Experimental Data InfusionTuned to match published propagation‐loss and mode‐field statistics for glass and silicon-based waveguides




Target Applications



Integrated Photonics

High-Bandwidth Memory (HBM) Interposers

AI/GPU Photonic Accelerators

Optical Neural Networks & On-Chip Optical Links




📂 Quick Start

git clone https://github.com/rayid-mojumder/Physics-inspired-ML-dataset-for-Photonic-Waveguide-Design.git
cd Physics-inspired-ML-dataset-for-Photonic-Waveguide-Design