cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13946281
title: Automated Model Discovery for Tensional Homeostasis: Constitutive Machine Learning in Growth and Remodeling (Source code and data)

description: This dataset contains



the source code

the data and examples

the material subroutine with examples of uniaxial strain and stress


of the inelastic Constitutive Artificial Neural Network (iCANN) enhanced by the concept of homeostatic surfaces to discover tensional homeostasis.

The corresponding publication is:

Holthusen, H., Brepols, T., Linka, K., & Kuhl, E.. 

Automated Model Discovery for Tensional Homeostasis: Constitutive Machine Learning in Growth and Remodeling.

 

Standalone_Materialroutine



00_Materialroutine: Contains the material subroutine implemented in FORTRAN

01_uniaxial_strain: Example of the material subroutine in a uniaxial strain driven manner

02_uniaxial_stress: Example of the material subroutine in a uniaxial stress driven manner


 

TensorFlow





iCANN:





01_Biax/biax_l1: Keras/TensorFlow implementation of the iCANN. Example of the cross specimen with L1 (Lasso) regularization




01_Biax/biax_l2: Keras/TensorFlow implementation of the iCANN. Example of the cross specimen with L2 (ridge) regularization




02_Uniax/uniax_l1: Keras/TensorFlow implementation of the iCANN. Example of the stripe specimen with L1 (Lasso) regularization


02_Uniax/uniax_l1: Keras/TensorFlow implementation of the iCANN. Example of the stripe specimen with L2 (ridge) regularization





iCANN_ABS_activation: Same four examples as above, however, with the absolute value activation function




installed_packages: File containing a list of installed Python modules used to implement the iCANN



The TensorFlow implementations in all 01_Biax/ and 02_Uniax/ sub-directories are the same.

The implementation in iCANN_ABS_activation is different with respect to the activation functions of the pseudo potential.

 

The experimental data for the cross and stripe specimen are taken from the literature:

Eichinger, J. F., Paukner, D., Szafron, J. M., Aydin, R. C., Humphrey, J. D., & Cyron, C. J. (2020).

Computer-controlled biaxial bioreactor for investigating cell-mediated homeostasis in tissue equivalents. Journal of biomechanical engineering, 142(7), 071011.

https://doi.org/10.1115/1.4046201
DOI: 10.5281/zenodo.13946282
title: Automated Model Discovery for Tensional Homeostasis: Constitutive Machine Learning in Growth and Remodeling (Source code and data)

description: This dataset contains



the source code

the data and examples

the material subroutine with examples of uniaxial strain and stress


of the inelastic Constitutive Artificial Neural Network (iCANN) enhanced by the concept of homeostatic surfaces to discover tensional homeostasis.

The corresponding publication is:

Holthusen, H., Brepols, T., Linka, K., & Kuhl, E.. 

Automated Model Discovery for Tensional Homeostasis: Constitutive Machine Learning in Growth and Remodeling.

 

Standalone_Materialroutine



00_Materialroutine: Contains the material subroutine implemented in FORTRAN

01_uniaxial_strain: Example of the material subroutine in a uniaxial strain driven manner

02_uniaxial_stress: Example of the material subroutine in a uniaxial stress driven manner


 

TensorFlow





iCANN:





01_Biax/biax_l1: Keras/TensorFlow implementation of the iCANN. Example of the cross specimen with L1 (Lasso) regularization




01_Biax/biax_l2: Keras/TensorFlow implementation of the iCANN. Example of the cross specimen with L2 (ridge) regularization




02_Uniax/uniax_l1: Keras/TensorFlow implementation of the iCANN. Example of the stripe specimen with L1 (Lasso) regularization


02_Uniax/uniax_l1: Keras/TensorFlow implementation of the iCANN. Example of the stripe specimen with L2 (ridge) regularization





iCANN_ABS_activation: Same four examples as above, however, with the absolute value activation function




installed_packages: File containing a list of installed Python modules used to implement the iCANN



The TensorFlow implementations in all 01_Biax/ and 02_Uniax/ sub-directories are the same.

The implementation in iCANN_ABS_activation is different with respect to the activation functions of the pseudo potential.

 

The experimental data for the cross and stripe specimen are taken from the literature:

Eichinger, J. F., Paukner, D., Szafron, J. M., Aydin, R. C., Humphrey, J. D., & Cyron, C. J. (2020).

Computer-controlled biaxial bioreactor for investigating cell-mediated homeostasis in tissue equivalents. Journal of biomechanical engineering, 142(7), 071011.

https://doi.org/10.1115/1.4046201
DOI: 10.5281/zenodo.14232043
title: Data for the Emerging Class of Double-Faced White Dwarfs

description: All polar-cap model fits to our time-resolved optical spectra of J0847+4842 and J0856+161 saved as pdfs, and fits files for all observations. The fits files are in zipped folders and named based on the target, observatory, and date taken. (arxiv:2501.05649)
DOI: 10.5281/zenodo.14714925
title: Dirección Estratégica y Clima Organizacional en Empresas Constructoras  Strategic Management and Organizational Climate in Construction Companies

description: El éxito y competitividad de una empresa dependen de una dirección estratégica clara y un clima organizacional positivo. Los gerentes deben desarrollar estrategias que no solo aumenten el valor y participación en el mercado, sino que también gestionen la incertidumbre para brindar estabilidad a los colaboradores. El objeto de esta investigación es determinar la relación que existe entre dirección estratégica y el clima organizacional en una empresa constructora en la ciudad de Riobamba 2024. La investigación es cuantitativa y utiliza encuestas con escala de Likert para obtener datos numéricos sobre la relación entre la dirección estratégica y el clima organizacional. El diseño es no experimental, transversal y correlacional. Se emplearán métodos como la revisión documental, el sintético, el inductivo-deductivo y el sistemático. Además, se aplicará el análisis estadístico para identificar patrones y correlaciones entre la dirección estratégica y el clima laboral. Entre los resultados obtenidos se encuentra que la empresa constructora muestra una dirección estratégica sólida, destacando en el cumplimiento de regulaciones, uso de tecnología y adaptabilidad. En cuanto al clima laboral, es positivo, con buena percepción de seguridad y manejo de riesgos, pero existen áreas de mejora en el manejo del estrés y agotamiento laboral. En consecuencia, se ha establecido un modelo de dirección estratégica para mejorar al clima organizacional en las empresas de construcción la misma que está compuesta por acciones específicas aplicables en este sector.
DOI: 10.5281/zenodo.14714926
title: Dirección Estratégica y Clima Organizacional en Empresas Constructoras  Strategic Management and Organizational Climate in Construction Companies

description: El éxito y competitividad de una empresa dependen de una dirección estratégica clara y un clima organizacional positivo. Los gerentes deben desarrollar estrategias que no solo aumenten el valor y participación en el mercado, sino que también gestionen la incertidumbre para brindar estabilidad a los colaboradores. El objeto de esta investigación es determinar la relación que existe entre dirección estratégica y el clima organizacional en una empresa constructora en la ciudad de Riobamba 2024. La investigación es cuantitativa y utiliza encuestas con escala de Likert para obtener datos numéricos sobre la relación entre la dirección estratégica y el clima organizacional. El diseño es no experimental, transversal y correlacional. Se emplearán métodos como la revisión documental, el sintético, el inductivo-deductivo y el sistemático. Además, se aplicará el análisis estadístico para identificar patrones y correlaciones entre la dirección estratégica y el clima laboral. Entre los resultados obtenidos se encuentra que la empresa constructora muestra una dirección estratégica sólida, destacando en el cumplimiento de regulaciones, uso de tecnología y adaptabilidad. En cuanto al clima laboral, es positivo, con buena percepción de seguridad y manejo de riesgos, pero existen áreas de mejora en el manejo del estrés y agotamiento laboral. En consecuencia, se ha establecido un modelo de dirección estratégica para mejorar al clima organizacional en las empresas de construcción la misma que está compuesta por acciones específicas aplicables en este sector.
DOI: 10.15468/dl.4qvkzk
title: Occurrence Download

description: A dataset containing 365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 {
 "or" : [
 "Geometry POLYGON((-127.33228 24.22969,-59.50618 24.22969,-59.50618 51.39481,-127.33228 51.39481,-127.33228 24.22969))",
 "Geometry POLYGON((-170.34395 52.00358,-136.54906 52.00358,-136.54906 71.98188,-170.34395 71.98188,-170.34395 52.00358))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eubranchipus Verrill, 1870",
 "Year is greater than or equal to 2010"
 ]
}

 The dataset includes 365 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000614-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21429/8vx5-gd05
title: Local demographic rates of four Eleutherodactylus frogs in Puerto Rico, 2017-2019

description: We estimated the effect of microhabitat and microclimatic factors on occupancy, abundance and reproduction of four species of Eleutherodactylus frogs (E. wightmanae, E. brittoni, E. antillensis, E. coqui). Data consist of presence-non/presence data (binary), and physical (abiotic) and habitat (biotic) covariates collected at each of 48 survey stations (2017) and 35 (2018) along two altitudinal gradients in west-central Puerto Rico.
DOI: 10.15468/dl.t43kur
title: Occurrence Download

description: A dataset containing 523264611 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantae"
 ]
}

 The dataset includes 523264611 records from 17023 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000547-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jgfx5
title: Occurrence Download

description: A dataset containing 316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.60604 36.85592,-7.27929 36.55818,-6.44149 35.76372,-4.70812 35.89372,-1.84805 36.42818,-1.22692 36.96263,-1.47248 38.07488,-2.50458 39.13494,-3.22682 39.19272,-4.8976 39.32433,-6.03874 39.19433,-6.99936 39.22486,-7.51937 38.64707,-7.67826 37.63593,-7.60604 36.85592))",
 "TaxonKey is Pamphagidae"
 ]
}

 The dataset includes 316 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009167-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwrrjw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrophthalmus tomentosus Eydoux & Souleyet, 1842",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-14 42, 9 38, -7 26, -14 42))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012019-230828120925497/datasets/export for details.
DOI: 10.25549/pcra-c14-54127
title: Redemption tidings, vol. 35, nos. 1-46, 2 Jan. - 25 Dec. 1959

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.e30x97
title: Occurrence Download

description: A dataset containing 21006 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "Country is Liberia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 21006 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010807-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2ywj6
title: Occurrence Download

description: A dataset containing 206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ranunculus taisanensis Hayata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 206 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010030-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-54069
title: Redemption tidings, vol. 35, nos. 1-46, 2 Jan. - 25 Dec. 1959

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.augwmb
title: Occurrence Download

description: A dataset containing 4735342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Poecile carolinensis",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 4735342 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081194-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hlyao
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andinobates daleswansoni (Rueda-Almonacid, Rada, Sánchez-Pacheco, Velásquez-Álvarez & Quevedo-Gil, 2006)"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023256-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpkgan
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample"
 ]
 },
 "Continent is South America",
 "Country is Chile",
 "OccurrenceStatus is Present",
 "TaxonKey is Calyptocephalella gayi (Duméril & Bibron, 1841)",
 "Year 2000-2022"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0383837-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-54141
title: Redemption tidings, vol. 35, nos. 1-46, 2 Jan. - 25 Dec. 1959

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.u6tb9x
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000000.0",
 "TaxonKey is Commiphora gileadensis (L.) C.Chr."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097996-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dc9zam
title: Occurrence Download

description: A dataset containing 4925 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2010-2019",
 "TaxonKey is Ara militaris (Linnaeus, 1766)"
 ]
}

 The dataset includes 4925 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006462-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwntuc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON Z ((-115.3943 35.31092 1045.487, -115.3934 35.30794 1056.41, -115.3908 35.30907 1052.233, -115.3922 35.31186 1042.666, -115.3943 35.31092 1045.487))",
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0378734-210914110416597/datasets/export for details.
DOI: 10.15468/dl.cjpufq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON Z ((-119.5826 35.35462 176.3997, -119.5844 35.35476 178.4419, -119.5849 35.35427 179.6581, -119.5854 35.35285 183.487, -119.5838 35.35264 180.1542, -119.5826 35.35462 176.3997))",
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0378739-210914110416597/datasets/export for details.
DOI: 10.25549/pcra-c14-53947
title: Redemption tidings, vol. 35, nos. 1-46, 2 Jan. - 25 Dec. 1959

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.eqaafu
title: Occurrence Download

description: A dataset containing 429 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Romerolagus diazi (Ferrari-Pérez, 1893)"
 ]
}

 The dataset includes 429 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073402-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwefqt
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterostylis subtilis D.L.Jones"
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098008-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxg54e
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hydrogonium consanguineum (Thwaites & Mitt.) Hilp.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242487-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fswmkq
title: Occurrence Download

description: A dataset containing 699363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Lonicera L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 699363 records from 1036 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006246-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ck4dux
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polystachya coriscensis Rchb.f."
 ]
}

 The dataset includes 79 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092746-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-54537
title: Redemption tidings, vol. 35, nos. 1-46, 2 Jan. - 25 Dec. 1959

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.njxqdq
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Coptis chinensis Franch."
 ]
}

 The dataset includes 220 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003055-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4tv7q5
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kelloggella tricuspidata (Herre, 1935)"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053006-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg3j7b
title: Occurrence Download

description: A dataset containing 430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material citation)",
 "Continent is Africa",
 "Country is Madagascar",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lemur catta Linnaeus, 1758"
 ]
}

 The dataset includes 430 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205019-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-54597
title: Redemption tidings, vol. 35, nos. 1-46, 2 Jan. - 25 Dec. 1959

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.mg49hq
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Dobinea vulgaris Buch.-Ham. ex D.Don, Dobinea delavayi (Baill.) Baill.)"
 ]
}

 The dataset includes 402 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098027-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.