Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Targeted DNA triplex-forming oligonucleotide liposome for pulmonary fibrosis gene therapy.

Cell reports. Medicine·2026
Same author

Ferrosome Organelles Spatially Insulate a Redox-Active Ferrous Phosphate Biomineral from Cytosolic ROS Chemistry.

bioRxiv : the preprint server for biology·2026
Same author

PPARδ in neurological diseases: Mechanisms and therapeutic prospects.

Neurobiology of disease·2026
Same author

Case Report: A rare case of over 45 years' survival in a patient with tonsillar adenoid cystic carcinoma.

Frontiers in oncology·2026
Same author

Spatial variations and risk factors of multimorbidity in China: A population-based spatial modelling study.

American journal of preventive medicine·2026
Same author

Improving δ<sup>13</sup>C Measurement Accuracy of Off-Axis Integrated Cavity Output Spectroscopy with a Weighted Feedforward Neural Network.

Analytical chemistry·2026
Same journal

Performance Management Counters from Live 5G, 4G and 2G Radio Access Network.

Scientific data·2026
Same journal

Establishment of comparative transcriptome dataset related to nitrogen use efficiency in melon.

Scientific data·2026
Same journal

A chromosome-level reference genome assembly of the King Ratsnake (Elaphe carinata).

Scientific data·2026
Same journal

A six-week longitudinal dataset of wearable and self-reported stress measurements in working adults.

Scientific data·2026
Same journal

A Multi-Regional Single-nucleus Atlas of the Huntington's Disease Brain.

Scientific data·2026
Same journal

A multimodal speech-production dataset with time-aligned articulography, EEG, audio, and vocal-tract anatomy.

Scientific data·2026
See all related articles

Related Experiment Video

Updated: Jul 4, 2025

The Evolution of Silica Nanoparticle-polyester Coatings on Surfaces Exposed to Sunlight
10:27

The Evolution of Silica Nanoparticle-polyester Coatings on Surfaces Exposed to Sunlight

Published on: October 11, 2016

9.6K

Automatically Generated Datasets: Present and Potential Self-Cleaning Coating Materials.

Shaozhou Wang1,2, Yuwei Wan2,3, Ning Song4

  • 1School of Photovoltaic and Renewable Energy Engineering, University of New South Wales, Kensington, NSW, Australia.

Scientific Data
|January 31, 2024
PubMed
Summary
This summary is machine-generated.

Researchers utilized Natural Language Processing (NLP) to create datasets on self-cleaning coating materials from extensive scientific literature. This resource aids in developing advanced coatings and discovering new materials.

More Related Videos

Experimental Multiscale Methodology for Predicting Material Fouling Resistance
09:13

Experimental Multiscale Methodology for Predicting Material Fouling Resistance

1.5K
TiO2-coated Hollow Glass Microspheres with Superhydrophobic and High IR-reflective Properties Synthesized by a Soft-chemistry Method
07:37

TiO2-coated Hollow Glass Microspheres with Superhydrophobic and High IR-reflective Properties Synthesized by a Soft-chemistry Method

Published on: April 26, 2017

10.1K

Related Experiment Videos

Last Updated: Jul 4, 2025

The Evolution of Silica Nanoparticle-polyester Coatings on Surfaces Exposed to Sunlight
10:27

The Evolution of Silica Nanoparticle-polyester Coatings on Surfaces Exposed to Sunlight

Published on: October 11, 2016

9.6K
Experimental Multiscale Methodology for Predicting Material Fouling Resistance
09:13

Experimental Multiscale Methodology for Predicting Material Fouling Resistance

1.5K
TiO2-coated Hollow Glass Microspheres with Superhydrophobic and High IR-reflective Properties Synthesized by a Soft-chemistry Method
07:37

TiO2-coated Hollow Glass Microspheres with Superhydrophobic and High IR-reflective Properties Synthesized by a Soft-chemistry Method

Published on: April 26, 2017

10.1K

Area of Science:

  • Materials Science
  • Computational Chemistry
  • Environmental Science

Background:

  • Urbanization and pollution necessitate durable outdoor surfaces.
  • Self-cleaning coatings enhance material longevity and reduce maintenance.
  • Systematic research methodologies can accelerate self-cleaning coating development.

Purpose of the Study:

  • To generate open-source datasets on self-cleaning coating materials.
  • To leverage Natural Language Processing (NLP) for data extraction from scientific literature.
  • To provide a foundation for machine learning-driven material discovery.

Main Methods:

  • Applied NLP strategies to analyze 39,011 multi-disciplinary research papers.
  • Compiled function-based and property-based corpora for self-cleaning applications.
  • Structured datasets into four formats: material statistics, dictionary, property measurements, and sentiment analysis.

Main Results:

  • Generated comprehensive datasets on self-cleaning coating materials.
  • Data includes material frequency, properties, and stability/durability sentiment.
  • Datasets are available in multiple formats for varied research needs.

Conclusions:

  • The created datasets serve as a valuable literature-based resource for self-cleaning coating development.
  • The data facilitates material discovery and prediction using machine learning approaches.
  • This work promotes systematic data-driven research in advanced materials.