Excited to share our latest work presented at #SeMats2024 at #SEMANTiCS in #Amsterdam, offering valuable insights for #MSE experts to choose the right #ontology for their projects!
Link to the paper:
https://arxiv.org/abs/2408.06034
If you have an #ontology in the domain of #MaterialsScience and #Engineering and you'd like us to evaluate it, feel free to easily add it here:
https://ise-fizkarlsruhe.github.io/mseo.github.io/
#SemanticWeb #MaterialsInformatics #Ontologies #MSE #OntologyEvaluation
@fizise @lysander07 @joerg
The landscape of ontologies in materials science and engineering: A survey and evaluation
Ontologies are widely used in materials science to describe experiments, processes, material properties, and experimental and computational workflows. Numerous online platforms are available for accessing and sharing ontologies in Materials Science and Engineering (MSE). Additionally, several surveys of these ontologies have been conducted. However, these studies often lack comprehensive analysis and quality control metrics. This paper provides an overview of ontologies used in Materials Science and Engineering to assist domain experts in selecting the most suitable ontology for a given purpose. Sixty selected ontologies are analyzed and compared based on the requirements outlined in this paper. Statistical data on ontology reuse and key metrics are also presented. The evaluation results provide valuable insights into the strengths and weaknesses of the investigated MSE ontologies. This enables domain experts to select suitable ontologies and to incorporate relevant terms from existing resources.
Our colleague @enorouzi presenting "The Landscape of Ontologies in Materials Science and Engineering: A Survey and Evaluation" at the #SeMatS2024 workshop at #Semantics2024 in Amsterdam, analyzing and evaluation 70+ #ontologies from Materials Science and Engineering, and providing guidelines for their use.
paper: https://arxiv.org/abs/2408.06034
GitHub: https://ise-fizkarlsruhe.github.io/mseo.github.io/
#materialsscience #mse #semanticweb #knowledgegraphs @joerg @lysander07 @fiz_karlsruhe #nfdimatwerk #NFDIrocks #nfdi #pmd #ai
The landscape of ontologies in materials science and engineering: A survey and evaluation
Ontologies are widely used in materials science to describe experiments, processes, material properties, and experimental and computational workflows. Numerous online platforms are available for accessing and sharing ontologies in Materials Science and Engineering (MSE). Additionally, several surveys of these ontologies have been conducted. However, these studies often lack comprehensive analysis and quality control metrics. This paper provides an overview of ontologies used in Materials Science and Engineering to assist domain experts in selecting the most suitable ontology for a given purpose. Sixty selected ontologies are analyzed and compared based on the requirements outlined in this paper. Statistical data on ontology reuse and key metrics are also presented. The evaluation results provide valuable insights into the strengths and weaknesses of the investigated MSE ontologies. This enables domain experts to select suitable ontologies and to incorporate relevant terms from existing resources.
Today, the International Workshop on Semantic Materials Science #SeMatS2024 is taking place co-located with #Semantics2024 in Amsterdam. Our colleague @enorouzi will present his talk "The Landscape of Ontologies in Materials Science and Engineering: A Survey and Evaluation" this afternoon at4:30pm.
SeMatS workshop: https://sites.google.com/view/semanticmaterials
paper: https://arxiv.org/abs/2408.06034
#ontologies #semanticweb #materialsscience #mse #nfdimatwerk #nfdirocks #PMD2 @fiz_karlsruhe @fizise
semanticmaterials
OVERVIEW
Advanced technological solutions play a vital role in leveraging the potential of data and driving innovative research. However, the compatibility issues arising from different formats and structures of scientific data hinder progress in data generation, organization, storage, and sharing.
We a co-organizing the International Workshop on Semantic Materials Science #SEMATS2024.
Endless possibilities of #SemanticWeb on #MaterialsScience, including topics such as #KnowledgeGraphs, #LLMs, #RAG, #nlp and more.
Deadline for papers: June 24, 2024.
Colocated with #SEMANTICS2024 in Amsterdam, NL
Workshop website: https://sites.google.com/view/semanticmaterials/home?authuser=0
#PleaseDistribute @semantics @NFDI @BAMResearch @fiz_karlsruhe
semanticmaterials
OVERVIEW
Advanced technological solutions play a vital role in leveraging the potential of data and driving innovative research. However, the compatibility issues arising from different formats and structures of scientific data hinder progress in data generation, organization, storage, and sharing.
Ebrahim
FIZ KDAI Research Group
Harald Sack