Planar Defects Ontology (PLDO)

The Planar Defects Ontology (PLDO) is an ontology designed to describe planar defects in crystalline materials, such as grain boundaries and stacking faults, with a focus on their atomic-scale structure and properties. PLDO provides a structured vocabulary for representing the types, properties, and interactions of planar defects, supporting both experimental and computational research in materials science.

The ontology employs a class-based modeling approach, defining classes for different types of planar defects, properties, and interactions, along with properties to describe their characteristics and effects on material properties. Hierarchies are used to organize classes into categories, enabling efficient data retrieval and analysis. PLDO supports the integration of data from various sources, promoting interoperability and data-driven research in materials science.

Typical applications of PLDO include the development of new materials with specific defect properties, the optimization of material properties through defect engineering, and the integration of diverse datasets to support advanced analytics and knowledge discovery. By providing a standardized vocabulary and framework, PLDO enhances collaboration and innovation in the field of materials science.

Example Usage: Annotate a materials science study with PLDO terms to specify planar defect types, properties, and interactions, enabling semantic search and integration with materials informatics platforms.

Metrics & Statistics

Graph Statistics

Total Nodes

215

Total Edges

320

Root Nodes

38

Leaf Nodes

121

Knowledge Coverage Statistics

Classes

27

Individuals

0

Properties

15

Hierarchical Metrics

Maximum Depth

2

Minimum Depth

0

Average Depth

0.57

Depth Variance

0.40

Breadth Metrics

Maximum Breadth

38

Minimum Breadth

6

Average Breadth

25.00

Breadth Variance

188.67

LLMs4OL Dataset Statistics

Term Types

0

Taxonomic Relations

38

Non-taxonomic Relations

0

Average Terms per Type

0.00

Usage Example

Use the following code to import this ontology programmatically:

from ontolearner.ontology import PLDO

ontology = PLDO()
ontology.load("path/to/PLDO-ontology.owl")

# Extract datasets
data = ontology.extract()

# Access specific relations
term_types = data.term_typings
taxonomic_relations = data.type_taxonomies
non_taxonomic_relations = data.type_non_taxonomic_relations