Production Ontology Merging (PrOM) Framework

Overview

Production Ontology Merging (PrOM) Framework

OWL 2 DL ontology merging framework tailored to the production domain

Features

  • preprocessing: translations, spell checks, and interactive debugging
  • matching: string-similarity-based, terminological, and structural algorithms
  • correspondence selection: greedy and optimal regarding the overall similarity score
  • postprocessing: link ontology creation and interactive debugging
  • quality assessment: calculation of precision, recall, and F-measure

Contents

  • data/: production vocabulary, helper scripts for downloading ontos, and reference alignments
  • docs/: configuration files for various examples, utilities for processing OAEI outputs and reference alignments, graphical abstract
  • queries/: queries for information extraction
  • src/: sources for creating, loading, preprocessing, matching, and merging the ontologies
  • dependency-installer.sh: bash utility for installing dependencies
  • cleanup.sh: bash utility for removing temporary and generated files

Requirements

  • Python 3.7
  • bash recommended

Instructions

  • on Linux, run the bash script dependency_installer.sh to set up a virtual environment with the packages required
  • minimal example: simply run main.py
  • production process example:
    1. download ontologies and preprocess them using the bash script download_ontos.sh in data/
    2. adapt the config file, as a reference cp. the file alt_config.yml in docs/
    3. run main.py
  • for running OAEI benchmarks, cp. the instructions in the utility scripts in docs/

Citation

For scientific use, please cite using the following bibtex entry:

@article{ocker2021cii,
title = {{A Framework for Merging Ontologies in the Context of Smart Factories (accepted)}},
author = {Ocker, Felix and Vogel-Heuser, Birgit and Paredis, Christiaan JJ},
journal={Computers in Industry},
year = {2021},
publisher={Elsevier}
}

License

GPL v3.0

Contact

Felix Ocker - [email protected]
Technical University of Munich - Institute of Automation and Information Systems

Owner
PhD student
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