This paper introduces the development and application of semantic relatedness techniques towards improved knowledge management in product development processes through ontologies. As part of this work, several different semantic relatedness techniques are reviewed, including a meronomic technique recently introduced by the authors. An aggregate semantic relatedness measure, dubbed AIERO, is introduced to quantify underlying relationships between aspects of the product development process. To assess its applicability and accuracy, AIERO is tested using three separate, independently developed ontologies. The results indicate AIERO is capable of identifying and measuring relationships across a knowledge framework and can consistently produce results one would intuitively expect. Finally, a case study is presented to evaluate AIERO’s effectiveness in exposing underlying causal relationships across a product development platform. The results of this case study suggest that AIERO can uniquely quantify semantic relatedness between concepts, effectively enabling design engineers to systematically narrow the scope where causal relationships may exist between various domain concepts in the product development processes.
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ASME 2010 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
August 15–18, 2010
Montreal, Quebec, Canada
Conference Sponsors:
- Design Engineering Division and Computers in Engineering Division
ISBN:
978-0-7918-4411-3
PROCEEDINGS PAPER
AIERO: An Algorithm for Identifying Engineering Relationships in Ontologies
Paul Witherell,
Paul Witherell
University of Massachusetts Amherst, Amherst, MA
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Sundar Krishnamurty,
Sundar Krishnamurty
University of Massachusetts Amherst, Amherst, MA
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Ian Grosse,
Ian Grosse
University of Massachusetts Amherst, Amherst, MA
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Jack Wileden
Jack Wileden
University of Massachusetts Amherst, Amherst, MA
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Paul Witherell
University of Massachusetts Amherst, Amherst, MA
Sundar Krishnamurty
University of Massachusetts Amherst, Amherst, MA
Ian Grosse
University of Massachusetts Amherst, Amherst, MA
Jack Wileden
University of Massachusetts Amherst, Amherst, MA
Paper No:
DETC2010-29048, pp. 1287-1298; 12 pages
Published Online:
March 8, 2011
Citation
Witherell, P, Krishnamurty, S, Grosse, I, & Wileden, J. "AIERO: An Algorithm for Identifying Engineering Relationships in Ontologies." Proceedings of the ASME 2010 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 3: 30th Computers and Information in Engineering Conference, Parts A and B. Montreal, Quebec, Canada. August 15–18, 2010. pp. 1287-1298. ASME. https://doi.org/10.1115/DETC2010-29048
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