Ontologies for Supporting Engineering Design Optimization
Author(s) -
Paul Witherell,
Sundar Krishnamurty,
Ian R. Grosse
Publication year - 2006
Publication title -
journal of computing and information science in engineering
Language(s) - English
Resource type - Journals
eISSN - 1944-7078
pISSN - 1530-9827
DOI - 10.1115/1.2720882
Subject(s) - ontology , computer science , software engineering , terminology , java , salient , engineering optimization , optimization problem , systems engineering , artificial intelligence , programming language , engineering , algorithm , linguistics , philosophy , epistemology
This paper presents an optimization ontology and its implementation into a prototype computational knowledge base tool dubbed ONTOP (ONT ology for OP timization). Salient features of ONTOP include a knowledge base which incorporates both standardized optimization terminology, formal method definitions, and often unrecorded optimization details, such as any idealizations and assumptions that may be made when creating an optimization model, as well as the model developer’s rationale and justification behind these idealizations and assumptions. ONTOP was developed using Protege, a Java-based, free open-source ontology development environment created by Stanford University. Two engineering design optimization case studies are presented. The first case study consists of the optimization of a structural beam element and demonstrates ONTOP ’s ability to address the variations in an optimal solution that may arise when different techniques and approaches are used. A second case study, a more complex design problem which deals with the optimization of an impeller of a pediatric left ventricular heart assist device, demonstrates the wealth of knowledge ONTOP is able to capture. Together, these test beds help illustrate the potential value of an ontology in representing application-specific knowledge while facilitating both the sharing and exchanging of this knowledge in engineering design optimization.© 2006 ASME
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