Ontology-guided conceptual analysis of design specifications

Design Automation Conference(2014)

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摘要
The integration of reusable IP blocks/cores is a common process in system-on-chip design and involves manually comparing/mapping IP specifications against system requirements. The informal nature of specification limits its automatic analysis. Existing techniques fail to utilize the underlying conceptual information embedded in specifications. In this paper, we present a methodology for specification analysis, which involves concept mining of specifications to generate domain ontologies. We employ a semi-supervised expert system with semantic analysis capability to create a collaborative framework for cumulative knowledge acquisition. Our system then uses the generated ontologies to perform component retrieval, drop-in-replacement analysis and design vs. test-plan comparisons. We demonstrate our approach by evaluating several IP specifications.
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关键词
data mining,expert systems,information retrieval,logic design,ontologies (artificial intelligence),system-on-chip,IP specification comparison,IP specification mapping,Internet protocol,component retrieval,concept mining,conceptual information,cumulative knowledge acquisition,design specifications,domain ontologies,drop-in-replacement analysis,ontology-guided conceptual analysis,reusable IP blocks,reusable IP cores,semi-supervised expert system,specification analysis,system-on-chip design,Component Retrieval,Conceptual Analysis,Ontology,Ontology Generation,Semantic Web,Specification Mining
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