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Fuzzy ontology are often more useful than non-fuzzy ontologies in knowledge modeling owing to the possibility for representing the incompleteness and uncertainty. In this paper we present an approach to fuzzification on the instance level of ontology using multi-value and multi-attribute structure. A consensus-based method for fuzzy ontology integration is proposed.