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There is no inferencing support for OWL in 10g. One possibility is to create your own rulebase (like you suggest), add add rules to that rulebase that represent the OWL vocabulary you need.
(You can store and query (graph pattern based queries) OWL in 10g, but the usefulness without the inferencing might be limited).
We plan to support a part of OWL in the next major database release. That is in beta right now. Let us know if you would be interested in signing up for the beta program by writing to me at <melliyal> <dot> <annamalai> <at> oracle <dot> com
This paper might help
Shows how to convert some of OWL to rules.