I tried this a while ago and it worked well.
Android Java is not standard Java, so you may need an OWL-API port (or whatever library you choose, it could be Jena). Java source code for the Android platform. This may require some changes in the source code, since all standard java classes are not available in android java. This effort includes libraries of source cans, if any.
Currently, several ported libraries are available on android. see link
Note that performance will not be good on a device with larger ontologies.
Swamy
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