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Apparently the timezone + dst "solution" in OpenFlights' database was a hack never intended for production.. They have a rework to Olson ID on their TODO list but it doesn't have high priority.
Meanwhile, I will resolve my issue by using one the many web services provides Timezone Olson ID from latitude and longitude instead.
Thanks for you quick reply and a great library. Looking forward to Java 8 :)