After decades of organized ammunition collecting there is still no scientific name for it.
Collectors of stamps, coins even string have scientific names for their efforts.
Ammuphilia ? i.e. “crazy about ammunition”. Some of us are not crazy but this is subject to definition.
Ammunology ? i.e. “study of ammunition”. More collectors collect it than seriously study it.