In a nutshell
Penalty fares are mainly there for those who make an honest mistake. Example: Not buying a ticket before you board due to time constraints, lost ticket, forgot railcard etc etc..
Prosecution should be there for those who deliberately avoid to pay the fare. Or who have already...