I'm attempting to obtain "0" hard and "0" soft constraints all the time. If any of the planning entity instances violates any of the rules listed in the .drl file, I want to remove it from the solution schedule. i.e. if I have 20 planning entity instances to be scheduled, but they can't be all included in the schedule without any violations but 15 can do so, then I want to remove the other 5 planning entity instances from the obtained schedule. In this case I will obtain a schedule contains only 15 planning entity instances with "0" hard and "0" soft constraints violations.
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See Overconstrained planning in docs and hospital bed planning examples.
This question is asked frequently here on stackoverflow (hence the short answer). Last time was last week even :)

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Geoffrey De Smet
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1thanks a lot for your help and your quick response, really I appreciate this. – Amr Qamar Oct 19 '15 at 12:39