Application or appeals before the Board of Commissioners or Zoning Hearing Board. Upon submission of an application or appeal before either the Board of Commissioners or the Zoning Hearing Board, the applicant shall deposit an amount of money in accordance with a fee schedule adopted by ordinance of the Board of Commissioners. The Zoning Officer shall have the discretion to determine in which category an application falls and, therefore, what amount is due.