Substantial expansion requires a significant increase in installed capacity achieved by installation of additional plant and machinery. Substantial expansion for area based exemptions is satisfied only where installation of additional plant and machinery increases installed capacity by the required threshold; the value or age of machinery is immaterial, second hand machinery is permissible, and modernization that does not increase installed capacity by the threshold does not qualify.