In recent years, as the cost of renewable energy generating technology has decreased, there has been an increase in research devoted to the appropriate scale of renewable off-grid systems. Many of these studies use daily load profiles to predict electricity consumption, which are occasionally supplemented with seasonal or random components. Such techniques often neglect the existing possible case-specific association between renewable energy supply and energy demand, particularly the load's inherent variability in terms of extreme values or ramp rates