Use of aggregate (low-resolution) consumption data: Most
studies in the past have used monthly billing data, mainly
because the advanced metering technologies of today were not
easily accessible [10e18]. However, residential electricity consumption
has strong temporal variation, which is not captured
with low-resolution consumption data such as monthly bills
[9].