Anora
Project

Building-Level Energy Demand Estimation

Estimate relative building energy demand without relying on utility data.

Building-level energy demand estimation derived from satellite-based indicators
Classification of relative building-level energy demand based on footprint, roof characteristics, materials and surrounding land cover

Objective

Support energy planning by estimating relative building-level energy demand without relying on utility data.

What we did

We combined building footprints with satellite-derived indicators (surface materials, roof characteristics, surrounding land cover) to estimate relative energy demand categories. The emphasis is on comparison across buildings and clusters rather than absolute consumption values.

Outcome

  • Building-scale energy demand classes
  • Identification of high-demand clusters
  • Input for energy efficiency retrofitting and renewable placement