Data Basis

The data basis provides real-world measurements and statistical data for simulated device models. The data is available for the years 2011 to 2015.

Overview

A lot of data and traces is integrated:

  • Consumption traces of devices
  • Device Configurations
  • Car statistics
    • Trip length and duration
  • Household and building statistics
    • Residents
    • Living space
    • Energy efficiency
  • Weather data
  • Heating demand
  • PV traces
  • …and a lot more

For further details check out the source code or the publications.

Device Configurations

  • Basic parameter sets of real devices
  • Battery storages, electric vehicles, heat pumps, micro CHPs
  • A simulation model automatically initialises itself with a random config…
  • …or a specific config can be chosen in the scenario config
  • Example: Tesla Model S 60; capacity=60kWh; fuel economy=211.7Wh/km

Buildings

  • Contain individual households
  • Multi- or single-family
  • Energy efficiency
  • Living space and number of residents are initialised using the following distributions

residents

Heat

  • Minute-based heat demand is created for households
  • Based on German technical standard VDI 4655
    • Heating, depends on
      • Energy efficiency of building
      • Living space
      • Season and weather
    • Warm water, depends on
      • Household type, multi or single
      • Number of residents
      • Season and weather

Photovoltaic Systems

  • Real traces of 27 PV systems are included
    • 2011 to 2015
    • German postal code area 48 and 49
  • Size distribution from 30000 real PV systems, see below

pv

Electric Vehicles

  • Number of EVs depends on the households
  • Statistical data for
    • Number and time of trips
    • Trip distance
    • Trip duration