/temperature_prediction

Temperature prediction for Machine Learning course.

Primary LanguagePython

Temperature prediction

Goal:

Predict:

  • valve level of radiator in next 15 minutes,
  • temperature measured by sensor in next 15 minutes.

Data:

Provided by a lecturer. Data collected in an office. Contains:

  • temperature measured by 3 different sensors,
  • valve level of radiator,
  • set temperature in a room.

Assumptions:

  • People stay in a room only during working hours in business days.
  • Temperature sensors are located in different distance from radiator.

Results:

MAE of predictions:

  • measured temperature ~ 0.07 °C
  • valve level ~ 8.5 %