ENVIRONMENT CONTROLLER AND METHOD FOR IMPROVING PREDICTIVE MODELS USED FOR CONTROLLING A TEMPERATURE IN AN AREA

摘要

Method and environment controller for improving predictive models used for controlling a temperature in an area. The environment controller executes a neural network inference engine using first and second predictive models for respectively inferring temperature increase and decrease values based on environmental inputs. The environment controller calculates a temperature adjustment value based on the temperature increase and decrease values, and the temperature in the area is adjusted based on the temperature adjustment value. The environment controller receives a vote related to the temperature in the area transmitted by a user device. The environment controller determines, based on the received vote, values of a first and second reinforcement signals. The environment controller executes a neural network training engine to update the first and second predictive models based on the inputs, respectively the temperature increase and decrease values, and respectively the values of the first and second reinforcement signals.