Method and system for automatic detection of malfunctions/inefficient household electronic heating device

A systems for automatic detection malfunction or inefficiency of electronic heating device, implemented by a server module and a plurality of household client modules, wherein each of said server module and plurality of household client modules comprising one or more processors, operatively coupled to non-transitory computer readable storage devices, comprising the following modules:

• acquisition module for aggregating and acquiring data related to each monitored household for generating a training set, including at least one of, power consumption of each electronic heating device, power consumption of each household, household profile parameters, and household residents' profile parameters;
• Electric Heating classification Module configured for training an electric Heating classification model for identifying existence of electronic heating based on load data
• Prediction module for electrical heating configured to determine the of existence of electronic heating and type of the device based on the Heating classification model;
• insights model module configured for training an insights model based Daily load pattern to identify activation and activation pattern of the electronic heating devices using Periodic secured household power consumption readings with no temperature not including summer period;
• Prediction module of HVAC activation pattern configured for prediction, detection and Identification of HVAC activation, activation pattern based on pattern insights model using Periodic secured household power consumption readings with no temperature of summer period;
• Aggregation module configured to clustering and aggregating in winter time activation pattern into Bins based on temperature for identifying malfunctioning or inefficiency based on HVAC behavior in different temp bins.