Systems and Methods Thereof for Determination of a Device State Based on Current Consumption Monitoring and Machine Learning Thereof

A monitoring device for determination of a plurality of operational states of a power consuming device consuming electrical energy, the monitoring device comprising:

• an interface to a network to receive a first plurality of readings respective of the power consuming device over the network and to transmit a signal to a user device to display a notification;
• a processor coupled to the interface;
• a memory having stored thereon instructions which when executed by the processor causes the processor:
• to apply, using a training module, at least one classification model on the first plurality of readings to determine a plurality of parameters associated with a plurality of operational states of the power consuming device;
• to receive via a classifier module from the training module the plurality of parameters associated with the plurality of operational states of the power consuming device,
• to receive via the classifier module from the interface at least one second reading from the power consuming device, and
• to classify using the classifier module the power consuming device by determining a current operational state of the power consuming device based on the at least one second reading and the plurality of state parameters, wherein the current operational state of the power consuming device is one of the plurality of operational states of the power consuming device, wherein the notification includes the current operational state of the power consuming device.

A method for determining an operational state of a power consuming device consuming electrical energy, the method comprising:

• selecting, by the monitoring device, at least one classification model to be applied to the first plurality of readings;
• performing, by the monitoring device, a training process using the at least one classification model and the first plurality of readings to determine a plurality of state parameters associated with a plurality of operational states of the power consuming device;
• receiving, by the monitoring device, a plurality of second readings from the sensor;
• classifying, by the monitoring device, the power consuming device, wherein classifying includes determining a current operational state of the power consuming device based on the plurality of second readings and the plurality of state parameters, wherein the current operational state of the power consuming device is one of the plurality of operational states of the power consuming device;
• and
• transmitting, by the monitoring device, a signal to a user device to display a notification, wherein the notification includes the current operational state of the power consuming device.