Localized situational intelligent awareness from multiple sensor types through a 4-dimensional state system

A computer implemented method for training a home monitoring system comprising:

• a plurality of occupational sensors;
• a plurality of computing devices;
• a server network;
• wherein the plurality of occupational sensors transmits information from the occupational sensors to the server;
• upon receiving the information from one or more of the plurality of occupational sensors, the server generates and maintains a three-dimensional model of the environment, wherein the three-dimensional model is generated having a first state and changes to objects in the environment are maintained as one or more differences relative to the first state;
• the server identifies a first action performed by the special needs user based on the one or more differences and the information from one or more of the plurality of occupational sensors;
• upon identifying the first action performed by the user, the server determines a second action to be performed by a computing device;
• the server then transmits the second action to be performed to the computing device, which then performs the second action.