Monitoring device using radar and measuring motion with a non-contact device

A system, comprising:

• a user monitoring device including a transmitter and one or more sensors, the one or more sensors configured to provide environmental data in response to detecting at least one of an air quality, a sound quality, a light quality, an ambient temperature, or a humidity proximate the user monitoring device;
• a radar apparatus configured to detect movement data for an identified user in a region proximate the radar apparatus;
• and
• a monitoring system in communication with the user monitoring device and the radar apparatus, the monitoring system including at least one processor enabled to analyze the movement data in light of the environmental data received from the user monitoring device to determine state information for the user, the state information relating to at least one of user sleep state or user sleep behavior for the identified user.