Data Signatures

 

The Aurai platform includes pre-built data signatures and machine learning capabilities that you can use.  Our data scientists are developing and curating a wide range of artificial intelligence capabilities.  Additional capabilities are developed by third parties and will soon be available via the Aurai marketplace. When you choose to use a data signature or machine learning capability, the Aurai platform will analyze data from your sensors and send a notification when it detects an occurrence of that data signature.

Aurai currently includes capabilities for:

  • Mold Risk. This data signature detects when an indoor space meets the conditions where mold may reproduce.  This signature requires the presence of temperature and humidity sensors.  It can trigger an alert to a homeowner and/or service technician.
  • Air Quality. This data signature detects when certain air quality conditions are met.  This signature works with a wide variety of sensors, such as particulate matter, volatile organic compound, and carbon dioxide sensors.  It can trigger the running of HVAC fan, or other ventilation system, to disperse locally high concentration of harmful matter.
  • Freezing Coils. This data signature detects when the coils of an air conditioning unit freeze.  This data signature requires the presence of temperature and pressure sensors.  It can trigger an alert to a homeowner and/or service technician.
  • Equipment Short Cycling. This data signature detects when undesirable short cycling of an HVAC unit is occurring.  This data signature requires the presence of a thermostat.  It can trigger an alert to a homeowner and/or service technician.
  • Replace Filter. This data signature detects when the filter in an HVAC system needs to be replaced.  This data signature required the presence of pressure sensors.  It can trigger an alert to a homeowner and/or service technician.
  • Heat Exchanger Risk. This data signature detects when a heat exchanger experiences the conditions that lead to a crack in the housing.  This data signature requires the presence of a temperature sensor.  It can be used to proactively shut down in the HVAC unit before a potentially critical event occurs, and could trigger an alert to both the homeowner and service technician.
  • Unusual conditions.  This capability "learns" the typical conditions for your indoor space, and can trigger an alert when unusual conditions exist.

The Aurai platform also makes it easy for you to create your own data signatures and machine learning capabilities.  Our focus is to make it easy for you to take advantage of artificial intelligence for your environment.