A method of making a thermal comfort estimation of one or more human occupants in a built space in real-time is presented. The method employs one or more thermographic cameras and one or more red, green, and blue depth (RGB-D) sensors. The method has several steps. In an example, the method involves capturing thermal images of the human occupant(s) via the thermographic camera(s) and capturing RGB-D images of the human occupant(s) via the RGB-D camera(s). The method further involves extracting facial skin temperatures of the human occupant(s) using the captured thermal images and using the captured RGB-D images. And the method involves estimating the thermal comfort of the human occupant(s) using the extracted facial skin temperatures.

An air conditioning control device controls an air conditioning apparatus capable of changing an air environment of a target space. The air conditioning control device includes a first information grasping unit and a control unit. The first information grasping unit grasps a predetermined comfort-related value relating to comfort of a subject. The control unit controls the air conditioning apparatus so as to satisfy a predetermined discomfort condition based on the comfort-related value grasped by the first information grasping unit. An air conditioning apparatus includes the air conditioning control device.

A building controller includes a plurality of inputs, a plurality of outputs and a plurality of manually-actuated HAND-OFF-AUTO (HOA) switches each having a HAND (H) position, an OFF (O) positon and an AUTO (A) position, wherein each of the plurality of HOA switches is associated with but not directly coupled to a corresponding output of the plurality of outputs. A controller is operatively coupled to the plurality of inputs, the plurality of outputs, and the plurality of HOA switches and is configured to recognize a position of each of the plurality of HOA switches, and to control one or more of the plurality of outputs in accordance with the recognized position of each of the plurality of HOA switches as well as a plurality of programmed configuration settings associated with the plurality of HOA switches.

A facility providing systems and methods for managing and optimizing thermal comfort is provided. The facility is a software algorithm that intelligently detects the thermal comfort preferences of residential smart thermostat users, where a user's “comfort preference” is defined to refer to an estimate of a measurement of the user's comfort across varying values of some set of exogenous factors, including but not limited to indoor temperature, the time of day, the day of the week, and weather conditions. This facility encompasses the use of this “comfort preference” for the creation of an optimal schedule of setpoints for a residential thermostat which is configured to optimize some objective, including potentially user comfort, energy efficiency, load shift, or cost.

An occupancy detector provides for an automated means of detecting the location of an occupant. Methods to determine with a high degree of certainty if a user is at (or occupying) a specific physical location or region are provided, using a wide variety of radio signaling technologies readily available on a wide scale due to the prevalence of wireless radio communications systems. The occupancy detector may be used to deliver a variety of services from targeted advertising in a supermarket to home automation systems. An example of a system for controlling the climate in a dwelling comprising multiple zones representing small areas such as for example rooms is described using the occupancy detection algorithms.

A cascaded control system is configured to control power consumption of a building during a demand limiting period. The cascaded control system includes an energy use setpoint generator and a feedback controller. The energy use setpoint generator is configured to use energy pricing data and measurements of a variable condition within the building to generate an energy use setpoint during the demand limiting period. The feedback controller is configured to use a difference between the energy use setpoint and a measured energy use to generate a control signal for building equipment that operate to affect the variable condition within the building during the demand limiting period.

A method of designing an optimized heating and cooling system includes: (1) automatically importing data from an energy model into an optimization model; (2) simulating energy use of a virtual heating and cooling system operating a thermal source or sink with the optimization model based upon the data from the energy model to obtain an optimized system design; (3) developing controls for an actual heating and cooling system based upon the optimized system design; and (4) automatically exporting the controls directly to a controller for the actual heating and cooling system.

A thermostat for a building space. The thermostat includes a user interface and a processing circuit. The user interface is configured to serve notifications to a user and receive input from the user. The communications interface is configured to perform bidirectional data communications with HVAC equipment controlled by the thermostat. The communications interface is configured to receive performance information for the HVAC equipment. The processing circuit is configured to provide control signals to the HVAC equipment to achieve a setpoint for the building space. The processing circuit is further configured to evaluate the performance information for the HVAC equipment to determine a recommendation for improving HVAC equipment performance. The processing circuit is further configured to automatically adjust at least one of the setpoint and the control signals provided to the HVAC equipment based on the recommendation for improving HVAC equipment performance.

A thermostat for a building space includes a communications interface, an electronic display, and a processing circuit. The communications interface is configured to receive service provider information via a network connection. The electronic display includes a user interface configured to display the service provider information. The processing circuit is configured to determine when to display the service provider information on the electronic display by monitoring thermostat events.

The present disclosure provides an air conditioner and a control method thereof. The control method of the air conditioner is capable of acquiring a voice of a user including a state of the user, transmitting the voice of the user to an external server, receiving, from the external server, a control command acquired by using a cooling tendency of the user and the state of the user determined on the basis of a usage history of the air conditioner, and controlling the air conditioner on the basis of the control command. In particular, at least a part of a method of acquiring a control command on the basis of a cooling tendency of a user may use an artificial intelligence model trained according to at least one of machine learning, a neural network, and deep learning algorithms.