Examples described herein provide a computer-implemented method that includes receiving training data indicative of incipient compressor surge for cabin air compressors. The method further includes generating, using the training data, a training spectrogram. The method further includes training, by a processing system, a machine learning model to detect incipient compressor surge events for the cabin air compressors using the spectrogram. The method further includes receiving, at a microcontroller associated with a cabin air compressor, operating data associated with the cabin air compressor. The method further includes generating, at the microcontroller and using the operating data, an operating spectrogram. The method further includes detecting, by the microcontroller associated with the cabin air compressor, an incipient compressor surge event by applying the machine learning model to the operating spectrogram. The method further includes implementing a corrective action to correct the incipient compressor surge event.

A system and method are provided for automated engaging of a truck trailer at a loading dock. Sensors measure a distance and an angle of alignment between the incoming trailer and a wall of the loading dock. An outside lighting system guides a truck driver backing the trailer toward the dock door. A vehicle restraint system fixates the trailer within the loading dock in response to signals from the sensors. An overhead dock door opens once the trailer is successfully fixated by the vehicle restraint system. A dock leveler deploys after the overhead dock door opens. An inside dock light indicates to dock personnel that the trailer is ready to be serviced. Once servicing of the trailer is finished, an automated release of the trailer from the loading dock may be initiated by PLC communication.

A bed system includes microclimate control capabilities for providing quality sleep experience. The bed system can include a microclimate control subsystem configured to supply conditioned air (e.g., heated or cooled air) to a mattress, or draw ambient air from the mattress, to achieve a desired temperature at the top of the mattress. Utilizing supply of conditioned air to provide air at desired temperature to the mattress system, or utilizing air suction to drain heat away from the mattress system, can provide precise microclimate control at the mattress, thereby permitting conformable sleep.

A programmable controller stores operational data for a number of embedded functions in multiple vehicles from a known manufacturer and is programmable to operation in a selected vehicle among the multiple vehicles.

An air-conditioning apparatus support system has a smartphone including a GPS, a camera, a communication unit that communicates with a center computer, a screen, and a control unit. When the control unit is activated at a location at which the air-conditioning apparatus is installed, the control unit executes a step of assuming a location detected by the GPS to be the location at which the air-conditioning apparatus is installed and causing the center computer to register the location, and, after registration has been made, when the control unit is activated at the location at which the air-conditioning apparatus is installed, in the case where the air-conditioning apparatus is registered in the center computer, the control unit causes the screen to display information about the air-conditioning apparatus.

A system and method are provided for automated engaging of a truck trailer at a loading dock. Sensors measure a distance and an angle of alignment between the incoming trailer and a wall of the loading dock. An outside lighting system guides a truck driver backing the trailer toward the dock door. A vehicle restraint system fixates the trailer within the loading dock in response to signals from the sensors. An overhead dock door opens once the trailer is successfully fixated by the vehicle restraint system. A dock leveler deploys after the overhead dock door opens. An inside dock light indicates to dock personnel that the trailer is ready to be serviced. Once servicing of the trailer is finished, an automated release of the trailer from the loading dock may be initiated by PLC communication.

A link position and attitude estimating unit 53 (54) of a controller 40 of a mobile robot 1 sequentially estimates the actual position and attitude of a first particular link 2 by using input parameters which at least include at least one of a desired attitude of an in-contact-with-ground link 13 and an observation value of the actual attitude of the first particular link 2, a desired position of the in-contact-with-ground link 13, and an observation value of the actual displacement amount of each joint. The driving force for each joint is adjusted by using the estimated values.

Systems and methods are provided for maintaining an air conditioning system. A system can include one or more sensors positioned inside of the air conditioning system configured to transmit current sensor data to a remote location. A data repository contains historic sensor data and corresponding air conditioning system status data. A neural network is trained using the historic sensor data and the corresponding air conditioning system status data to predict a future air conditioning system status based on the transmitted current sensor data. A server computer system is configured to predict the future air conditioning system status based on the current sensor data using the neural network, and a graphical user interface is configured to display the predicted future air conditioning system status to a remote client. The current sensor data is stored in the data repository and the neural network is further trained based on the current sensor data.

A control system for an equipment device includes a control unit for the equipment device, and a storage unit that stores a plurality of learned general-purpose models usable to control the equipment device. The control unit selects one model usable to control the equipment device from the plurality of learned general-purpose models.

Disclosed are a control method and a control device of an apparatus and an apparatus using the control. The control method includes: detecting whether an outdoor unit of the apparatus enters a standby state; and controlling the outdoor unit to enter a low power consumption mode for controlling a drive of the outdoor unit to be powered off after detecting that the outdoor unit enters the standby state.