A system and method for data collection and frequency analysis with self-organization functionality includes analyzing with a processor a plurality of sensor inputs, sampling with the processor data received from at least one of the plurality of sensor inputs at a first frequency, and self-organizing with the processor a selection operation of the plurality of sensor inputs.

In one embodiment, a method performed by a microcontroller of an electronic device includes accessing one or more real-time sensor data associated with one or more sensors of the electronic device, determining, by a machine-learning model running on the microcontroller, that an anomalous event has occurred on the electronic device by processing the one or more real-time sensor data with the machine-learning model, and sending, upon the determination that the anomalous event has occurred, a notification regarding the anomalous event to an application running on the electronic device.

An information processing device according to embodiments includes a hardware, a control unit, a detector, a disconnection unit, a diagnosis unit, and a processor. The disconnection unit disconnects a connection between the hardware and the control unit in a case where an abnormality is detected in the control unit and first processing is not carried out by the control unit. The diagnosis unit carries out second processing of detecting an abnormality in the hardware in a case where the connection between the hardware and the control unit is disconnected. The processor carries out third processing of recording a result of the second processing to a second storage.

A medical device is configured to monitor, using one or more sensors, an environmental condition of a physical environment proximate to a medical device, and to determine when a value representative of the environmental condition exceeds a threshold for safe operation of the medical device with regard to care of a patient. Responsive to the value exceeding the threshold, an operation mode of the medical device is automatically switched from a first mode currently programmed for the care of the patient to a second mode, the second mode using different parameters than the first mode to control the medical device.

A field device includes a controller and a process communication module. The controller is configured to perform at least one operation related to process control and is also configured to perform at least one self-recovery operation relative to the field device. The process communication module is coupled to the controller and is configured to couple to a process communication segment and communicate in accordance with a process communication protocol. The controller is configured to detect an erroneous condition and selectively apply the at least one self-recovery operation in response to the detected erroneous condition.

A method of managing a system provides a minimum service in the system. The system includes a set of pieces of equipment including data-gathering equipment and/or equipment that is to be controlled, the pieces of equipment being connected to a management module via respective first communications links. The management module is suitable for determining a control command as a function of data received from at least one piece of data-gathering equipment via a first communications link and for transmitting the control command to at least one piece of equipment that is to be controlled. The method is adapted to detect an absence of application signaling activity from the management module over a predetermined time period and to trigger a minimum service by sending an alert message to at least one piece of equipment of the system.

A remote diagnosis system is introduced herein, which is applied to at least one spa bathing equipment. The remote diagnosis system comprises a spa bathing system and a remote operating platform. The spa bathing system comprises a plurality of devices for actuating relatively to the spa bathing equipment, and a spa bathing control unit having a control unit for controlling actuations of the plurality of devices, which is used to correspondingly generate at least one partial-region information according to at least one partial-region status generated by the spa bathing system, and to actively or passively transmit the at least one partial-region information toward outside the spa bathing system.

An agricultural vehicle including a chassis, a controller carried by the chassis, and a vehicle maintenance system coupled to the vehicle. The vehicle maintenance system includes a viewing system configured to process an image of at least a portion of the vehicle and an augmentation system. The augmentation system is configured to identify an element of the vehicle in the image; receive information from the vehicle about a maintenance action relative to the element; and place a designator proximate to the element identified in the image, the designator indicating the maintenance action that is to be undertaken involving the element.

A system for controlling the non-product wafer includes the following: a monitoring module, configured to monitor the state of the non-product wafer; a statistics module, configured to obtain usage information of the non-product wafer; and a control module, configured to receive a production instruction and control the non-product wafer according to the state and the usage information of the non-product wafer. The disclosure implements the purpose of automatic control and management of the non-product wafer.

A method is provided for selecting a plurality of program functions for providing repeatedly implemented functions, e.g., in a vehicle, ship or in an aircraft. The method includes determining a first total performance value based on recorded first single performance values and recorded first dependencies, determining a first total performance value based on determined second single performance values and recorded second dependencies, determining a cluster performance from the first total performance value and from the second total performance value, and the cluster performance value or at least one value determined from the cluster performance value is used for selecting the program functions or of other program functions for providing the repeatedly implemented functions.