Embedded AI Solution Improves Detection of Motor Failure In Home appliances

embedded AI

Renesas Electronics simplifies home appliance maintenance with Failure Detection embedded AI (e-AI) solution for motor-equipped home appliances

Today’s modern home appliances like washing machines have more than one motor to be controlled and monitored. In pursuit of this, Renesas Electronics has launched its Failure Detection e-AI Solution for motor-equipped home appliances, featuring the Renesas RX66T 32-bit microcontroller (MCU) that can control and monitor up to four motors. This solution with e-AI enables failure detection of home appliances — such as refrigerators, air conditioners, and washing machines — due to motor abnormality. The solution can also be used to alert the manufacturer when repairs and maintenance should be performed.

Renesas said that the solution utilizes the MCU to monitor property data including motor’s current or rotation rate status that can be used directly for abnormality detection, making it possible to implement both motor control and e-AI–based abnormality detection with a single MCU. It is claimed that using the RX66T eliminates the need for additional sensors, thereby reducing a customer’s bill of materials (BOM) cost.

e-AI Solution Simplifies Home Appliance Maintenance


When a home appliance malfunctions, the motor operation typically appears abnormal when running and being monitored for fault detection in real-time. By implementing e-AI-based motor control-based detection, the failure detection results can be applied not only to trigger alarms when a fault occurs, but also for preventive maintenance. For example, e-AI can estimate when repairs and maintenance should be performed, and it can identify the fault locations.

“This capability provides home appliance manufacturers the means to boost maintenance operations efficiency and improve product safety by adding functionality that predicts faults before they occur in their products”, Renesas noted.

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Renesas said that the new e-AI Solution can control up to four motors because it utilizes the high-performance RX66T MCU. Today’s washing machines typically incorporate three motors: One to rotate the washing tub, one to drive the water circulation pump, and one to drive the drying fan. The Renesas Failure Detection e-AI Solution can, therefore, be used to control these three motors with a single RX66T chip while at the same time monitoring all three motors for faults.

The new solution utilizes the Renesas Motor Control Evaluation System and an RX66T CPU card. This hardware is combined with a set of sample program files that run on the RX66T MCU as well as a GUI tool that enables collecting and analyzing property data indicating motor states. In order to detect faults, it is necessary to learn the characteristics of the normal state. Using the GUI tool, system engineers can immediately begin developing AI learning and optimized fault detection functionality. Once the AI models are developed, the e-AI development environment (composed of an e-AI Translator, e-AI Checker, and e-AI Importer) can be easily used to import the learned AI models into the RX66T.

“Leveraging its extensive expertise in developing solutions for use in home appliances, Renesas has now developed a solution capable of detecting failures that affect the system based on detecting abnormal motor operation,” said Toru Moriya, Vice President of Home Business Division, Industrial Solutions Business Unit, at Renesas. “Even in cases where a fault occurs in the motor itself, it can be difficult to localize the source to determine whether there is an abnormality in the motor or in the inverter circuit. The new solution makes it possible to identify the fault location quickly, which has the potential to dramatically decrease the maintenance burden for customers.”

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The Failure Detection e-AI Solution for Motor-Equipped Home Appliances is available now. More information is available here.



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