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Renesas Electronics Reality AI

Overview

Reality AI is a development environment for developing edge AI software that combines signal processing, machine learning, and anomaly detection that can be run on Renesas MCU/MPU cores.
By simply uploading training data, whose feasibility is difficult to judge, to the cloud, it is possible to display the achievable accuracy, retrain on the cloud, and perform grid searches of sensor positions.

Features

・Signal processing technology
Reality AI can compare and validate algorithms across a wide range of frequency and time domain feature spaces and automatically select the optimal algorithm.

 

・AI technology
Reality AI can automatically create machine learning models. The generated machine learning models prevent black Box by visualizing the learning results, and at the same time provide various analysis tools for hardware optimization for production.

 

・Machine learning models for embedded systems
The Reality AI tool can generate trained machine learning models for each MCU/MPU, such as Renesas RX, RL78, RA, and RZ, and then link them directly to existing projects to implement functions that use machine learning.

Reality AI Software and Solutions

Reality AI Tools🄬 (Customer develops models)

Software and hardware optimization for machine learning model generation for Renesas MCUs, MPUs, and motor controllers

Reality AI Solution (Renesas provides reference model)

Solutions with application-specific hardware, software and machine learning model reference models

RealityCheck™ HVAC Solution Suite
Providing a smart self-diagnosis framework

RealityCheck™ Motor Box

Advanced software Box for predictive maintenance and anomaly detection

Source: RealityCheck™ Motor (renesas.com)

Automotive SWS

Audio-Based Sensing Solutions for ADAS

Source: Automotive Sound Recognition (SWS) | Renesas

Application example

Detecting vibrations from motor control information
Motor Control Information
Prediction of filter and refrigerant conditions from vibration
Predictive maintenance for bearings etc.
Detecting abnormalities in servo out-of-step operation
Check the lifespan of various filters
Cavitation detection for pumps, etc.
Detects come-out etc. from motor control information
Point monitoring at the edge of the grid with voltage and current monitoring
Detect security incidents by sound
Detecting abnormal fluctuations in temperature, etc.

Contact Us

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