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Overview
Description
Reality AI Tools® allows engineers to generate and build TinyML/Edge AI models based on advanced signal processing. Users can automatically explore sensor data and generate optimized models. Reality AI Tools contains analytics to find the best sensor or combination of sensors, locations for sensor placement, and automatic generation of component specs and includes fully explainable model functions in terms of time/frequency domains, and optimized code for Arm® Cortex® M/A/R implementations.
AI Explore
Automated Feature Exploration / Model Generation
BOM Optimization
Use AI to find the most cost-effective components
Data Readiness
Understand the state of training and testing
Edge AI / TinyML
Super-compact, efficient code for the smallest MCUs
Optional
Add-ons
Reality AI for MATLAB or Radar
Design & Development
exploreExplore
Reality AI
Subtitle
See all Reality AI Software Solutions
Delivering Endpoint Intelligence with Real Time Analytics and Non-Visual Sensing
play_circle_filledVideos & Training
RealityCheck™ HVAC Demo Overview
This short overview shows how Renesas RealityCheck HVAC AI software can make your system smarter and diagnose and resolve anomalies before issues require maintenance. Watch the video to learn more and visit renesas.com/realityai to learn more and request a demo.
Video List
News & Blog Posts
AI-Driven Feature Discovery
Features are mathematical descriptions of "things that matter" for purposes of telling the difference between classes, predicting a variable, or detecting anomalies.
Features searched by Reality AI Tools® include:
- Common transforms on raw data, including logs, powers, derivatives, sign, and more
- Parametric statistical features and peak analysis
- Spectral features, including power, phase, spectral shape, periodicity, cepstral, wavelet, etc.
- Linear and non-linear dimensionality reduction
- Time-frequency sparse coding and time pattern analysis
- Binary pattern and texture analysis
Automatically Explores Sensor Data and Generates Optimized Models
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AI Explore
AI Explore automatically finds alternative solutions and tells you what it found.
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Additionally, the processing requirements for each possible solution can be shown so you can make necessary trade-offs.
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Explainable AI
With Explainable AI, specific class signatures can be inspected in terms engineers understand.
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Sensor Selection
Identify the best performing sensors, and the best, most cost-effective locations.
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Setting Specifications
Use AI to set minimum component specifications.
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Automated Monitoring
The cheapest problems to fix are the ones you catch early. Reduce the cost of data collection through automated monitoring for common pitfalls.
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Easy Integration
Easily integrate Reality AI Tools with your firmware build. Reality AI Tools supports Arm® Cortex® M, R and A architectures from all major manufacturers, as well as Linux and Windows. Many non-Arm architectures are also supported. Ask us about your target processor.
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Add-ons for Reality AI Tools
Reality AI for MATLAB
Read MATLAB data files, and use Reality AI to generate models for the MATLAB Signal Processing and Machine Learning toolboxes. Full transparency of MATLAB code - See the details of optimized feature computations and machine learning models generated by Reality AI.
Reality AI for Radar
Automatically select and optimize radar pre-processing options for greater model accuracy. For professional developers working with radar.
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Use Cases
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Reality Time Analysis
Use our analytics engine to support hardware design (not just algorithms and model building)
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Anomaly Detection
Reality AI software helps you detect anomalies by learning normal behavior. You can use the built-in anomaly detection and condition monitoring dashboard, or create your own.
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Predictive Maintenance & Remaining-Useful-Life
Predict the remaining useful life of components (filters, etc.), identify operational conditions, and detect abnormal conditions.
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Sensorless Sensing with Motor Control
Develop predictive maintenance applications with no addition to the Bill of Materials - only a firmware upgrade to the motor control board.