MicroAI Technology
MicroAI AtomML™ is a self-correcting, semi-supervised learning engine that aggregates data from PLCs, IoT sensors and other existing sources, to tune itself to create a 360-degree view of asset behavior – delivering performance improvements and security enhancements to any IoT device or machine.
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MicroAI’s MicroAI AtomML™ was developed to enable machine operators and device managers to gather specific data about their assets—in real-time— without dependency on the cloud. The result has been a new, transformative, awareness of the performance, integrity, and security of smart devices and machines within an IoT ecosystem. These real-time insights are providing stakeholders with the means to improve operational efficiencies and to maximize asset ROI.
Unlike cloud-based solutions that require heavy latencies, MicroAI AtomML™ is able to deliver rapid, intimate, asset analytics in real time.
Prior to MicroAI AtomML™ it was virtually impossible to fit a machine learning algorithm onto an edge device. MicroAI AtomML™, in combination with MicroAI’s custom-built machine learning network, provides an elegant solution for deployment onto IoT devices and machines. This provides operational insights that are faster, more reliable, and more cost effective. Managers and operators are better equipped to make decisions on when to procure, decommission, proactively maintain, and repair their most valuable assets to avoid catastrophic downtime and failure.
Key Capabilities and Benefits
Protection from
Cyber Threats
- Detection of unauthorized smart asset access
- AI-enabled assessment of abnormal network behavior
- Automated analysis of abnormal data variability
- Self-learning to improve communication and authorization protocols
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Smart Asset Health &
Performance Management
- Real-time asset performance monitoring enables proactive response to performance anomalies.
- AI-enabled predictive analytics provide insight into potential future failure.
- Optimization of maintenance schedules to avoid unnecessary machine servicing.
- Automated fine-tuning of asset production rates to attain an optimum balance between productivity and asset utilization.
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MicroAI’s unsupervised learning engine evolves by fine tuning itself in order to deliver the most optimal performance improvements and security enhancements to the machine or device.
To provide the most insight, an AI algorithm must be able to ingest numerous forms of sensor data (e.g. acceleration on the x, y, and z axes) MicroAI AtomML™ can concurrently analyze as many data types as needed to deliver critical alerts with the highest correlation to the specific event.
When assets are sensitive to environmental fluctuations, such as magnetic field disturbances, operators and technicians require high frequency analytics to alert them of any issues. MicroAI AtomML™ delivers this seamlessly.
In mission-critical operations, actions must be taken on a split second basis to avoid a catastrophic event. MicroAI AtomML™ processes all the asset data locally enabling immediate event related alerts and faster response time.
MicroAI AtomML™ provides AI and ML developers with a revolutionary approach to AI training of smart devices and machines. AI training that occurs right on the device/machine MCU.
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Flexibility & Scalability
Deploy on a single asset (MCU) or scale across an entire asset ecosystem
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Speed & Agility
Data processed locally—not in the cloud—provides rapid, real-time, data-sampling
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Security
Real-time visibility into asset health and self-learning that enables rapid threat-response
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Cost
Asset model training occurs directly on the asset MCU—no need for costly new hardware
See MicroAI AtomML™ in Action
Accessing the MicroAI™ Cloud Infrastructure
MicroAI’s Cloud provides the infrastructure to access data from any connected source and execute complex algorithms that use data science, machine learning and artificial intelligence. The integrative capabilities work together to deliver analytics that optimize the performance of every asset while automating sales, service and core internal workflows.
Accessing the MicroAI™ Mobile Application
MicroAI’s Mobile Application brings Next Generation Optimization into the hands of your Technicians, Salespeople and Supervisors. By curating analytic output from the EDGE and CLOUD, MicroAI™ MOBILE empowers your field force to address the right task at the right time to improve the customer experience. With MicroAI™ MOBILE, stakeholders optimize their daily operations with more visibility and confidence than before.
Interested in how MicroAI can benefit you?
MicroAI AtomML brings big infrastructure intelligence down into a single piece of equipment or device.
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