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Predictive Manufacturing
Predictive Manufacturing – a step beyond Industry 4.0. The vision of predictive manufacturing has been impeded by the reality that existing AI solutions are not close enough to the machines, devices, and processes they are meant to optimize. MicroAI’s embedded and edge AI technologies make predictive manufacturing a reality.
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Overview
Predicting events rather than reacting to them
The MicroAI Predictive Manufacturing solution is powered by a full suite of next-generation AI-enabled products and supporting technologies.
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Machine Insight
Mission-critical machines within the manufacturing, telecom, automotive, and infrastructure segments are transformed from opaque entities into assets that are fully transparent. This transparency delivers deeper insights that produce predictive
Digital Factory
AI-enabled observability and intelligence that powers improvements in the performance of an entire factory ecosystem (single or multiple factories). Digital Factory establishes a single point of reference, promotes deep federated learning, and enables predictive manufacturing control.
Launchpad
A Kubernetes-based platform that combines intelligent workflows, predictive analytics, and visualization into a single platform. Launchpad provides rapid development, testing, and deployment of fully customized AI/ML capabilities for companies in the manufacturing segment.
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MicroAI AtomML
An embedded, self-correcting, semi-supervised learning engine that aggregates data from device and machine sensors to create a behavioral profile of the asset and then actively monitors for abnormal performance and cyber-security intrusions.
MicroAI AtomML +
An edge-based, agentless, machine learning platform for optimization of IT and OT asset Ecosystems. AtomML+ brings centralized intelligence to groups of devices and machines to deliver optimized performance, enhanced cyber-security, and reduced cost.
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Challenges
Regardless of the types of products being produced, companies within the manufacturing segment face many of the same challenges and obstacles. Many operations are struggling to close an intelligence gap that blocks the path to predictive manufacturing. Negative impacts include:
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Lack of intimate, asset-centric, performance insights
The absence of intelligence embedded and trained at the machine MCU/MPU level restricts the ability to attain asset-specific insights and to develop predictive maintenance models.
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Inefficient and costly asset data collection
Inability to collect, synthesize and analyze machine data locally inhibits the ability to automatically generate alerts and corrective actions. Assets often perform at suboptimal levels for extended periods of time.
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Expensive machine downtimes
Continued reliance on legacy preventive maintenance processes that are unable to self-adjust based on current real-time conditions of the asset. This often results in maintenance that is performed too early or too late.
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The Solution
Predictive Manufacturing – the Ultimate Factory Optimizer
MicroAI’s Predictive Manufacturing solution embeds and trains predictive algorithms directly into manufacturing machines, lines, and processes. This embedded and edge intelligence provides developers, operators, and engineers with the predictive analytics required to achieve higher levels of operational efficiency and OEE. Capabilities that include:
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Asset Data Acquisition
Live data is leveraged from a variety of devices, machines, and processes. MicroAI’s technology is agnostic to sensor values and types, creating a multi-variant model that utilizes AI inference analysis to generate a wide range of predictive analytics.
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Predictive Algorithms
Multidimensional behavioral algorithms produce recursive analysis, training, and processing. This enables a continuous evolution of the AI model that takes place directly at the endpoint or the edge.
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Visualization
Presentation of real-time asset performance data via user-friendly, customizable, drag and drop dashboards. Data is customized to meet the specific requirements of various operational and business stakeholders.
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Analytics and Alerts
Deeper, more intimate, more predictive insights into current and future asset health and performance. Manufacturing performance is optimized via acting upon predictive insights instead of static information.
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Benefits
Predictive Manufacturing Realized!
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- Increased machine and process uptimes via elimination of unnecessary maintenance interruptions
- The ability to break the 70% OEE barrier
- Predictive insights that power a transition from reactive to predictive asset management
- The embedding and training of intelligent workflows that automate the process of responding to data produced by deep observability
- Less reliance on cloud infrastructures
- Higher, more predictable, productivity at lower cost
- Significant reduction in COGS and improved bottom lines
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MicroAI Resources
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Products/Technology
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Industries
Get started with intelligent integration and automation.
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Manufacturing
Predictive Intelligence – Industry 4.0 to 5.0
The next revolution in manufacturing will involve going beyond factory automation and into factory intelligence…
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Telecom
Personalized AI for Telecom
Optimize. Innovate. Disrupt. MicroAI™ provides advanced embedded and edge intelligence to power next-generation telecom solutions. Optimize network performance, innovate new offerings, and create new revenue streams.
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Automotive
The Automotive Connectivity Paradox
Today’s vehicles are equipped with IoT-enabled devices and complex telematics networks that provide live tracking, remote start and stop, remote access, temperature control, and autonomous driving.
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Infrastructure
Around the globe, many infrastructure industries need advanced technologies that will meet evolving infrastructure demands.
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Financial
AI-enabled financial intelligence that transforms volumes of data into profitable insights. MicroAI™ brings a full suite of AI and Machine Learning (ML) solutions..
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