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Manufacturing AI: Building the Data Foundation for the Next Industrial Revolution
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RWF 67107
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Stop drowning in data. Build an AI-ready architecture that anticipates, adapts, and continuously improves by turning information into measurable results.
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Product Details
- Turn Manufacturing Data into a Scalable Competitive AdvantageFactories create massive amounts of data from IoT sensors, MES, SCADA, quality systems, supply chain, maintenance, and others. Yet most organizations can’t turn it into decisions fast enough. The result is reactive firefighting and AI pilots that stall.The Unified Manufacturing Data Architecture (UMDA) is a practical framework built for industry, not adapted from IT. It shows you how to handle real-time streams, integrate legacy systems, enforce security, and scale AI across sites.What you’ll learnDesign Common Data Models (CDMs) that unify complex, multi-system dataUse edge federation for low-latency, on-site decisionsBuild a Unified Data Layer (UDL) that powers analytics and LLMsApply data contracts for quality, security, and complianceDeploy Edge Intelligence Hubs and agentic AI/LLM routingConnect digital threads/twins to real-time operationsPotential outcomes when UMDA is implemented wellIdentify failure patterns earlier and plan maintenance proactivelyCatch quality drift in real time and reduce scrap/reworkSynchronize planning with live constraints for fewer schedule breaksShorten time-to-value by standardizing data and integrationsShare proven improvements across sites with less frictionWho it’s for: Plant leaders, manufacturing engineers, OT/IT architects, data/AI teams, and executives driving Industry 4.0.Stop drowning in data. Build an AI-ready architecture that anticipates, adapts, and continuously improves by turning information into measurable results.
| Publisher | UMDA Publishing |
| Publication date | 22 Aug. 2025 |
| Language | English |
| Print length | 328 pages |
| ISBN-13 | 979-8999336606 |
| Item weight | 594 g |
| Dimensions | 15.24 x 1.88 x 22.86 cm |
Product Description
Manufacturing AI: Building the Data Foundation for the Next Industrial Revolution
Customer Questions & Answers
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Question:
Who can benefit from the UMDA framework?
Answer: Plant leaders, manufacturing engineers, OT/IT architects, data/AI teams, and executives driving Industry 4.0. -
Question:
What types of data can UMDA handle?
Answer: UMDA can integrate data from IoT sensors, MES, SCADA, quality systems, supply chains, and maintenance systems. -
Question:
What outcomes can be expected from implementing UMDA?
Answer: Users can expect earlier failure identification, real-time quality monitoring, reduced schedule breaks, and faster time-to-value.
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Features & Benefits
- Transform massive manufacturing data into a competitive advantage.
- Utilize the Unified Manufacturing Data Architecture (UMDA) to streamline operations.
- Gain real-time insights and make proactive decisions using AI.
- Reduce scrap, enhance quality, and synchronize planning effectively.
- Standardize data integration for faster implementation and results.
- Empower leadership in the journey toward Industry 4.0.
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