Articles tagged as Machine Learning

Energy-Centric Predictive Maintenance: Smarter, Sustainable Operations for Modern Manufacturers
· Energy

Energy-Centric Predictive Maintenance: Smarter, Sustainable Operations for Modern Manufacturers

At Hannover Messe 2025, the evolving role of predictive maintenance takes the spotlight as industrial leaders explore how AI can drive smarter, more sustainable manufacturing. Sunil Vedula, Founder and CEO of Nanoprecise Sci Corp, shares a forward-looking perspective on how maintenance is becoming more than just an unplanned downtime-avoidance tool—it’s turning into a strategic growth enabler.Predictive Maintenance […]

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The Role of Predictive Maintenance in Achieving World-Class OEE with IIoT
· Machine Learning

The Role of Predictive Maintenance in Achieving World-Class OEE with IIoT

OEE (overall equipment effectiveness) is a productivity and performance metric that helps find new inefficiencies and unlock the full potential of manufacturing. OEE helps manufacturers understand how well a machine, a manufacturing process, or a line is running, as well as its yield and efficiency. By improving OEE scores, organizations can optimize productivity, improve efficiency […]

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Securing AI at the Edge: Why Trusted Model Updates Are the Next Big Challenge
· Artificial Intelligence

Securing AI at the Edge: Why Trusted Model Updates Are the Next Big Challenge

Recently, customers and partners have been telling us time and again: “I am worried about my expert knowledge being stolen.”, or “My customers expect us to keep their IP safe when we deploy AI agents into operational processes at the edge.”For us at aicas, this concern is a very personal one. Like other technology firms, […]

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[New booklet] How IIoT and AI Are Driving Smarter Operational Investments
· Artificial Intelligence

[New booklet] How IIoT and AI Are Driving Smarter Operational Investments

In today’s rapidly evolving industrial landscape, staying competitive means being smart with your operations — and smarter with your investments. Leading organizations are turning to the Industrial Internet of Things (IIoT) and Artificial Intelligence (AI) to optimize processes, cut costs, and boost ROI.This new digital booklet, “How IIoT and AI Are Driving Smarter Operational Investments,” explores how companies across manufacturing, logistics, […]

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From Reactive to Predictive: How IIoT Is Transforming Maintenance Strategies
· Predictive Maintenance

From Reactive to Predictive: How IIoT Is Transforming Maintenance Strategies

Industrial maintenance…a headache? Yes. Thief of time? Absolutely. Reputation killer? It has its moments! These are the results of relying on a reactive approach to industrial maintenance. Reacting when equipment failures occur repeatedly without warning leads to operational downtime, production delays, and unplanned expenses that come directly out of a company’s profit margins.It’s been a […]

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Moving from Reactive to Predictive: How IoT-Enabled Maintenance Drives Efficiency and Cost Savings
· Predictive Maintenance

Moving from Reactive to Predictive: How IoT-Enabled Maintenance Drives Efficiency and Cost Savings

Organizations across manufacturing, facility management, and rental equipment often face operational bottlenecks from unplanned downtime. By integrating real-time IoT sensors and data-driven insights, businesses can reduce maintenance costs and mitigate critical failures before they escalate. Case studies show significant financial benefits, with manufacturers saving millions through early failure detection. This article explores how transitioning from […]

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AI and ML in Manufacturing: Turning Data into Actionable Insights
· Artificial Intelligence

AI and ML in Manufacturing: Turning Data into Actionable Insights

Since the Industrial Revolution, the manufacturing sector has generated vast amounts of data—too much for humans to process manually. So, industries like automotive, electronics, textiles, and pharmaceuticals are now leveraging artificial intelligence (AI) and machine learning (ML) to transform raw data into actionable insights, enhancing efficiency and productivity.Big Data and related software have enabled data-driven […]

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IIoT and ML: The Secret to Reducing Waste and Maximizing ROI in Manufacturing
· Discrete Manufacturing

IIoT and ML: The Secret to Reducing Waste and Maximizing ROI in Manufacturing

For modern manufacturers to stay relevant in an ever-expanding global market, they have to overcome a plethora of challenges that demand innovative solutions. Rising costs of raw materials and energy have placed considerable strain on profit margins, causing manufacturers to adopt more cost-efficient strategies. Concurrently, there is an increasing emphasis on sustainable practices that minimize […]

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Breaking Free from POC Purgatory: Transitioning AI Projects to Production
· Artificial Intelligence

Breaking Free from POC Purgatory: Transitioning AI Projects to Production

Transitioning a promising AI Proof-of-Concept (POC) into a fully operational production environment is a critical, and often challenging, step in realizing the value of AI investments. The panelists of the “AI-Driven Process Optimization: Achieving Faster Turnarounds and Higher Margins” session that took place at IIoT World Sustainability and Artificial Intelligence Day, although primarily focused on […]

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What does it take to work with Generative AI Models
· Artificial Intelligence

What does it take to work with Generative AI Models

The world of AI is evolving rapidly, and if you’re a machine learning engineer, you might already feel drawn towards generative AI. Generative models are more than just a trend—they represent a leap towards a more creative AI future. But what does it take to transition from traditional machine learning to working with cutting-edge generative […]

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Time Series Data as the Backbone of Smart Grid IIoT Solutions
· Renewable Energy

Time Series Data as the Backbone of Smart Grid IIoT Solutions

The smart grid transformed modern energy management by integrating digital technology into traditional power grids. It enhances real-time monitoring, control, and optimizes energy distribution and consumption. This change is crucial for meeting the growing need for reliable, sustainable, and efficient energy systems.Data is essential for this to work. Readings from sensors, devices, and machine controls […]

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[White paper] Vibration Monitoring On-Device 
with Machine Learning
· Connected Industry

[White paper] Vibration Monitoring On-Device 
with Machine Learning

In the cutting-edge realm of vibration monitoring and predictive maintenance, this white paper written by Polyn Technology delves into how machine learning and neural networks revolutionize the way industrial and vehicular environments predict and prevent equipment failures. Highlighting the transition from traditional methods to advanced neural network applications, it outlines the significant enhancements in efficiency, […]

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