What a Football Stadium Taught Us About Factory Noise
Five wireless acoustic sensor nodes around the Veltins-Arena classified noise sources on the device at about 8.5 W eac…
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Technology
Insights
Practical writing on industrial AI, sensing and sovereignty
Fifteen articles for R&D heads, plant leaders, CTOs and the engineers who have to make it work: pain points, technology deep-dives, sector guides and the future of industrial AI in India and Germany.
Latest
New writing on end-of-line testing, switchgear monitoring and field deployment
Technology
Continuous Partial-Discharge Monitoring of Switchgear: From Handheld Survey to Always-On
Handheld ultrasonic and TEV surveys of switchgear are routine. Making the same survey permanent and unattended is an e…
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Technology
AI Limit-Setting in End-of-Line Acoustic Testing: Why Fixed Thresholds Reject Good Parts
Powertrain and e-drive plants already screen every unit acoustically. The limits are still set by hand per variant. He…
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Industry Insight
Predictive Maintenance AI in India: Why Most Pilots Stall, and How Plants Move to Production
Why predictive maintenance AI pilots in Indian plants stall after the demo, and a practical path from feasibility stud…
Read articlePain points & decisions
Why projects stall, which sensors to choose, and why data should stay on site
Technology
Acoustic vs Vibration Monitoring: Which Sensor Do You Actually Need?
A practical comparison of airborne acoustic, ultrasonic and vibration sensing for machine and process monitoring, with…
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Sovereign AI
Sovereign AI for Manufacturing: Why Your Factory Data Should Never Leave the Plant
What sovereign AI means for manufacturers in India and Germany, why on-premise and on-device deployment is becoming th…
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Perspective
Why Generic AI Vendors Fail on the Factory Floor (and What Co-Development Changes)
Product-first industrial AI often fails in real plants because of noise, drift and undefined targets. Here is why co-d…
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Technology
Edge AI on a Power Budget: Running Industrial Models on Microcontrollers and NPUs
How to fit acoustic and vibration AI onto embedded hardware: quantisation, pruning, efficient architectures, latency p…
Read articleTechnology deep-dives
Edge deployment, welding and partial-discharge research, federated learning
Research
Acoustic Emission for In-Process Weld Quality Monitoring: What the Research Actually Shows
How airborne acoustic emission and neural networks detect joint-gap formation during laser beam welding in real time, …
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Research
Partial Discharge Detection with Airborne Acoustics: Early Warning for High-Voltage Assets
How deep neural networks on airborne acoustic emission detect partial discharge in high-voltage equipment, enabling no…
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Sovereign AI
Federated Learning Across Plants: Learning from Every Site Without Sharing Raw Data
A practical guide to federated learning for multi-plant manufacturers: how sites train a shared model without moving p…
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Industry Insight
Battery Manufacturing Quality: Multi-Modal Sensing for Cell, Module and Pack Lines
Where acoustic, ultrasonic, vibration and vision sensing add value on battery cell, module and pack production lines, …
Read articleSectors, data and the road ahead
Battery lines, dataset engineering, the feasibility study, and industrial AI by 2030
Technology
How Much Data Do You Really Need? Dataset Engineering for Industrial AI
Answers to the most common data questions in industrial AI projects: how much, how long, what labels, and why the data…
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How We Work
The Feasibility Study: How to De-Risk an Industrial AI Project in Two to Ten Days
What an industrial AI feasibility study is, what it delivers, what it costs in time, and why it is the lowest-risk way…
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Perspective
The Future of Industrial AI: What Manufacturing in India and Germany Will Look Like by 2030
Five shifts shaping industrial AI from 2026 to 2030: multi-modal sensing, sovereign and federated architectures, edge-…
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