Overview
Introduction
Pre-training using vibration and temperature data.
Retrain IoT device directly on the machine.
Obtain inference results specific to the machine
PHM AI model references machine health pattern as a golden sample for evaluating the machine's operating status.
Capabilities
Key Features
Empowered by edge-cutting technologies
Solution is a comprehensive data-driven management system that employs AI modeling technology, bundled IoT solutions, and domain knowledge to tackle business challenges.
Realizing PHM on-site
Deploying on-site sensors enables proactive remote machine maintenance ahead of time.
Machine status overview
Integrate all monitored machines into a centralized control system, displaying PHM results on a single page to deliver real-time information to maintenance stakeholders.
Machine monitoring
Monitor rotor machine's historical, real-time, and predicted future health status using the PHM AI model
Success Stories
Explore Success Stories
From Intelligent to Low-Carbon — WISE-IoT Powers YAGEO’s Manufacturing Transformation
YAGEO partnered with Advantech to enhance factory efficiency and sustainability using WISE-IoT solutions. By adopting MachineUnite and ECOWatch, YAGEO improved OEE, enabled data-driven operations, and advanced toward low-carbon smart manufacturing.

Empowering Manufacturers with Smart, Scalable Predictive Maintenance Solutions
TCT partnered with Integral System and Advantech WISE-IoT to deploy IoTSuite-based PHM and real-time monitoring, improving machine health and efficiency. IoT- and AI-powered predictive maintenance reduces downtime, enhances performance, and provides real-time insights for smarter manufacturing.

Integral System Helps French Factories Improve Equipment and Facility Management
Despite advancements in smart manufacturing over the past decade, manufacturers in France continue to encounter significant challenges in implementing smart solutions. One key pain point is the aging infrastructure, which demands regular maintenance and repairs to minimize downtime and maintain productivity.

Ensure Stable Production with CNC Spindle and Tool Health Assessment System
Precision-machined products are expensive. If unexpected tool chipping and breakages happen during machining, it could cause quality issues and a whole batch of products may have to be rejected, meaning productivity will be affected and extra costs incurred.

Resources
Resources
Next Steps
Get started with PHM (Prognostics and Health Management)
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