Challenges in Station Maintenance and Operations
- High energy consumption in stations; peak usage leads to significant cost pressure.
- Existing HVAC and elevator systems often rely on fixed schedules or manual tuning,lacking intelligent real-time control.
- Maintenance is still primarily periodic or reactive;early anomaly detection is difficult, risking sudden failures.
- Equipment like elevators require manual inspection and record-keeping, demanding high labor costs.
Building a Smart Station Management System for Real-Time, Energy-Saving, and Safety
- Introduce energy-optimized managementthrough OT data + AI to reduce consumption.
- HVAC systems(e.g., temperature, humidity, CO₂, weather, and station crowding) are integrated to optimize comfort and energy use.
- Elevator/escalator predictive maintenanceenables early risk identification, improves safety, and reduces downtime.
- Automated inspection reduces reliance on human patrols, offering timely alerts based on demand..
Unified AIoT Solution: NeoEdge + PRiSM
- Deploy NeoEdge Edge Orchestration Platform for OT data governance and standardization.Support MQTT/Restful API to connect distributed HVAC/elevator/power systems into a cloud platform.
- PRiSM enables equipment health assessment and predictive diagnostics, supporting RUL (Remaining Useful Life) forecasting.Especially for station elevators and escalators, PRiSM provides RUL prediction and proactive maintenance.
- NeoEdge AI interprets risk trends and helps fine-tune rules for smarter, more adaptive operations.
- Real-time data supports station optimization, energy-saving control, and smart scheduling.
From Labor Saving to Sustainable Efficiency
- Enable IT teams to quickly establish an OT data platform, allowing OT personnel to upload data to IT systems seamlessly, reducing communication costs and accelerating data collection.
- Leverage AI to enhance equipment reliability and prevent unexpected failures.
- Effectively reduce station HVAC energy consumption to achieve lower energy use and reduced carbon emissions.
- Use AI-based identification to reduce maintenance fuel costs and manual labor, while improving data timeliness.

Want to learn more about digital transformation solutions for train stations?
Contact us to discover how NeoEdge can help you kick-start your station’s digital transformation journey..
About eCloudEdge
eCloudEdge Digital Innovation Co., Ltd. is strategically invested by eCloudvalley Digital Technology—the leading cloud services brand in Taiwan. Combining eCloudvalley's extensive cloud service experience with the technical strength of eCloudEdge, the company independently developed the next-generation AIoT Edge Orchestration Management Platform to provide comprehensive IT+OT solutions and enable seamless integration between cloud and edge.
The eCloudEdge R&D team is composed of experts from industrial automation and information technology (IT) fields, each with over 20 years of experience. The development team excels at integrating embedded platforms and cloud-native collaboration systems, forming a rare product team in the industry with both IT architecture and practical product experience.
With a deep understanding of industry needs, eCloudEdge launched NeoEdge, the industry's first Edge Orchestration Platform. Using advanced edge-cloud IT technologies, it helps customers build secure and reliable system frameworks focused on solving data governance and management challenges during OT/IT integration. This ensures data ownership remains with the enterprise while accelerating digital transformation.
Understanding Cloud-Based Digital Innovation:www.eCloudedge.com




