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Top 10 Edge Analytics Use Cases
Watch the video
Format: Webinar recording
Duration: 30min
Language: English
Use Case Articles
Articles and webinars covering technical applications of Edge Analytics and Integration for Industry 4.0 and Industrial IoT.
Use Case Examples
Use Case examples and inspiration from clients and projects all over the world. And a couple of in depth examples of IoT Edge Data Flows built in Crosser Flow Studio.
Predictive Maintenance
Scope
- Real-time analytics and Machine Models
- Fragmented Stack of Protocols
- Tag Management
- Notifications and Messaging
Remote Condition Monitoring
Scope
- Streaming Analytics - Connected assets
- Send notifications and updates to service engineers and manufacturers
- Enhanced Security
Connected Machines
Scope
- Collect and
compute data in the field - Reduce bandwidth
- Deadband handling (loss of connectivity)
- Anomaly Detection with Notifications
AI Framework Evaluation
Scope
- Install multiple AI-algorithms
- Testing, and comparison of AI-functions
- Self Service requirements
On-Premise IoT
Scope
- IoT behind factory firewalls
- Docker deployments requirements
- Advanced Machine Models
Process Control Loops
Scope
- Cost reduction when using Cloud services for Industrial use-cases
- Cloud Service Independence
Image recognition AI
Scope
- Real-time image analysis
- Collect data and update AI
- 3rd party Real-time Integration
Real-time integrations and offloading legacy ERP systems
Scope
- Off-loading legacy systems
- Integration to 3rd party systems (legacy)
- Future Proof Legacy Data Center
Remote Water Pollution Measurement
Scope
- 3G/4G bandwidth limitations
- Integration to Big Data Cloud Center
- Event-based Alerts and Notifications
Smart Gateways
Applying smart software to gateways and devices for enhancing and simplifying streaming analytics as part of device offering. Independent, embedded software leverages the total offering of the connected device.
Smart Train Crossing
Sound recognition for smart crossing. Detecting damaged wheels and other issues that may occur during heavy train transports. Need for advanced edge analytics and sending data to the cloud for historical usage...
Smart City Lights
Remote controlled lights for the smart city and road network. Shifting light depending on changes in the surroundings and different need of lights. Smart gateways with a mesh network used to host and help...
Connected Caravans
Building caravans for the future, the manufacturer wanted to future-proof data communication for their products. Connecting products and services within the caravan with digital offerings and enhanced...
Analyze Data with ML
Machine Learning is a very common topic. Using machine models to predicts deviations and faults of the machine.
Anomaly Detection
Another common IoT scenario is anomaly detection within a machine, device or process. These detections often trigger various...
Cleaning & Normalization
A common IoT scenario is collecting data from various sensors and devices. Often communicating with different protocols...