Operational Process AutomationPurpose
1.2. Minimize unplanned downtime by generating alerts for anomalies, thresholds breaches, or patterns associated with maintenance needs.
1.3. Integrate smart monitoring across pumps, feeders, filters, aeration devices, and water quality instruments.
1.4. Automate maintenance scheduling and engineer dispatch based on predictive analytics for fish farm equipment.
1.5. Enhance equipment lifespan and reduce operating costs by data-driven preventive actions.
Trigger Conditions
2.2. AI or ML model predicts imminent component failure based on historical operation data.
2.3. Device health checks identify error codes or repeated restarts in PLCs or IoT modules.
2.4. Scheduled equipment diagnostics report degradation exceeding tolerance bands.
2.5. Manual technician input or scheduled routine triggers maintenance review automation.
Platform Variants
• Feature: Device Rule Action — Set rule to forward flagged telemetry data to predictive maintenance Lambda function.
3.2. Microsoft Azure IoT Hub
• Feature: Device Twin Desired/Reported Properties — Trigger Stream Analytics job to flag equipment above risk thresholds.
3.3. Google Cloud IoT Core
• Feature: Pub/Sub Topic — Subscribe maintenance topics for anomaly alerts and alert route to workflows.
3.4. Siemens MindSphere
• Service: Asset Health Monitoring — Configure rule-based notifications on dashboard alerts.
3.5. IBM Maximo Application Suite
• Feature: Predictive Maintenance API — Create alerts for assets based on risk scoring endpoint.
3.6. PTC ThingWorx
• API: Alert Subscription — Assign maintenance alert actions to monitored Thing properties.
3.7. SAP Predictive Asset Insights
• Service: Analytics Scenario — Rule authoring for pushing email/SMS on risk detection.
3.8. Schneider EcoStruxure
• Feature: Equipment Insight — Configure mobile push alerting for sensor exceptions.
3.9. Rockwell Automation FactoryTalk Analytics
• API: Notification Configuration — Set up message dispatch triggered by predictive asset algorithms.
3.10. Honeywell Forge
• Feature: Equipment Health Advisor — Enable REST callback for anomaly detection outputs.
3.11. GE Digital Predix
• API: Event Service — Register listener for maintenance-needed events.
3.12. Ignition SCADA
• Capability: Alarm Notification Pipeline — Route predictive alarms to email, SMS, or maintenance ticketing.
3.13. Twilio SMS
• API: SendMessage — Auto-send critical predictive maintenance SMS when anomaly detected.
3.14. Slack
• Incoming Webhook — Notify operations channel for rapid escalation.
3.15. PagerDuty
• Event API — Trigger immediate incident for maintenance team via predictive alert.
3.16. Microsoft Teams
• Connector: Incoming Webhook — Post prevention alert cards in defined maintenance channels.
3.17. ServiceNow
• Feature: Incident Creation API — Auto-raise maintenance tickets on anomaly detection.
3.18. Zendesk
• API: Ticket Create — Open predictive service tickets for equipment flagged by analytics.
3.19. Splunk
• Feature: Alert Action Webhook — Push alerts for trending equipment failures based on real-time analytics.
3.20. Google Sheets
• API: Append Row — Log and track each predictive alert generated for equipment, forming maintenance history logs.
Benefits
4.2. Drives cost savings through proactive repairs.
4.3. Enables full maintenance audit trail and data-driven service optimization.
4.4. Reduces risks to fish stock by maintaining optimal operational environment.
4.5. Streamlines workflow for technicians and managers, deploying automation at scale.