Heavy Equipment & Industrial Operations · Platform Modernization
Predictive Heavy Equipment Maintenance with AWS IoT
An AWS IoT platform connects heavy equipment telemetry, equipment history, anomaly detection, and predictive models to help maintenance teams identify emerging issues and plan proactive service activities.
AWS IoTEquipment TelemetryPredictive ModelsMaintenance Alerts
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AWS
AWS IoT Predictive Maintenance Platform
Connected
AWS IoT
✓ Enabled
Automated
Equipment Telemetry
✓ Enabled
Scalable
Predictive Models
✓ Enabled
Visible
Maintenance Alerts
✓ Enabled
Project Overview
Predictive Heavy Equipment Maintenance with AWS IoT
An AWS IoT platform connects heavy equipment telemetry, equipment history, anomaly detection, and predictive models to help maintenance teams identify emerging issues and plan proactive service activities.
Industry
Heavy Equipment & Industrial Operations
Platform
AWS IoT Predictive Maintenance Platform
AWS IoT
AWS IoT supports coordinated information, workflows, and operational decision-making.
Equipment Telemetry
Equipment Telemetry supports coordinated information, workflows, and operational decision-making.
Predictive Models
Predictive Models supports coordinated information, workflows, and operational decision-making.
Maintenance Alerts
Maintenance Alerts supports coordinated information, workflows, and operational decision-making.
Business Challenges
Solving Operational Challenges in Heavy Equipment & Industrial Operations
An AWS IoT platform connects heavy equipment telemetry, equipment history, anomaly detection, and predictive models to help maintenance teams identify emerging issues and plan proactive service activities.
01
Reactive Equipment Repairs
Reactive Equipment Repairs creates delays, inconsistent data, or limited visibility that the new platform is designed to address.
02
Fragmented Sensor Data
Fragmented Sensor Data creates delays, inconsistent data, or limited visibility that the new platform is designed to address.
03
Unplanned Downtime Exposure
Unplanned Downtime Exposure creates delays, inconsistent data, or limited visibility that the new platform is designed to address.
04
Limited Asset Health Context
Limited Asset Health Context creates delays, inconsistent data, or limited visibility that the new platform is designed to address.
05
Manual Condition Checks
Manual Condition Checks creates delays, inconsistent data, or limited visibility that the new platform is designed to address.
06
Delayed Maintenance Decisions
Delayed Maintenance Decisions creates delays, inconsistent data, or limited visibility that the new platform is designed to address.
Core Requirements Identified
- Establish equipment sensors with suitable security, integration, and operational controls.
- Establish aws iot core with suitable security, integration, and operational controls.
- Establish edge data collection with suitable security, integration, and operational controls.
- Establish telemetry data lake with suitable security, integration, and operational controls.
- Establish asset health models with suitable security, integration, and operational controls.
- Establish predictive ml inference with suitable security, integration, and operational controls.
Solution Architecture
AWS IoT Predictive Maintenance Platform Solution
Connect · Automate · Monitor · ImproveAn AWS IoT platform connects heavy equipment telemetry, equipment history, anomaly detection, and predictive models to help maintenance teams identify emerging issues and plan proactive service activities.
Core Capabilities
AWS IoT
Equipment Telemetry
Predictive Models
Maintenance Alerts
Architecture
Core Platform Components
Equipment Sensors
Equipment Sensors provides a dedicated platform capability supporting integrated, reliable, and governed operations.
AWS IoT Core
AWS IoT Core provides a dedicated platform capability supporting integrated, reliable, and governed operations.
Edge Data Collection
Edge Data Collection provides a dedicated platform capability supporting integrated, reliable, and governed operations.
Telemetry Data Lake
Telemetry Data Lake provides a dedicated platform capability supporting integrated, reliable, and governed operations.
Asset Health Models
Asset Health Models provides a dedicated platform capability supporting integrated, reliable, and governed operations.
Predictive ML Inference
Predictive ML Inference provides a dedicated platform capability supporting integrated, reliable, and governed operations.
Maintenance Alerts
Maintenance Alerts provides a dedicated platform capability supporting integrated, reliable, and governed operations.
Fleet Health Dashboard
Fleet Health Dashboard provides a dedicated platform capability supporting integrated, reliable, and governed operations.
Implementation Strategy
Five Phases of AWS IoT Predictive Maintenance Platform Delivery
The implementation progresses through discovery, secure foundations, connected capabilities, validation, and operational optimization.
1
Equipment & Data Discovery
- Identify stakeholders, assets, and process requirements
- Map existing data flows and integration dependencies
- Define success criteria and delivery risks
2
AWS IoT Connectivity
- Design scalable architecture and secure access
- Implement integration interfaces and data structures
- Validate data quality and environment readiness
3
Data & Feature Engineering
- Build platform components and automate workflows
- Connect applications, devices, or operational data
- Test reliability and end-to-end functionality
4
Predictive Model Validation
- Configure alerts, analytics, and user experiences
- Validate representative operational scenarios
- Prepare rollout, training, and support workflows
5
Maintenance Workflow Rollout
- Deploy with monitoring and governance controls
- Review exceptions, performance, and adoption
- Continuously refine workflows and platform capability
Transformation
Before vs. After
The solution replaces fragmented experiences with integrated Salesforce workflows and governed data visibility.
Before
Reactive Equipment Repairs limits operational efficiency or visibility.
Fragmented Sensor Data limits operational efficiency or visibility.
Unplanned Downtime Exposure limits operational efficiency or visibility.
Limited Asset Health Context limits operational efficiency or visibility.
Manual Condition Checks limits operational efficiency or visibility.
After
Earlier detection of potential equipment health issues
Unified telemetry visibility across heavy equipment fleets
More informed maintenance scheduling using predictive indicators
Reduced manual inspection dependency through remote monitoring
Better coordination between operators and maintenance teams
Business Impact
Business and Operational Outcomes
Earlier detection of potential equipment health issues
Unified telemetry visibility across heavy equipment fleets
More informed maintenance scheduling using predictive indicators
Reduced manual inspection dependency through remote monitoring
Better coordination between operators and maintenance teams
An AWS IoT platform connects heavy equipment telemetry, equipment history, anomaly detection, and predictive models to help maintenance teams identify emerging issues and plan proactive service activities.
AWS IoT Predictive Maintenance Platform
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