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09 - Implementation Roadmap

Phase-wise implementation plan for IoT and hardware integration


Table of Contents

  1. Project Overview
  2. Phase 1: Foundation
  3. Phase 2: Protocol Integration
  4. Phase 3: Edge Deployment
  5. Phase 4: Production Rollout
  6. Resource Requirements
  7. Risk Mitigation

1. Project Overview

Timeline Summary

┌─────────────────────────────────────────────────────────────────────────┐
│ IMPLEMENTATION TIMELINE │
│ │
│ PHASE 1 PHASE 2 PHASE 3 PHASE 4 │
│ Foundation Protocols Edge Production │
│ ───────── ───────── ──── ────────── │
│ │
│ Week 1-3 Week 4-7 Week 8-11 Week 12-14 │
│ │
│ • API Setup • MQTT • Docker • Pilot Deploy │
│ • Database • OPC-UA • TFLite • Monitoring │
│ • WebSocket • Modbus • Offline • Documentation │
│ • Auth • Kepware • Sync • Training │
│ │
└─────────────────────────────────────────────────────────────────────────┘

Success Criteria

MetricTarget
Sensor data latency< 100ms end-to-end
System uptime99.5%
ML prediction accuracy> 95%
Edge offline capability24 hours
Data sync reliability99.9%

2. Phase 1: Foundation (Weeks 1-3)

Week 1: API Infrastructure

Tasks

  • Create /api/iot/ingest endpoint
  • Create /api/iot/batch endpoint
  • Create /api/iot/status endpoint
  • Implement Zod validation schemas
  • Set up API key authentication
  • Configure rate limiting

Deliverables

// File: src/app/api/iot/ingest/route.ts
// File: src/app/api/iot/batch/route.ts
// File: src/app/api/iot/status/route.ts
// File: src/lib/iot/validation.ts
// File: src/middleware/iot-auth.ts

Acceptance Criteria

  • API accepts sensor readings via POST
  • Validation rejects malformed data
  • API key authentication works
  • Rate limiting prevents abuse

Week 2: Database & Storage

Tasks

  • Set up InfluxDB instance
  • Create database schemas
  • Implement write functions
  • Implement query functions
  • Set up Redis for caching
  • Configure retention policies

Deliverables

// File: src/lib/influxdb/client.ts
// File: src/lib/influxdb/queries.ts
// File: src/lib/redis/cache.ts
// File: docker-compose.db.yml

Acceptance Criteria

  • Sensor data persists to InfluxDB
  • Queries return historical data
  • Redis caches latest readings
  • Retention policies auto-delete old data

Week 3: Real-time Communication

Tasks

  • Implement WebSocket server
  • Create client-side hook
  • Set up room-based subscriptions
  • Implement broadcast functions
  • Add connection monitoring
  • Test with dashboard

Deliverables

// File: src/lib/iot/websocket-server.ts
// File: src/hooks/useIoTSocket.ts
// File: src/components/iot/LiveSensorDisplay.tsx

Acceptance Criteria

  • Dashboard receives real-time updates
  • Multiple clients can subscribe
  • Reconnection works automatically
  • Latency < 50ms

3. Phase 2: Protocol Integration (Weeks 4-7)

Week 4: MQTT Integration

Tasks

  • Set up EMQX broker
  • Implement MQTT client service
  • Define topic structure
  • Create message parsers
  • Bridge MQTT to WebSocket
  • Test with MQTT simulator

Deliverables

// File: src/lib/iot/mqtt-client.ts
// File: src/lib/iot/mqtt-bridge.ts
// File: docker-compose.mqtt.yml

Acceptance Criteria

  • MQTT messages flow to API
  • Topic wildcards work
  • QoS 1 ensures delivery
  • Reconnection is automatic

Week 5: OPC-UA Integration

Tasks

  • Implement OPC-UA client
  • Create node subscription system
  • Handle data type conversions
  • Implement security modes
  • Test with Prosys simulator
  • Document node mapping

Deliverables

// File: src/lib/iot/opcua-client.ts
// File: src/lib/iot/opcua-mapper.ts
// File: docs/opcua-node-mapping.md

Acceptance Criteria

  • Connect to OPC-UA server
  • Subscribe to multiple nodes
  • Data changes trigger callbacks
  • Security modes configurable

Week 6: Modbus Integration

Tasks

  • Implement Modbus TCP client
  • Implement Modbus RTU client
  • Create register mapping
  • Handle data type conversions
  • Implement polling service
  • Test with Modbus simulator

Deliverables

// File: src/lib/iot/modbus-client.ts
// File: src/lib/iot/modbus-mapper.ts
// File: config/modbus-registers.json

Acceptance Criteria

  • Read holding registers
  • Write registers (setpoints)
  • Polling interval configurable
  • Error handling robust

Week 7: Unified Gateway

Tasks

  • Create IoT Gateway service
  • Implement protocol abstraction
  • Add data transformation layer
  • Create configuration system
  • Implement health monitoring
  • Integration testing

Deliverables

// File: src/lib/iot/iot-gateway.ts
// File: src/lib/iot/data-transformer.ts
// File: config/iot-gateway.yml

Acceptance Criteria

  • All protocols work together
  • Single configuration file
  • Health endpoint reports status
  • Graceful degradation on failures

4. Phase 3: Edge Deployment (Weeks 8-11)

Week 8: Docker Containerization

Tasks

  • Create edge Dockerfile
  • Create ML inference Dockerfile
  • Write docker-compose.edge.yml
  • Optimize image sizes
  • Test on x86 and ARM
  • Create deployment scripts

Deliverables

# File: Dockerfile.edge
# File: ml/Dockerfile.tflite
# File: docker-compose.edge.yml
# File: scripts/deploy-edge.sh

Acceptance Criteria

  • Images build successfully
  • Containers start correctly
  • ARM compatibility verified
  • Image size < 500MB total

Week 9: ML Model Optimization

Tasks

  • Convert models to TFLite
  • Implement quantization
  • Create inference server
  • Benchmark performance
  • Validate accuracy
  • Document model versions

Deliverables

# File: ml/convert_to_tflite.py
# File: ml/inference_server.py
# File: models/water_quality_model.tflite

Acceptance Criteria

  • Model size < 5MB
  • Inference time < 50ms
  • Accuracy loss < 2%
  • Works on edge hardware

Week 10: Offline Capability

Tasks

  • Implement local data buffer
  • Create offline alert system
  • Build sync service
  • Handle conflict resolution
  • Test offline scenarios
  • Implement recovery

Deliverables

// File: src/edge/local-buffer.ts
// File: src/edge/offline-alerts.ts
// File: src/edge/cloud-sync.ts

Acceptance Criteria

  • 24-hour offline operation
  • Local alerts work offline
  • Data syncs when online
  • No data loss on reconnect

Week 11: Edge Testing

Tasks

  • Deploy to test hardware
  • Run stress tests
  • Test failover scenarios
  • Measure resource usage
  • Fix identified issues
  • Document edge setup

Deliverables

# File: docs/edge-setup-guide.md

# File: docs/edge-troubleshooting.md

# File: tests/edge-integration.test.ts

Acceptance Criteria

  • 72-hour stability test passes
  • Memory usage stable
  • CPU usage < 50%
  • All edge features work

5. Phase 4: Production Rollout (Weeks 12-14)

Week 12: Pilot Deployment

Tasks

  • Select pilot site
  • Install edge hardware
  • Configure sensors
  • Deploy software
  • Monitor initial operation
  • Gather feedback

Deliverables

# File: docs/pilot-deployment-report.md

# File: docs/sensor-installation-guide.md

Acceptance Criteria

  • System operational at pilot site
  • Data flowing to cloud
  • Predictions generating
  • No critical issues

Week 13: Monitoring & Optimization

Tasks

  • Set up Grafana dashboards
  • Configure alerting
  • Implement logging
  • Performance tuning
  • Security audit
  • Load testing

Deliverables

# File: grafana/dashboards/iot-overview.json
# File: grafana/alerts/critical-alerts.yml
# File: docs/monitoring-guide.md

Acceptance Criteria

  • Dashboards show all metrics
  • Alerts trigger correctly
  • Logs searchable
  • Performance meets SLA

Week 14: Documentation & Training

Tasks

  • Complete API documentation
  • Write user guides
  • Create training materials
  • Record demo videos
  • Prepare handoff docs
  • Final review

Deliverables

# File: docs/api-reference.md

# File: docs/user-guide.md

# File: docs/admin-guide.md

# File: docs/troubleshooting.md

Acceptance Criteria

  • All docs complete
  • Training delivered
  • Client sign-off
  • Project closure

6. Resource Requirements

Team

RoleAllocationResponsibilities
Backend Developer100%API, protocols, gateway
DevOps Engineer50%Docker, deployment, monitoring
ML Engineer25%Model optimization
Frontend Developer25%Dashboard integration
QA Engineer25%Testing

Infrastructure

ResourceSpecificationCost/Month
Cloud Server4 vCPU, 16GB RAM$100
InfluxDB Cloud10GB storage$50
MQTT BrokerEMQX Cloud$30
Edge HardwareSiemens IOT2050$500 (one-time)
Test SensorspH, Flow, Temp$2,000 (one-time)

Budget Summary

CategoryAmount
Development (14 weeks)$35,000
Infrastructure (3 months)$540
Hardware (one-time)$2,500
Contingency (15%)$5,700
Total$43,740

7. Risk Mitigation

Risk Matrix

RiskProbabilityImpactMitigation
Hardware compatibilityMediumHighTest early with actual devices
Protocol complexityMediumMediumUse proven libraries
Network reliabilityHighMediumImplement offline mode
ML accuracy on edgeLowHighValidate before deployment
Security vulnerabilitiesMediumHighSecurity audit in Week 13

Contingency Plans

  1. Hardware Issues: Have backup devices ready
  2. Protocol Problems: Fall back to REST polling
  3. Performance Issues: Scale cloud resources
  4. Timeline Delays: Prioritize core features

Milestones

MilestoneDateDeliverable
M1: API CompleteWeek 3Working IoT API
M2: Protocols DoneWeek 7All protocols integrated
M3: Edge ReadyWeek 11Edge deployment working
M4: ProductionWeek 14System in production

Next Steps


Last Updated: December 2024