09 - Implementation Roadmap
Phase-wise implementation plan for IoT and hardware integration
Table of Contents
- Project Overview
- Phase 1: Foundation
- Phase 2: Protocol Integration
- Phase 3: Edge Deployment
- Phase 4: Production Rollout
- Resource Requirements
- 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
| Metric | Target |
|---|---|
| Sensor data latency | < 100ms end-to-end |
| System uptime | 99.5% |
| ML prediction accuracy | > 95% |
| Edge offline capability | 24 hours |
| Data sync reliability | 99.9% |
2. Phase 1: Foundation (Weeks 1-3)
Week 1: API Infrastructure
Tasks
- Create
/api/iot/ingestendpoint - Create
/api/iot/batchendpoint - Create
/api/iot/statusendpoint - 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
| Role | Allocation | Responsibilities |
|---|---|---|
| Backend Developer | 100% | API, protocols, gateway |
| DevOps Engineer | 50% | Docker, deployment, monitoring |
| ML Engineer | 25% | Model optimization |
| Frontend Developer | 25% | Dashboard integration |
| QA Engineer | 25% | Testing |
Infrastructure
| Resource | Specification | Cost/Month |
|---|---|---|
| Cloud Server | 4 vCPU, 16GB RAM | $100 |
| InfluxDB Cloud | 10GB storage | $50 |
| MQTT Broker | EMQX Cloud | $30 |
| Edge Hardware | Siemens IOT2050 | $500 (one-time) |
| Test Sensors | pH, Flow, Temp | $2,000 (one-time) |
Budget Summary
| Category | Amount |
|---|---|
| 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
| Risk | Probability | Impact | Mitigation |
|---|---|---|---|
| Hardware compatibility | Medium | High | Test early with actual devices |
| Protocol complexity | Medium | Medium | Use proven libraries |
| Network reliability | High | Medium | Implement offline mode |
| ML accuracy on edge | Low | High | Validate before deployment |
| Security vulnerabilities | Medium | High | Security audit in Week 13 |
Contingency Plans
- Hardware Issues: Have backup devices ready
- Protocol Problems: Fall back to REST polling
- Performance Issues: Scale cloud resources
- Timeline Delays: Prioritize core features
Milestones
| Milestone | Date | Deliverable |
|---|---|---|
| M1: API Complete | Week 3 | Working IoT API |
| M2: Protocols Done | Week 7 | All protocols integrated |
| M3: Edge Ready | Week 11 | Edge deployment working |
| M4: Production | Week 14 | System in production |
Next Steps
- Proceed to 10-TESTING-SIMULATION.md for testing approach
- Return to README.md for overview
Last Updated: December 2024