All 35 Smart City AI Models
Every model ships with split-conformal ICP (α=0.10, 90% guaranteed coverage), EU AI Act Art.13 audit trail, and Merkle-anchored evidence.
⚠️ 7 models are classified EU AI Act Annex III (high-risk) — HITL gate enforced, Art.9 production gate active.
Traffic & Mobility (8 models)
TrafficFlowOptimizer
Adaptive signal control + green-wave scheduling (XGBoost + LSTM + RL)
IncidentDetector
Real-time accident / congestion detection (IsolationForest + CNN on CCTV)
ParkingDemandForecaster
On-street / garage occupancy forecast (Prophet + spatial GNN)
PublicTransitOptimizer
Headway and frequency optimisation under OD-matrix demand
MultimodalRoutingEngine
Modal-share optimisation across transit / bike / walk / EV
FreightCorridorPlanner
Heavy-goods routing with ISO 28001 + EU eCMR compliance
EVChargingLoadBalancer
Grid-friendly EV session dispatch (co-optimised with energy)
PedestrianSafetyScorer
Pedestrian-collision risk near schools / markets
Energy Grid (7 models)
EnergyGridOptimizer
Substation load forecast + DR dispatch (LSTM + XGBoost)
RenewableForecaster
Solar + wind generation forecast (Prophet + numerical weather)
DemandResponseAI
Peak-shaving via flex-load orchestration (RL policy)
GridAnomalyDetector
Transformer health + fault prediction
BatteryStorageOptimizer
Battery dispatch under time-of-use + frequency regulation
HeatPumpCoordinator
Heat-pump fleet scheduling (district heating + ESRS E1)
EnergyPoveryScreener
Energy-poverty risk at block level (CSRD ESRS S4)
Emergency & Safety (7 models, 4 high-risk under EU AI Act Annex III)
FloodRiskPredictor ⚠️
Fluvial + pluvial flood early-warning (Graph-NN + weather)
EmergencyResponseCoordinator ⚠️
Multi-agency dispatch (police / fire / medical)
DisasterResilienceScorer ⚠️
Seismic / heatwave vulnerability per district
CrimePatternAnalyser ⚠️
Hotspot prediction with fairness constraints (EU AI Act Art.9)
AirQualityForecaster
PM2.5 + NO₂ + O₃ forecast 72h horizon
NoisePollutionMonitor
Night-time noise exceedance (EU END 2002/49/EC)
PublicHealthSurveillance
Syndromic surveillance + outbreak early-warning
Water & Environment (5 models)
WaterDemandForecaster
Daily demand forecast + leak detection
WastewaterTreatmentOptimizer
Aeration + chemical dosing optimisation
UrbanHeatIslandPredictor
Micro-climate forecast + mitigation planning
WasteRouteOptimizer
Collection route optimisation (ISO 37120 EN22)
BiodiversityScorer
Green-area connectivity + biodiversity score (ESRS E4)
City Brain & Infrastructure (5 models, 3 high-risk)
CityBrainOrchestrator ⚠️
Cross-domain coordinator — publishes to Boardroom BP-097
InfrastructureHealthMonitor
Bridges / tunnels / pipelines fatigue prediction
SpaceMonitorAI ⚠️
Public-space occupancy + behaviour (privacy-preserving)
PrivacyRiskScorer ⚠️
Per-endpoint GDPR / DP-ε compliance scoring
CitizenSentimentAnalyser
Multi-channel sentiment + service-quality signals
ESG & Federation (3 models)
ESGIntelligence
ISO 37120 ⇌ CSRD ESRS auto-mapping (E1/E2/E3/E5/S1)
CityDigitalTwinFederation
BP-106 — FedAvg + DP(ε=0.8) cross-city KPI federation
SovereignManifestValidator
Bell-LaPadula MAC + Dilithium-3 + Ed25519 for air-gapped deployments
All 35 models are published to the Intelligence Bus with typed events (smart_city.*), bound to the 152-expert MoE router (Platform.SMART_CITY), and covered by the 9-Lock IP Protection Engine (BP-094 + BP-105a + BP-106).