Phase 2 Operations

Adaptive operational intelligence for interacting mountain systems

A shared operational shell for cascading hazard intelligence, terrain state awareness, seismic trigger interpretation, simulation orchestration, and adaptive response workflows.

Operational Surface

First dashboard shell for Phase 2

This route is server-rendered and machine-readable now. The actual operator views, live data, and streaming intelligence workflows hang off the child routes and backend contracts defined in the Phase 2 implementation spec.

Planned route map

  • Hazard OverviewOperational view for evolving instability, current hotspots, and regional prioritization.
  • Interaction GraphCascade relationship explorer for thresholds, amplifications, and downstream propagation.
  • Terrain EvolutionDynamic terrain susceptibility and evolving instability fields across monitored valleys.
  • Seismic ActivityEvent strip, micro-instability stream, trigger reconstruction, and ETA products.
  • Cascade SimulationScenario orchestration, ensemble comparison, inundation products, and blockage evolution.
  • Operational AlertsEscalation logic, uncertainty-aware warning products, acknowledgement, and replay entrypoint.

Implementation baseline

The current shell establishes the public operational entrypoint and a shared route structure. Next steps are FastAPI contracts, event schemas, geospatial state queries, and streaming alert surfaces for real operator use.

The system is positioned as operational intelligence for interacting mountain systems rather than a single-hazard monitoring dashboard.

Core Modules

Phase 2 intelligence engines

Each engine becomes its own bounded service domain, API surface, and dashboard view.

Module 01

Multi-Hazard Cascade Engine

Dynamic cascade graphs for avalanche, rockfall, moraine destabilization, sediment entrainment, blockage formation, and downstream amplification.

Module 02

Seismic Intelligence Engine

Rapid instability detection from valley seismic streams with trigger reconstruction and trigger-to-downstream ETA estimation.

Module 03

Sediment Intelligence System

Operational sediment state estimation for debris availability, entrainment probability, blockage risk, and geomorphic after-instability.

Module 04

Socio-Hydrology Engine

Human-environment interaction graphs that treat road cutting, hydropower, mining, land-use change, and river modification as causal variables.

Module 05

Dynamic Terrain State Engine

Continuously updated instability fields derived from glacier retreat, snow cover, rainfall history, freeze-thaw cycles, moisture, and micro-instability.

Module 06

Operational AI Layer

Explainable anomaly detection, causal attribution, interaction discovery, uncertainty scoring, and adaptive risk prioritization.

Module 07

Real-Time Cascade Simulation Engine

GPU-ready flood, debris, sediment, and blockage simulation using WARP-LBM direction with adaptive timesteps and uncertainty-aware ensembles.

Module 08

Infrastructure Resilience Engine

Exposure, dependency, disruption, and evacuation corridor degradation analysis for hydropower, roads, bridges, tunnels, and settlements.

Module 09

Adaptive Early Warning Engine

Confidence-aware alerts that prioritize rapid instability detection, ETA communication, and adaptive response workflows over deterministic prediction.

Module 10

Mountain Digital Twin

Long-horizon state, replay, simulation, and counterfactual environment for interacting mountain systems.

Scientific Disclaimer

Exploratory operational intelligence research, not autonomous disaster prediction

This framework is exploratory and intended for interdisciplinary operational intelligence research involving hydrology, geomorphology, seismic systems, socio-hydrology, environmental AI, and cascading hazard resilience.