First-Responder Swarm Systems & Mass Casualty Triage

SwarmEmergency defines multi-robot first-responder fleets, autonomous mass-casualty triage, wildfire front mapping, and tactical ad-hoc emergency communication infrastructure.

SwarmEmergency First-Responder Orchestration Architecture

Robotics Core: Emergency Core — Disaster Triage & Hazard Mapping

Autonomous Robotics Nodes & SLAM Controllers

Airborne Thermal Perimeter UAV
Ground Triage AMR Fleet
Ad-Hoc Tactical LTE/5G Pod
NIMS/ICS Command Bridge
Autonomous Evacuation Beacon

Architectural Layers & Navigation Stacks

Layer 1: Perception & SLAM Subsystem (3D LiDAR / RealSense RGB-D / Fast-LIO2 / Cartographer): High-frequency point cloud acquisition, IMU tightly-coupled pre-integration, and sub-centimeter real-time localization in dynamic environments.
Layer 2: Local Navigation & Model Predictive Control (TEB Local Planner / Timed-Elastic Band / Pure Pursuit): Real-time obstacle evasion, non-holonomic kinematic trajectory optimization, and dynamic ISO 3691-4 safety field switching.
Layer 3: Interoperability, Middleware & Fleet Bus (VDA 5050 v2.1 / ROS 2 Jazzy / Eclipse Zenoh / CycloneDDS): Standardized JSON/MQTT order ingestion, zero-copy intra-node IPC, and deterministic low-latency state reporting across multi-vendor fleets.
Layer 4: Swarm Orchestration & Traffic Optimization (Conflict-Based Search (CBS-MAPF) / Dynamic Block Reservation): Centralized or decentralized conflict-free multi-agent path finding, automated opportunity battery charging, and bottleneck mitigation.

Telemetry & Compliance: ±5 mm (Positioning Accuracy) | <8 ms (Fleet Dispatch Latency) | <12 ms (Safety Stop Reaction) | VDA 5050 v2.1 (Open Fleet Standard)

Mass-Casualty Incident Coordination & Hazard Tracking in SwarmEmergency

During catastrophic natural disasters, emergency responders are overwhelmed by rapid fire spreads, collapsed transport routes, and hundreds of casualties. SwarmEmergency coordinates autonomous fleets of air and ground robots to restore situational awareness and save lives.

Core Engineering Areas

Mass-Casualty Incident Triage Swarm Coordination — Automated triage classification dividing casualty treatment priorities across green, yellow, red, and black categories using robotic fleets.
Wildfire and Structure Fire Swarm Containment — Coordinated fleets of aerial drones and ruggedized ground firefighting robots monitoring fire propagation and deploying suppressant.
Emergency Deployable Mesh Infrastructure — Rapidly restorable emergency communication networks deployed by autonomous drones and ground vehicles following infrastructure collapse.

Technical Publications

Related Cluster Architecture Specifications

AMRAgent — Agentic Autonomous Mobile Robots, Edge Mission Planning & Behavioral Trees
AGVSwarm — Automated Guided Vehicle Swarm Logistics, Block-Zone Dispatch & Traffic Control
AGVSync — VDA 5050 Fleet Protocol, Time-Triggered Dispatch & Multi-Vendor Interoperability
AMRSwarm — Decentralized Swarm Intelligence, Spatial Self-Organization & Consensus Navigation