First Review
A proposed cloud console to plan, launch and watch a mixed fleet of real and simulated drones - with every aircraft moving through one identical path.
Problem
As fleets grow, using different desktop apps for different drones creates dangerous data silos and safety bottlenecks.
Problem
One 915 MHz channel, shared by every drone on it. Drag the slider.
The real question isn't how many drones fit on a map. It's who decides, continuously, which aircraft gets the bandwidth right now.
Literature review · 2023–2026
15 peer reviewed papers. Select a row - scroll for more.
Row 1 is the base paper for this project.
Literature review · base paper and gap
Use case 1 of 3 · asset inspection
Santos et al., Sensors 2024 and Lyu et al., Automation in Construction 2025 both solve UAV inspection perception; neither coordinates the fleet doing the flying.
Use case 2 of 3 · emergency response
Tan and Zhao, Complex & Intelligent Systems 2025 optimise task allocation across a UAV fleet once it's reachable from one place. Making that true in the field is what we propose.
Use case 3 of 3 · public health
Who we design for
Every design decision traces back to one of these four.
Authority is separated by role, not by trust. A planner cannot arm. Only a backend script can grant admin.
Proposed methodology
Rules no module may break, tested in this order.
drone_type check, no DRONE-SIM-* match.MISSION_ACK. Nothing is assumed ready.Build and validation sequence
Proposed system design
Telemetry flows left to right. Select a layer.
Proposed module A · edge gateway
One shared Python core, two shells. Select a radio group.
Proposed module B · backend and telemetry
A slow browser must never slow a drone. Switch paths.
Latency budget, edge to pixel
System Architecture
A four-part topology connecting fleets to operators.
Proposed module C · lifecycle and failsafe
A state machine, not a checklist. Select a stage.