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Completed2023 — 2025Author

Pushpak Viman

Search-and-rescue UAV and the drone-rover transformation system

One vehicle that drives until the ground runs out and then flies, built for search and rescue in places where GPS does not work and a victim has to be found by heat.

Top 30

Smart India Hackathon 2023

Of 500 teams.

Problem

Search and rescue in a collapsed or GPS-denied environment has two failure modes: the vehicle cannot reach the space, and the victim cannot be seen. Ground robots get blocked; aircraft cannot enter confined spaces or linger.

Thermal and visual detection answers the second problem. The transformation system answers the first.

What I built

A flying search platform, then a vehicle that does not have to choose.

  • Raspberry Pi + Pixhawk + MAVROS airframe with OpenCV and thermal imaging for victim detection
  • Dataset preparation with TensorFlow Lite and YOLOv5 inference
  • Autonomous scan patterns and custom battery management
  • Transformation system: four arms carrying both propellers and geared drive wheels
  • AI-driven visual and thermal detection for GPS-denied environments

Finding someone who cannot be seen

Search and rescue in a collapsed or GPS-denied space has two failure modes — the vehicle cannot reach it, and the victim cannot be seen. The transformation answers the first; thermal answers the second.

  1. Launch over the search area

    Pixhawk and MAVROS on a Raspberry Pi airframe.

  2. Autonomous scan pattern

  3. Can the vehicle reach the space?

    Ground is passable — drive on the geared wheels
    Ground runs out — the same four arms lift it off
  4. Detect

    OpenCV and thermal imaging, with YOLOv5 via TensorFlow Lite on board.

    Thermal signature with visual confirmation — flag it
    Nothing — continue the pattern
  5. Report position to the rescue team

One vehicle, two modes

The patent filing covers the arrangement: four arms carrying both the propellers and geared drive wheels, so neither mode needs separate hardware.

ModeUsesFor
RoverGeared drive wheels on the same four armsRubble, confined spaces, long dwell time
DronePropellers on those armsObstacles the ground cannot cross, overhead search
BothVisual and thermal detection, GPS-denied operationFinding a person who cannot be seen

Limitations and failure modes

  • Prototype and competition scope; not validated in a real rescue deployment.

Gallery

The VTOL search-and-rescue airframe
The VTOL search-and-rescue airframe
Transformation between drone and rover modes
Drone mode
Drone mode
Rover mode
Rover mode

Attribution

Built by me
The airframe integration, detection pipeline, scan patterns and battery management, and the transformation system described in the patent filing.
Based on external research
YOLOv5, TensorFlow Lite, Pixhawk and MAVROS are upstream.

Related

  • OpenDroneKit

    Offline drone inspection — mission planning, flight, geospatial reconstruction and defect intelligence

  • Project MIRA

    Autonomous underwater vehicle