All capabilities
Automotive & Transport Shared-family mapped

RideGuard

Passenger Down — Fall & Medical Event Detection in Transit

Staged passenger-fall research concept; not a medical monitor or emergency driver alert.

Readiness Shared-family mapped

Mapped to a shared offline runtime family and usable with a recording or compatible ESP32 CSI stream.

Evidence Strong theory Supported hypothesis

Published physics or adjacent results support the hypothesis; capability-specific product and site validation are still required.

Runtime family Fall event

Rapid field-change event followed by low motion, using the shared fall-event state machine.

When no ESP32 is connected

No compatible ESP32 stream is connected. Use the bundled Automotive recording; it demonstrates the shared Fall event runtime, not independent proof of this capability.

Intended capability

Evaluate the sensing evidence for “Passenger Down — Fall & Medical Event Detection in Transit” in a stationary, controlled, ground-truthed vehicle study. This is not a vehicle, occupant, child, pet, or driver-safety system.

This describes the intended outcome. Readiness is shared-family mapped, evidence is class B, and a catalog mapping or recording is not proof of this outcome at a real site.

Solution blueprint

See the environment before installing it.

This exact kit is one of 191 first-class designs. It includes geometry, objects, nodes, wording, scenarios, installation, limitations, and catalog-bound readiness.

Shared-family mapped

No rendered revision is available yet.

Bundled recording

A related Automotive scene

This is one recorded vertical scenario. It is not separate validation of every capability in the catalog.

01 The physics

A fall is a high-velocity vertical bulk-motion transient with a characteristic broadband Doppler burst followed by an abrupt transition to a floor-level static or breathing-only channel state; braking-induced sway has a distinct, horizontally-coherent lower-velocity signature.

02 Shared processing path

Doppler transient detection (fall AUC 0.8, class-A core) -> RTI localization of the event to a floor zone -> post-event micro-Doppler breathing check for 'down and responsive vs unresponsive' triage.

This is a capability design path. Components may be shared with other catalog entries; it is not presented as a unique algorithm.

03 Validation plan

OPERAnet and CSI-Bench fall tasks for the detector; own pilot: instrumented bus with staged falls (stunt protocol) during real braking maneuvers to measure false-alarm rate against normal lurching.

04 Commercial hypothesis

Automatic fall evidence and real-time 'passenger down' alerts, camera-free — sold to transit insurers and bus fleet risk managers drowning in slip-and-fall claims.