All capabilities
Elderly Care Shared-family mapped

The bed is actually empty

Bed-Vacancy Certainty: Night Elopement Gate

mmWave-assisted bed-occupancy pilot; it cannot certify an empty bed or resident safety.

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 Presence

Calibrated motion and presence score from CSI variance and change statistics.

When no ESP32 is connected

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

Intended capability

Evaluate the sensing evidence for “Bed-Vacancy Certainty: Night Elopement Gate” in a consented study using staged events and independent reference observations. This is not a care decision, fall prediction, emergency response, or proof of resident safety.

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 Elderly scene

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

01 The physics

The LD2410C holds a breathing occupant as a static micro-motion target at bed range (well inside its 4-6 m static envelope); sustained absence of both moving and static energy across the bed-range gates is therefore honest evidence of vacancy, scoped to the aimed cone. The CSI mesh supplies room and corridor context, so 'bed empty' escalates to 'bed empty plus exit-side motion' rather than a bare timer.

02 Shared processing path

LD2410 per-gate static+moving energy at bed range -> vacancy hold timer (all bed gates at noise floor for T) -> CSI room/corridor motion context -> elopement escalation with bed-vacancy certificate attached

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

Overnight trials in a mock bedroom: occupied-still (sleeping volunteer), empty, and on-floor-beside-bed cases; false-vacant rate measured against fans, curtains and bedding settling; 0-65 s absence-hold tuning validated against real exit events.

04 Commercial hypothesis

'The bed is actually empty' — for memory-care directors who need vacancy certainty behind their wander alarms, not a sensor that stopped seeing motion.