HAKILIX LABS / RESEARCH & INNOVATIONHakilix global
HAKILIX LABS / RESEARCH & IDEAS

Contactless sensing

Investigating the relationship between radio reflections and observable human movement.

Research question

Which motion features can be measured consistently using fixed FMCW radar in different rooms?

Proposed method

Characterise range and radial velocity with controlled targets before attempting activity classification. Test clutter removal, placement sensitivity and multi-person interference separately.

Limitations

Radial velocity depends on movement direction. Occlusion, multipath and limited angular resolution can alter features. A radar return does not directly identify intent or health status.

From a reflection to an observation

A radar measures reflected radio signals. A processing pipeline may estimate distance, movement towards or away from the sensor, and direction where the antenna configuration supports it. These quantities describe aspects of motion; they do not directly measure a person's health, intention or need for care.

Questions about the environment

The proposed evaluation would vary sensor height, orientation, distance and room arrangement. Furniture and reflective surfaces would be documented so that a change in the environment is not confused with a change in movement. Multiple occupants and movement outside the intended sensing area require explicit tests.

Proposed experimental outputs

  • A placement and calibration record for each recording session.
  • An account of usable observation time and excluded segments.
  • Comparisons of candidate features across directions and distances.
  • A catalogue of interference, occlusion and ambiguous observations.

What would count as progress?

Repeatable measurements under specified conditions would support further investigation. Reliable operation in one controlled room would not establish performance in homes, generalisation to other participants or readiness for clinical use. Each of those questions needs its own evaluation.

CONCEPTUAL RESEARCH ARCHITECTURE

From movement to a research question.

A proposed system. No clinical measurements or validation results are shown.

  1. 01Fixed mmWave radar

    Proposed fixed sensing without cameras or wearables.

  2. 02Local signal processing

    Process short signal windows near acquisition.

  3. 03Quality-controlled features

    Retain measurement quality and missing-data indicators.

  4. 04Research analysis

    Interpret observations under a defined research protocol.

Camera-free · Wearable-free · Proposed local processing