Edge intelligence
Exploring compact models that process movement features near the sensor.
INDEPENDENT QUESTIONS. RESPONSIBLE RESEARCH.Understanding movement.
Understanding movement.
Respecting independence.
We explore how camera-free, wearable-free sensing and edge intelligence could help us understand mobility. Discover the proposed Hakilix Care research framework and the engineering behind it.
Contactless sensing Edge intelligence Responsible design
Follow the questions 01 / RESEARCH THEMESBetter questions.
Better questions.
A more considered future.
From the physics of radio reflections to the interpretation of movement: our work starts with questions that can be tested.
Hakilix Care: contactless mobility intelligence
A proposed research framework for fixed radar sensing, mobility measurement and responsible edge intelligence.
Mobility over time
Research questions about within-person patterns, missing observations and uncertainty.
FEATURED RESEARCH FRAMEWORKHakilix Care.
Hakilix Care.
Movement, understood.
A proposed investigation into fixed radar sensing and longitudinal mobility. Explore the rationale, experimental design, evaluation metrics and ethical questions.
Read the research frameworkProposed research · No clinical validation claimed
FIXED SENSOR / CONCEPTUAL FIELDLOCAL FEATURES → RESEARCH QUESTIONS
02 / ENGINEERING IN THE OPEN
All projects Ideas, expressed in code.
Hakilix interface prototype
A care-support interface prototype with simulated digital-twin workflows. Its clinical-record functions are not part of this research website.
Explore the workHakilix Core
Research-oriented edge and backend prototype. The repository documents simulated hardware inputs. Clinical validation is not independently established.
Explore the workDigital phenotyping platform
Research platform documentation for non-optical home phenotyping and longitudinal baselines. Proposed study phases must not be interpreted as completed studies.
Explore the workFrom movement to a research question.
A proposed system. No clinical measurements or validation results are shown.
- 01Fixed mmWave radar
Proposed fixed sensing without cameras or wearables.
- 02Local signal processing
Process short signal windows near acquisition.
- 03Quality-controlled features
Retain measurement quality and missing-data indicators.
- 04Research analysis
Interpret observations under a defined research protocol.
Camera-free · Wearable-free · Proposed local processing
03 / NOTES & PERSPECTIVES
Latest updates Thinking in progress.
Evaluation before prediction
Why a fall-event classifier is not evidence of future fall prediction.
Explore the workA research-first approach to Hakilix Care
Setting out the questions, evidence boundaries and engineering direction.
Explore the work04 / THE READING ROOM
Full bibliography A foundation in published work.
Radar-Based Fall Detection: A Survey
A review of radar representations, classification approaches and the challenges of reliable real-world fall detection.
Explore publicationMonitoring gait at home with radio waves in Parkinson’s disease: A marker of severity, progression, and medication response
An observational study examining passive radio-based gait measures and their association with disease assessments over time.
Explore publicationWalking Step Monitoring with a Millimeter-Wave Radar in Real-Life Environment for Disease and Fall Prevention for the Elderly
An investigation of radar-derived walking patterns and step timing against reference measurements.
Explore publicationLET’S EXPLORE A QUESTION TOGETHERResearch begins
Contact the team Research begins
with a conversation.
We welcome enquiries about future supervision, research collaboration and engineering. Explore our opportunities page for verified listings.
A GUIDE TO THE WORK
Research, explained clearly.
Understand the questions, examine the engineering and follow the evidence to its original source.
What is Hakilix Care?
Hakilix Care is a proposed research framework exploring fixed radar sensing, mobility features and local intelligence. The current website explains research questions and engineering work. It does not establish a validated monitoring service.
What does camera-free and wearable-free mean?
The proposed sensing architecture uses fixed radar rather than optical cameras and does not require a person to wear a device. Consent, access controls and careful handling of movement data remain necessary.
Are the scientific papers written by Hakilix?
The current bibliography contains independent scientific literature credited to its original authors. A paper informs a research question; it does not validate a different system or imply a collaboration with its authors.
How should I interpret a GitHub project?
A repository documents software and engineering materials. Check its README, development status, licence and use of simulated inputs. Public availability does not establish peer review, regulatory approval or clinical effectiveness.
Can I discuss supervision or collaboration?
Yes. Enquiries about future research supervision, methods and software engineering are welcome through the contact page. A conversation does not imply an existing institutional partnership, funded project or university admission.
Can I contribute participant or patient data?
Please do not submit health records or identifiable participant data through the contact form. Any future collection would require a defined protocol, appropriate review, consent and an agreed secure transfer process.