2016/1/31 unobtrusive assessment of motor patterns during sleep based on mattress indentation...
DESCRIPTION
Introduction 2016/1/31 Inadequate sleep is generally considered as one of the most compelling problems in the industrialized world ◦ Performance ◦ Health ◦ Quality of life Sleep disturbance ◦ Associated with cognitive and emotional stress, or physical discomfortTRANSCRIPT
112/05/03
Unobtrusive Assessment of Motor Patterns During Sleep Based on Mattress Indentation Measurements
Vincent Vincent Verhaert, Bart Haex, , Tom De Wilde,Daniel Berckmans,,Marie Vandekerckhove,Johan Verbraecken, , and Jos Vander Sloten
IEEE IEEE TRANSACTIONS ON ON INFORMATION TECHNOLOGY IN IN BIOMEDICINE, , VOL. . 15, , NO. 5, . 5, SEPTEMBER 2011
Presenter : : Kun-Han JhanAdvisor : : Dr. . Chun-Ju HouDate : : 2013.03.27
OutlineIntroductionMaterials and MethodsResultsDiscussionConclusion
112/05/03
Introduction
112/05/03
Inadequate sleep is generally considered as one of the most compelling problems in the industrialized world◦Performance◦Health◦Quality of life
Sleep disturbance◦Associated with cognitive and emotional stress, or
physical discomfort
Introduction
112/05/03
Sleep system◦Mattress, supporting structure
The main function of sleep systems ◦To support the human body in a way that allow the
muscles and intervertebral discs to recover from nearly continuous loading by day. The shape of the spine A slightly flattened lumbar lordosis
Introduction
112/05/03
The mechanical characteristics of a sleep system should be optimized concerning◦ Body contour◦Weight distribution
Healthy sleep requires the presence of various posture shifts per night◦Posture changes◦Body movements
Introduction
112/05/03
The relationship between sleep disorders and specific movement and posture◦Arousal and sleep fragmentation
Much movement during sleep Restless legs syndrome during sleep Periodic limb movements during sleep
◦Obstructive sleep apnea syndrome(OSAS) Body posture: supine
Introduction
112/05/03
The assessment of body movements and posture shifts during the night◦Polysomnography (PSG)◦Actigraphy◦Video analysis
Literatures ReviewLiteratures ReviewRecently, interest in instrumenting the
bed has grown to study body movements and monitor sleep.
The advantage of this approach◦No equipment has to be mounted on the
subjects themselves
112/05/03
Literatures ReviewLiteratures Review Lu et al. and Tamura et al.◦Assessed changes in bed temperature as an
index of body movement Results◦Leg movements were detected more
accurately than torso movements◦The inherently long reaction time of
temperature sensors making it impossible to discriminate between short
movements
112/05/03
Literatures ReviewLiteratures Review Van der Loos◦54 resistive temperature devices with an array
of 54 force sensitive resistors◦Breathing rate and temperature overnight
Results◦Slept in a supine posture during the entire
night
112/05/03
Literatures ReviewLiteratures Review Chan and coworkers◦ Infrared motion sensors ◦System was capable of monitoring activity in
bed and out of bedResults◦It could not discriminate between a person in
bed and a person near the bed
112/05/03
Purpose
112/05/03
This paper focuses on mattress indentation measurements for the unobtrusive assessment of both body movement and adopted sleep posture during the night.
Materials and MethodsMaterials and Methods
112/05/03
Data CollectionAnalysis of Bed MeasurementsAnalysis of Motor Patterns
Materials and MethodsMaterials and Methods
112/05/03
Sleep systems◦Measure the perpendicular indentation of the
mattress surface in a 2-D grid of 170 points at a sampling rate of 0.5 Hz
mm
Materials and MethodsMaterials and Methods
112/05/03
Fifteen normal subjects (age 17 ~34years)◦Nine males◦Six females◦Body mass indices (BMI): between18.4 and 29.4
kg/m2
Materials and MethodsMaterials and Methods
112/05/03
The experial process◦Registered by the sleep systems◦Activation graphic recordings
sampling rate of 32 Hz◦The subjects were asked in the morning◦Polysomnographic and video recordings served as a
gold standard
Materials and Materials and MethodsMethods
112/05/03
Detection of Body Movements
◦ Zi : potentiometer output
Materials and Materials and MethodsMethods
112/05/03
Classification of Sleep PostureThe indentation measurements into four distinct classes
Prone Supine Left lateral Right lateral
Support vector machines (SVMs)
Materials and Materials and MethodsMethods
112/05/03
Classification of Sleep Posture Features
Shoulder–hip ratio Knee–hip ratio Total indentation Lateral asymmetry index (LAI) Lower leg indentation
Materials and Materials and MethodsMethods
112/05/03
Validationgraphical user interface
Materials and Materials and MethodsMethods
112/05/03
All recorded nights for motor patterns based on the following parameters
◦ Body movements(BM)◦ Postural immobility
ResultsResults- Performance- Performance
112/05/03
Movement Detection◦ Higher sensitivity for movement detection based on
bed measurements
ResultsResults- Performance- Performance
112/05/03
Posture Recognition◦ A training set :139 indentation samples
16 prone 36 Supine:low LAI 44 left lateral:negative asymmetry index 43 right lateral:positive asymmetry index
ResultsResults- Performance- Performance
112/05/03
Posture Recognition◦ The test set consisted of 30 fully recorded nights◦Mattress indentation, video, and PSG recording◦ 10 different persons(six males and four females)
Results-Analysis of Motor Patterns
112/05/03
Analysis of Motor Patterns◦ A total of 60 nights
15 persons(9 males and 6 females, aged 26.1 ± 8.8 years)◦ Recorded and analyzed for body movements and sleep
postures
DiscussionDiscussion
112/05/03
Mattress indentation measurements are useful for the assessment of during sleep
◦ It does not place any burden◦ It captures movements of the entire body◦ Complete set of motion related parameters is
provided
ConclusionConclusion
112/05/03
The sensors in sleep systems to provide accurate on motor patterns during sleep
The knowledge on adopted sleep postures is important
Might be used to advise people on how to change their sleep system settings if their sleep habits change