Accelerometry: a technique for quantifying movement patterns during walking.

The popularity of using accelerometer-based systems to quantify human movement patterns has increased in recent years for clinicians and researchers alike. The benefits of using accelerometers compared to more traditional gait analysis instruments include low cost; testing is not restricted to a laboratory environment; accelerometers are small, therefore walking is relatively unrestricted; and direct measurement of 3D accelerations eliminate errors associated with differentiating displacement and velocity data. However, accelerometry is not without its disadvantages, an issue which is scarcely reported in gait analysis literature. This paper reviews the use of accelerometer technology to investigate gait-related movement patterns, and addresses issues of acceleration measurement important for experimental design. An overview of accelerometer mechanics is provided before illustrating specific experimental conditions necessary to ensure the accuracy of gait-related acceleration measurement. A literature review is presented on how accelerometry has been used to examine basic temporospatial gait parameters, shock attenuation, and segmental accelerations of the body during walking. The output of accelerometers attached to the upper body has provided useful insights into the motor control of normal walking, age-related differences in dynamic postural control, and gait patterns in people with movement disorders.

[1]  Celeste A. Sartor,et al.  Critical kinematic events occurring in the trunk during walking , 1999 .

[2]  A J van den Bogert,et al.  An analysis of hip joint loading during walking, running, and skiing. , 1999, Medicine and science in sports and exercise.

[3]  J. O'Connor,et al.  Heelstrike and the pathomechanics of osteoarthrosis: a pilot gait study. , 2003, Journal of biomechanics.

[4]  G. Wu,et al.  The study of kinematic transients in locomotion using the integrated kinematic sensor. , 1996, IEEE transactions on rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society.

[5]  R. Elble Gravitational artifact in accelerometric measurements of tremor , 2005, Clinical Neurophysiology.

[6]  Steven Morrison,et al.  Lumbar and cervical erector spinae fatigue elicit compensatory postural responses to assist in maintaining head stability during walking. , 2006, Journal of applied physiology.

[7]  Jorunn L Helbostad,et al.  Estimation of gait cycle characteristics by trunk accelerometry. , 2004, Journal of biomechanics.

[8]  H. Woltring On optimal smoothing and derivative estimation from noisy displacement data in biomechanics , 1985 .

[9]  S. Shabat,et al.  Attenuation of spinal transients at heel strike using viscoelastic heel insoles: an in vivo study. , 2004, Preventive medicine.

[10]  C Frigo,et al.  The upper body segmental movements during walking by young females. , 2003, Clinical biomechanics.

[11]  H. Broman,et al.  Resonant frequency of a pin-accelerometer system mounted in bone. , 1995, Journal of biomechanics.

[12]  A. Thorstensson,et al.  Trunk movements in human locomotion. , 1984, Acta physiologica Scandinavica.

[13]  J. Dingwell,et al.  Nonlinear time series analysis of normal and pathological human walking. , 2000, Chaos.

[14]  Ewald M. Hennig,et al.  Relationships between Ground Reaction Force and Tibial Bone Acceleration Parameters , 1991 .

[15]  R. Moe-Nilssen Test-retest reliability of trunk accelerometry during standing and walking. , 1998, Archives of physical medicine and rehabilitation.

[16]  G M Lyons,et al.  A description of an accelerometer-based mobility monitoring technique. , 2005, Medical engineering & physics.

[17]  M Heyns,et al.  Shock absorption potential of different mouth guard materials. , 1999, The Journal of prosthetic dentistry.

[18]  Turgut Meydan Recent trends in linear and angular accelerometers , 1997 .

[19]  Robert Puers,et al.  A telemetry system for the detection of hip prosthesis loosening by vibration analysis , 2000 .

[20]  Kamiar Aminian,et al.  Capturing human motion using body‐fixed sensors: outdoor measurement and clinical applications , 2004, Comput. Animat. Virtual Worlds.

[21]  Jorunn L Helbostad,et al.  Interstride trunk acceleration variability but not step width variability can differentiate between fit and frail older adults. , 2005, Gait & posture.

[22]  Mark Latt,et al.  Walking speed, cadence and step length are selected to optimize the stability of head and pelvis accelerations , 2007, Experimental Brain Research.

[23]  G. Lyons,et al.  The use of accelerometry to detect heel contact events for use as a sensor in FES assisted walking. , 2003, Medical engineering & physics.

[24]  K. Holt,et al.  Low frequency shock absorption in human walking , 1997 .

[25]  K. Yamakoshi,et al.  A new portable device for ambulatory monitoring of human posture and walking velocity using miniature accelerometers and gyroscope , 2004, The 26th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[26]  A. Voloshin,et al.  An in vivo study of low back pain and shock absorption in the human locomotor system. , 1982, Journal of biomechanics.

[27]  R S Barrett,et al.  Upper body accelerations during walking in healthy young and elderly men. , 2004, Gait & posture.

[28]  David A. Winter,et al.  Signal processing and linear systems for the movement sciences , 1997 .

[29]  Hamish G MacDougall,et al.  Marching to the beat of the same drummer: the spontaneous tempo of human locomotion. , 2005, Journal of applied physiology.

[30]  H. Yack,et al.  Dynamic stability in the elderly: identifying a possible measure. , 1993, Journal of gerontology.

[31]  J E Smeathers,et al.  Measurement of transmissibility for the human spine during walking and running. , 1989, Clinical biomechanics.

[32]  At L Hof,et al.  Handling of impact forces in inverse dynamics. , 2006, Journal of biomechanics.

[33]  Steven Morrison,et al.  Age-related differences in head and trunk coordination during walking. , 2005, Human movement science.

[34]  J R Morris,et al.  Accelerometry--a technique for the measurement of human body movements. , 1973, Journal of biomechanics.

[35]  H J HOLMQUEST,et al.  Accelerographic study of gait. , 1962, Archives of physical medicine and rehabilitation.

[36]  Peter H Veltink,et al.  Accelerometer and rate gyroscope measurement of kinematics: an inexpensive alternative to optical motion analysis systems. , 2002, Journal of biomechanics.

[37]  B. Nigg,et al.  Muscle activity in the leg is tuned in response to impact force characteristics. , 2004, Journal of biomechanics.

[38]  E. Isakov,et al.  Shock accelerations and attenuation in downhill and level running. , 2000, Clinical biomechanics.

[39]  Steven Morrison,et al.  The role of the neck and trunk in facilitating head stability during walking , 2006, Experimental Brain Research.

[40]  Karl M. Newell,et al.  Bilateral organization of physiological tremor in the upper limb , 1999, European Journal of Applied Physiology and Occupational Physiology.

[41]  H. P. Crowell,et al.  Lower extremity stiffness: implications for performance and injury. , 2003, Clinical biomechanics.

[42]  Glen M Davis,et al.  Performance of orientation sensors for use with a functional electrical stimulation mobility system. , 2005, Journal of biomechanics.

[43]  J. Petrofsky,et al.  Autonomic, endothelial function and the analysis of gait in patients with type 1 and type 2 diabetes , 2005, Acta Diabetologica.

[44]  D A Winter,et al.  An integrated EMG/biomechanical model of upper body balance and posture during human gait. , 1993, Progress in brain research.

[45]  Z Ladin,et al.  Combining position and acceleration measurements for joint force estimation. , 1991, Journal of biomechanics.

[46]  J. Staudenmayer,et al.  Development of novel techniques to classify physical activity mode using accelerometers. , 2006, Medicine and science in sports and exercise.

[47]  A Cappozzo,et al.  Low frequency self-generated vibration during ambulation in normal men. , 1982, Journal of biomechanics.

[48]  Jyoti K. Sinha,et al.  On standardisation of calibration procedure for accelerometer , 2005 .

[49]  J E Smeathers,et al.  Shock Absorption by the Spinal Column in Normals and in Ankylosing Spondylitis , 1989, Proceedings of the Institution of Mechanical Engineers. Part H, Journal of engineering in medicine.

[50]  J. Dufek,et al.  Characteristics of shock attenuation during fatigued running , 2003, Journal of sports sciences.

[51]  G. Cavagna,et al.  External work in walking. , 1963, Journal of applied physiology.

[52]  Howard Gage,et al.  Accelerographic analysis of human gait , 1967 .

[53]  R. Fitzpatrick,et al.  Acceleration patterns of the head and pelvis when walking on level and irregular surfaces. , 2003, Gait & posture.

[54]  R Williamson,et al.  Gait event detection for FES using accelerometers and supervised machine learning. , 2000, IEEE transactions on rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society.

[55]  R. Moe-Nilssen,et al.  Trunk accelerometry as a measure of balance control during quiet standing. , 2002, Gait & posture.

[56]  Y. Schutz,et al.  A new accelerometric method to assess the daily walking practice , 2002, International Journal of Obesity.

[57]  D J Pratt,et al.  Skeletal transients during heel and toe strike running and the effectiveness of some materials in their attenuation. , 1988, Clinical biomechanics.

[58]  Steven M. Pincus Assessing Serial Irregularity and Its Implications for Health , 2001, Annals of the New York Academy of Sciences.

[59]  J S Arora,et al.  Accelerographic, temporal, and distance gait factors in below-knee amputees. , 1977, Physical therapy.

[60]  H P Wölfel,et al.  Determination of vibration-related spinal loads by numerical simulation. , 2001, Clinical biomechanics.

[61]  J P Albright,et al.  An automated accelerometry system for gait analysis. , 1977, Journal of biomechanics.

[62]  Scott E Crouter,et al.  A novel method for using accelerometer data to predict energy expenditure. , 2006, Journal of applied physiology.

[63]  B M Nigg,et al.  A method for inverse dynamic analysis using accelerometry. , 1996, Journal of biomechanics.

[64]  Kelly R Evenson,et al.  Accelerometer use in physical activity: best practices and research recommendations. , 2005, Medicine and science in sports and exercise.

[65]  K. Newell,et al.  Changing complexity in human behavior and physiology through aging and disease , 2002, Neurobiology of Aging.

[66]  M. Lafortune,et al.  Transfer function between tibial acceleration and ground reaction force. , 1995, Journal of biomechanics.

[67]  K. Aminian,et al.  Temporal feature estimation during walking using miniature accelerometers: an analysis of gait improvement after hip arthroplasty , 1999, Medical & Biological Engineering & Computing.

[68]  Peter H. Veltink,et al.  Measuring orientation of human body segments using miniature gyroscopes and accelerometers , 2005, Medical and Biological Engineering and Computing.

[69]  H.J. Stam,et al.  Automated estimation of initial and terminal contact timing using accelerometers; development and validation in transtibial amputees and controls , 2005, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[70]  G.A.L. Meijer,et al.  Methods to assess physical activity with special reference to motion sensors and accelerometers , 1991, IEEE Transactions on Biomedical Engineering.

[71]  H.B.K. Boom,et al.  Automatic stance-swing phase detection from accelerometer data for peroneal nerve stimulation , 1990, IEEE Transactions on Biomedical Engineering.

[72]  J. Hamill,et al.  Shock attenuation and stride frequency during running , 1995 .

[73]  Arkady Voloshin,et al.  Cyclic impacts on heel strike: A possible biomechanical factor in the etiology of degenerative disease of the human locomotor system , 2004, Archives of orthopaedic and traumatic surgery.

[74]  L. Klenerman,et al.  Skeletal transients on heel strike in normal walking with different footwear. , 1980, Journal of biomechanics.

[75]  R. Moe-Nilssen,et al.  Test-retest reliability of trunk accelerometric gait analysis. , 2004, Gait & posture.

[76]  Toshiyo Tamura,et al.  Fractal dynamics of body motion in patients with Parkinson's disease , 2004, Journal of neural engineering.

[77]  T Togawa,et al.  Classification of waist-acceleration signals in a continuous walking record. , 2000, Medical engineering & physics.

[78]  H J Hillstrom,et al.  Acceleration of the calcaneus at heel strike in neutrally aligned and pes planus feet. , 2001, Clinical biomechanics.

[79]  R. Moe-Nilssen,et al.  A new method for evaluating motor control in gait under real-life environmental conditions. Part 1: The instrument. , 1998, Clinical biomechanics.

[80]  M. Akay,et al.  Discrimination of walking patterns using wavelet-based fractal analysis , 2002, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[81]  R. Fitzpatrick,et al.  Age-related differences in walking stability. , 2003, Age and ageing.

[82]  M. Lafortune,et al.  Differential shock transmission response of the human body to impact severity and lower limb posture. , 1996, Journal of biomechanics.

[83]  D. Winter,et al.  Assessment of balance control in humans. , 1990, Medical progress through technology.

[84]  P. Devita,et al.  Individual effects of stride length and frequency on shock attenuation during running. , 2003, Medicine and science in sports and exercise.

[85]  J. Kavanagh,et al.  Coordination of head and trunk accelerations during walking , 2005, European Journal of Applied Physiology.

[86]  M. Akay,et al.  Investigating body motion patterns in patients with Parkinson's disease using matching pursuit algorithm , 2006, Medical and Biological Engineering and Computing.

[87]  Timothy S Miles,et al.  Postural stability of the human mandible during locomotion. , 2003, Journal of biomechanics.

[88]  S M Pincus,et al.  Irregularity and asynchrony in biologic network signals. , 2000, Methods in enzymology.

[89]  B. K. N. Rao,et al.  Some Studies on the Measurement of Head and Shoulder Vibration During Walking , 1975 .

[90]  P. Cavanagh,et al.  Increased variability of continuous overground walking in neuropathic patients is only indirectly related to sensory loss. , 2001, Gait & posture.

[91]  Y. Yamada,et al.  Analysis of head movements coupled with trunk drift in healthy subjects , 2006, Medical and Biological Engineering and Computing.

[92]  H. Menz,et al.  A physiological profile approach to falls risk assessment and prevention. , 2003, Physical therapy.

[93]  Eli Isakov,et al.  Effect of fatigue on leg kinematics and impact acceleration in long distance running , 2000 .

[94]  A. Berthoz,et al.  Head stabilization during various locomotor tasks in humans , 1990, Experimental Brain Research.

[95]  J. Bussmann,et al.  Analysis and decomposition of signals obtained by thigh-fixed uni-axial accelerometry during normal walking , 2000, Medical and Biological Engineering and Computing.

[96]  F. Guillon,et al.  VERTICAL VIBRATION TRANSMISSION THROUGH THE LUMBAR SPINE OF THE SEATED SUBJECT—FIRST RESULTS , 1998 .

[97]  R. Moe-Nilssen,et al.  A new method for evaluating motor control in gait under real-life environmental conditions. Part 2: Gait analysis. , 1998, Clinical biomechanics.

[98]  M Akay,et al.  Fractal dynamics of body motion in post-stroke hemiplegic patients during walking , 2004, Journal of neural engineering.

[99]  E. Hirasaki,et al.  Analysis of head and body movements of elderly people during locomotion. , 1993, Acta oto-laryngologica. Supplementum.

[100]  M. Lafortune Three-dimensional acceleration of the tibia during walking and running. , 1991, Journal of biomechanics.

[101]  R. Barrett,et al.  Swing phase mechanics of healthy young and elderly men. , 2001, Human movement science.

[102]  A. T. Nelson,et al.  Sagittal plane analysis of head, neck, and trunk kinematics and electromyographic activity during locomotion. , 2001, The Journal of orthopaedic and sports physical therapy.

[103]  Hylton B Menz,et al.  Walking stability and sensorimotor function in older people with diabetic peripheral neuropathy. , 2004, Archives of physical medicine and rehabilitation.

[104]  V. van der Meer,et al.  Accuracy of Objective Ambulatory Accelerometry in Detecting Motor Complications in Patients With Parkinson Disease , 2004, Clinical neuropharmacology.

[105]  Angelo M. Sabatini,et al.  Assessment of walking features from foot inertial sensing , 2005, IEEE Transactions on Biomedical Engineering.

[106]  Henk J. Stam,et al.  Sensitivity and reproducibility of accelerometry and heart rate in physical strain assessment during prosthetic gait , 2003, European Journal of Applied Physiology.

[107]  P. Asselman,et al.  An ambulatory dyskinesia monitor , 2000, Journal of neurology, neurosurgery, and psychiatry.

[108]  Stan C A M Gielen,et al.  Movement parameters that distinguish between voluntary movements and levodopa-induced dyskinesia in Parkinson's disease. , 2003, Human movement science.

[109]  D. Sternad,et al.  Slower speeds in patients with diabetic neuropathy lead to improved local dynamic stability of continuous overground walking. , 2000, Journal of biomechanics.

[110]  H. Boom,et al.  Real-time gait assessment utilizing a new way of accelerometry. , 1990, Journal of biomechanics.

[111]  A. Hof,et al.  Assessment of spatio-temporal gait parameters from trunk accelerations during human walking. , 2003, Gait & posture.

[112]  J. Allum,et al.  Gait event detection using linear accelerometers or angular velocity transducers in able-bodied and spinal-cord injured individuals. , 2006, Gait & posture.

[113]  R MARGARIA,et al.  A three-directional accelerometer for analyzing body movements. , 1961, Journal of applied physiology.

[114]  Stan C A M Gielen,et al.  Ambulatory motor assessment in Parkinson's disease , 2006, Movement disorders : official journal of the Movement Disorder Society.

[115]  A. Berthoz,et al.  Head stabilization during various locomotor tasks in humans , 2004, Experimental Brain Research.

[116]  B M Nigg,et al.  Soft-tissue vibrations in the quadriceps measured with skin mounted transducers. , 2001, Journal of biomechanics.

[117]  R. Fitzpatrick,et al.  Acceleration patterns of the head and pelvis when walking are associated with risk of falling in community-dwelling older people. , 2003, The journals of gerontology. Series A, Biological sciences and medical sciences.

[118]  J. Fahrenberg,et al.  Simultaneous assessment of posture and limb movements (e.g., periodic leg movements) with calibrated multiple accelerometry. , 2006, Physiological measurement.

[119]  Daniele Giansanti,et al.  Does centripetal acceleration affect trunk flexion monitoring by means of accelerometers? , 2006, Physiological measurement.

[120]  Lei Wang,et al.  26th Annual International Conference of the IEEE EMBS , 2004 .

[121]  B. Auvinet,et al.  Reference data for normal subjects obtained with an accelerometric device. , 2002, Gait & posture.

[122]  J. V. van Dieën,et al.  Changes in joint stability with muscle contraction measured from transmission of mechanical vibration. , 2006, Journal of biomechanics.

[123]  B. Andrews,et al.  Detecting absolute human knee angle and angular velocity using accelerometers and rate gyroscopes , 2001, Medical and Biological Engineering and Computing.

[124]  P.H. Veltink,et al.  Inclination measurement of human movement using a 3-D accelerometer with autocalibration , 2004, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[125]  J S Arora,et al.  Accelerographic analysis of several types of walking. , 1971, American Journal of Physical Medicine.

[126]  Robert W Motl,et al.  Validity of physical activity measures in ambulatory individuals with multiple sclerosis , 2006, Disability and rehabilitation.

[127]  D. Andrews,et al.  The effect of localized leg muscle fatigue on tibial impact acceleration. , 2004, Clinical biomechanics.

[128]  A Leardini,et al.  Position and orientation in space of bones during movement: experimental artefacts. , 1996, Clinical biomechanics.

[129]  G. Deuschl,et al.  Determinants of physiologic tremor in a large normal population , 2000, Clinical Neurophysiology.

[130]  W. Zijlstra,et al.  Estimation of hip abduction moment based on body fixed sensors. , 2004, Clinical biomechanics.

[131]  Steven Morrison,et al.  Reliability of segmental accelerations measured using a new wireless gait analysis system. , 2006, Journal of biomechanics.

[132]  Gregory J Welk,et al.  Principles of design and analyses for the calibration of accelerometry-based activity monitors. , 2005, Medicine and science in sports and exercise.

[133]  R. J. Leigh,et al.  Frequency and velocity of rotational head perturbations during locomotion , 2004, Experimental Brain Research.

[134]  N. Stergiou,et al.  Nonlinear dynamics indicates aging affects variability during gait. , 2003, Clinical biomechanics.

[135]  G. Dietrich,et al.  Heel-off perturbation during gait initiation: biomechanical analysis using triaxial accelerometry and a force plate. , 1992, Journal of biomechanics.

[136]  Wiebren Zijlstra,et al.  Assessment of spatio-temporal parameters during unconstrained walking , 2004, European Journal of Applied Physiology.

[137]  Akira Umeda,et al.  Calibration of three-axis accelerometers using a three-dimensional vibration generator and three laser interferometers , 2004 .

[138]  R. Fitzpatrick,et al.  A structural equation model relating impaired sensorimotor function, fear of falling and gait patterns in older people. , 2007, Gait & posture.

[139]  Hermie Hermens,et al.  Standing balance evaluation using a triaxial accelerometer. , 2002, Gait & posture.

[140]  P H Veltink,et al.  Detection of static and dynamic activities using uniaxial accelerometers. , 1996, IEEE transactions on rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society.