Integration of Wearable Sensors Into the Evaluation of Running Economy and Foot Mechanics in Elite Runners

Running economy, known as the steady-state oxygen consumption at a given submaximal intensity, has been proposed as one of the key factors differentiating East African runners from other running communities around the world. Kenyan runners have dominated middle- and long-distance running events and this phenomenon has been attributed, in part at least, to their exceptional running economy. Despite such speculation, there are no data on running mechanics during real-life situations such as during training or competition. The use of innovative wearable devices together with real-time analysis of data will represent a paradigm shift in the study of running biomechanics and could potentially help explain the outstanding performances of certain athletes. For example, the integration of foot worn inertial sensors into the training and racing of athletes will enable coaches and researchers to investigate foot mechanics (e.g., an accurate set of variables such as pitch and eversion angles, cadence, symmetry, contact and flight times or swing times) during real-life activities and facilitate feedback in real-time. The same technological approach also can be used to help the athlete, coach, sports physician, and sport scientist make better informed decisions in terms of performance and efficacy of interventions, treatments or injury prevention; a kind of “telesport” equivalent to “telemedicine.” There also is the opportunity to use this real-time technology to advance broadcasting of sporting events with the transmission of real-time performance metrics and in doing so enhance the level of entertainment, interest, and engagement of enthusiasts in the broadcast and the sport. Such technological advances that are able to unobtrusively augment personal experience and interaction, represent an unprecedented opportunity to transform the world of sport for participants, spectators, and all relevant stakeholders.

[1]  Christian A. Clermont,et al.  Using wearable sensors to classify subject-specific running biomechanical gait patterns based on changes in environmental weather conditions , 2018, PloS one.

[2]  John P. Sullivan,et al.  A Critical Review of Consumer Wearables, Mobile Applications, and Equipment for Providing Biofeedback, Monitoring Stress, and Sleep in Physically Active Populations , 2018, Front. Physiol..

[3]  Robert Ojiambo,et al.  Shorter Ground Contact Time and Better Running Economy: Evidence From Female Kenyan Runners. , 2018, Journal of strength and conditioning research.

[4]  K. Aminian,et al.  Accurate Estimation of Running Temporal Parameters Using Foot-Worn Inertial Sensors , 2018, Front. Physiol..

[5]  F. Pigozzi,et al.  Necessary Steps to Accelerate the Integration of Wearable Sensors Into Recreation and Competitive Sports. , 2018, Current sports medicine reports.

[6]  Crystal L Coolbaugh,et al.  Accelerometer-based prediction of running injury in National Collegiate Athletic Association track athletes. , 2018, Journal of biomechanics.

[7]  Wouter Hoogkamer,et al.  A Comparison of the Energetic Cost of Running in Marathon Racing Shoes , 2017, Sports Medicine.

[8]  K. Braumann,et al.  Foot Strike Patterns Differ Between Children and Adolescents Growing up Barefoot vs. Shod , 2017, International Journal of Sports Medicine.

[9]  T D Noakes,et al.  Are gait characteristics and ground reaction forces related to energy cost of running in elite Kenyan runners? , 2016, Journal of sports sciences.

[10]  Isabel S. Moore,et al.  Is There an Economical Running Technique? A Review of Modifiable Biomechanical Factors Affecting Running Economy , 2016, Sports Medicine.

[11]  A. Sheel,et al.  The Kenyan runners , 2015, Scandinavian journal of medicine & science in sports.

[12]  D. Lieberman,et al.  Variation in Foot Strike Patterns among Habitually Barefoot and Shod Runners in Kenya , 2015, PloS one.

[13]  Alejandro Lucia,et al.  Gait-cycle characteristics and running economy in elite Eritrean and European runners. , 2015, International journal of sports physiology and performance.

[14]  P. Komi,et al.  Can measures of muscle–tendon interaction improve our understanding of the superiority of Kenyan endurance runners? , 2015, European Journal of Applied Physiology.

[15]  Andrew E Kilding,et al.  Running economy: measurement, norms, and determining factors , 2015, Sports Medicine - Open.

[16]  Martin Mooses,et al.  Dissociation between running economy and running performance in elite Kenyan distance runners , 2015, Journal of sports sciences.

[17]  Nicholas Tam,et al.  Stride Angle as a Novel Indicator of Running Economy in Well-Trained Runners , 2014, Journal of strength and conditioning research.

[18]  D. Lieberman,et al.  Free-living physical activity and energy expenditure of rural children and adolescents in the Nandi region of Kenya , 2013, Annals of human biology.

[19]  D. Lieberman,et al.  Aerobic Capacity, Activity Levels and Daily Energy Expenditure in Male and Female Adolescents of the Kenyan Nandi Sub-Group , 2013, PloS one.

[20]  E Bruce Toby,et al.  Adolescent Runners: The Effect of Training Shoes on Running Kinematics , 2013, Journal of pediatric orthopedics.

[21]  J. García-López,et al.  Validation of a New Method to Measure Contact and Flight Times During Treadmill Running , 2013, Journal of strength and conditioning research.

[22]  O. Girard,et al.  Changes in Running Mechanics and Spring-Mass Behaviour during a 5-km Time Trial , 2013, International Journal of Sports Medicine.

[23]  J. Brisswalter,et al.  The Relationship Between Running Economy and Biomechanical Variables in Distance Runners , 2012 .

[24]  D. Lieberman,et al.  Foot strike and injury rates in endurance runners: a retrospective study. , 2012, Medicine and science in sports and exercise.

[25]  Y. Pitsiladis,et al.  Kenyan and Ethiopian distance runners: what makes them so good? , 2012, International journal of sports physiology and performance.

[26]  John W. Chow,et al.  Use of deterministic models in sports and exercise biomechanics research , 2011 .

[27]  Kamiar Aminian,et al.  3D gait assessment in young and elderly subjects using foot-worn inertial sensors. , 2010, Journal of biomechanics.

[28]  I. Davis,et al.  Foot strike patterns and collision forces in habitually barefoot versus shod runners , 2010, Nature.

[29]  Torben Pottgiesser,et al.  Performance profiling: a role for sport science in the fight against doping? , 2009, International journal of sports physiology and performance.

[30]  Pui W Kong,et al.  Anthropometric, gait and strength characteristics of kenyan distance runners. , 2008, Journal of sports science & medicine.

[31]  James R. Clark Incremental exercise test performance with and without a respiratory gas collection system , 2008 .

[32]  I. Hunter,et al.  Differences in technique between sprinters and distance runners at equal and maximal speeds , 2007, Sports biomechanics.

[33]  W. Kraemer,et al.  FOOT STRIKE PATTERNS OF RUNNERS AT THE 15‐KM POINT DURING AN ELITE‐LEVEL HALF MARATHON , 2007, Journal of strength and conditioning research.

[34]  T. Keränen,et al.  Factors related to top running speed and economy. , 2007, International journal of sports medicine.

[35]  Barry W. Fudge,et al.  Estimation of oxygen uptake during fast running using accelerometry and heart rate. , 2007, Medicine and science in sports and exercise.

[36]  Alejandro Lucia,et al.  Physiological characteristics of the best Eritrean runners-exceptional running economy. , 2006, Applied physiology, nutrition, and metabolism = Physiologie appliquee, nutrition et metabolisme.

[37]  R. Scott,et al.  Demographic characteristics of elite Kenyan endurance runners , 2006, Journal of sports sciences.

[38]  Karsten Froberg,et al.  Reexamination of validity and reliability of the CSA monitor in walking and running. , 2003, Medicine and science in sports and exercise.

[39]  B M Nigg,et al.  Identification of individual walking patterns using time discrete and time continuous data sets. , 2002, Gait & posture.

[40]  A. Schache,et al.  A comparison of overground and treadmill running for measuring the three-dimensional kinematics of the lumbo-pelvic-hip complex. , 2001, Clinical biomechanics.

[41]  P. Komi,et al.  Biomechanical factors affecting running economy. , 2001, Medicine and science in sports and exercise.

[42]  K. Myburgh,et al.  Running economy of African and Caucasian distance runners. , 2000, Medicine and science in sports and exercise.

[43]  B. Fernhall,et al.  Changes in Running Economy During a 5-km Run in Trained Men and Women Runners , 1999 .

[44]  B. Saltin,et al.  Aerobic exercise capacity at sea level and at altitude in Kenyan boys, junior and senior runners compared with Scandinavian runners , 1995, Scandinavian journal of medicine & science in sports.

[45]  T. Noakes,et al.  Superior fatigue resistance of elite black South African distance runners. , 1993, Journal of applied physiology.

[46]  P. E. Martin,et al.  Ten kilometer performance and predicted velocity at VO2max among well-trained male runners. , 1989, Medicine and science in sports and exercise.

[47]  David William Keith,et al.  A Process for Capturing CO 2 from the Atmosphere , 2018 .

[48]  Q. Louw,et al.  Biomechanical factors associated with running economy and performance of elite Kenyan distance runners: A systematic review. , 2018, Journal of bodywork and movement therapies.

[49]  Noel E. O'Connor,et al.  Detection of Running Asymmetry Using a Wearable Sensor System , 2015 .

[50]  K Aminian,et al.  Spatio-temporal gait analysis in children with cerebral palsy using, foot-worn inertial sensors. , 2014, Gait & posture.

[51]  Kamiar Aminian,et al.  On-Shoe Wearable Sensors for Gait and Turning Assessment of Patients With Parkinson's Disease , 2013, IEEE Transactions on Biomedical Engineering.

[52]  T. Noakes,et al.  Physiological differences between black and white runners during a treadmill marathon , 2004, European Journal of Applied Physiology and Occupational Physiology.

[53]  D. Pyne,et al.  Factors Affecting Running Economy in Trained Distance Runners , 2004, Sports medicine.

[54]  H. Baur,et al.  [Limits and possibilities of 2D video analysis in evaluating physiological and pathological foot rolling motion in runners]. , 2000, Sportverletzung Sportschaden : Organ der Gesellschaft fur Orthopadisch-Traumatologische Sportmedizin.

[55]  James G. Hay,et al.  Anatomy, mechanics, and human motion , 1988 .

[56]  J H Wilmore,et al.  Plasma lactate accumulation and distance running performance. , 1979, Medicine and science in sports.

[57]  J. Hay An investigation of mechanical efficiency in two styles of high jumping , 1967 .