{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T18:16:50Z","timestamp":1778264210473,"version":"3.51.4"},"reference-count":92,"publisher":"MDPI AG","issue":"8","license":[{"start":{"date-parts":[[2018,8,5]],"date-time":"2018-08-05T00:00:00Z","timestamp":1533427200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001588","name":"Enterprise Ireland","doi-asserted-by":"publisher","award":["IP 2017 0606"],"award-info":[{"award-number":["IP 2017 0606"]}],"id":[{"id":"10.13039\/501100001588","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001602","name":"Science Foundation Ireland","doi-asserted-by":"publisher","award":["13\/RC\/2077"],"award-info":[{"award-number":["13\/RC\/2077"]}],"id":[{"id":"10.13039\/501100001602","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>In the last few years, estimating ground reaction forces by means of wearable sensors has come to be a challenging research topic paving the way to kinetic analysis and sport performance testing outside of labs. One possible approach involves estimating the ground reaction forces from kinematic data obtained by inertial measurement units (IMUs) worn by the subject. As estimating kinetic quantities from kinematic data is not an easy task, several models and protocols have been developed over the years. Non-wearable sensors, such as optoelectronic systems along with force platforms, remain the most accurate systems to record motion. In this review, we identified, selected and categorized the methodologies for estimating the ground reaction forces from IMUs as proposed across the years. Scopus, Google Scholar, IEEE Xplore, and PubMed databases were interrogated on the topic of Ground Reaction Forces estimation based on kinematic data obtained by IMUs. The identified papers were classified according to the methodology proposed: (i) methods based on direct modelling; (ii) methods based on machine learning. The methods based on direct modelling were further classified according to the task studied (walking, running, jumping, etc.). Finally, we comparatively examined the methods in order to identify the most reliable approaches for the implementation of a ground reaction force estimator based on IMU data.<\/jats:p>","DOI":"10.3390\/s18082564","type":"journal-article","created":{"date-parts":[[2018,8,7]],"date-time":"2018-08-07T03:44:18Z","timestamp":1533613458000},"page":"2564","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":211,"title":["Indirect Measurement of Ground Reaction Forces and Moments by Means of Wearable Inertial Sensors: A Systematic Review"],"prefix":"10.3390","volume":"18","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3401-967X","authenticated-orcid":false,"given":"Andrea","family":"Ancillao","sequence":"first","affiliation":[{"name":"Tyndall National Institute, University College Cork, Lee Maltings Complex, Dyke Parade, T12R5CP Cork, Ireland"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7752-2240","authenticated-orcid":false,"given":"Salvatore","family":"Tedesco","sequence":"additional","affiliation":[{"name":"Tyndall National Institute, University College Cork, Lee Maltings Complex, Dyke Parade, T12R5CP Cork, Ireland"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0671-5678","authenticated-orcid":false,"given":"John","family":"Barton","sequence":"additional","affiliation":[{"name":"Tyndall National Institute, University College Cork, Lee Maltings Complex, Dyke Parade, T12R5CP Cork, Ireland"}]},{"given":"Brendan","family":"O\u2019Flynn","sequence":"additional","affiliation":[{"name":"Tyndall National Institute, University College Cork, Lee Maltings Complex, Dyke Parade, T12R5CP Cork, Ireland"}]}],"member":"1968","published-online":{"date-parts":[[2018,8,5]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Ancillao, A. (2018). Stereophotogrammetry in Functional Evaluation: History and Modern Protocols. SpringerBriefs in Applied Sciences and Technology, Springer International Publishing AG.","DOI":"10.1007\/978-3-319-67437-7_1"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"397","DOI":"10.1016\/0021-9290(80)90033-0","article-title":"Ground reaction forces in distance running","volume":"13","author":"Cavanagh","year":"1980","journal-title":"J. Biomech."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1016\/j.gaitpost.2008.01.012","article-title":"The effect of foot type on in-shoe plantar pressure during walking and running","volume":"28","author":"Chuckpaiwong","year":"2008","journal-title":"Gait Posture"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1016\/j.jsams.2008.07.008","article-title":"In-shoe plantar pressure distribution during running on natural grass and asphalt in recreational runners","volume":"13","author":"Tessutti","year":"2010","journal-title":"J. Sci. Med. Sport"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1111\/j.1748-1716.1989.tb08655.x","article-title":"Ground reaction forces at different speeds of human walking and running","volume":"136","author":"Nilsson","year":"1989","journal-title":"Acta Physiol. Scand."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1016\/j.humov.2017.08.005","article-title":"Analysis of gait patterns pre- and post- Single Event Multilevel Surgery in children with Cerebral Palsy by means of Offset-Wise Movement Analysis Profile and Linear Fit Method","volume":"55","author":"Ancillao","year":"2017","journal-title":"Hum. Mov. Sci."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"120","DOI":"10.1016\/j.chaos.2014.06.004","article-title":"Linear correlation between fractal dimension of surface EMG signal from Rectus Femoris and height of vertical jump","volume":"66","author":"Ancillao","year":"2014","journal-title":"Chaos Solitons Fractals"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"640","DOI":"10.1016\/j.arth.2013.07.043","article-title":"Sexual activity after total hip arthroplasty: A motion capture study","volume":"29","author":"Charbonnier","year":"2014","journal-title":"J. Arthroplast."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.cmpb.2017.07.005","article-title":"Three dimensional motion capture applied to violin playing: A study on feasibility and characterization of the motor strategy","volume":"149","author":"Ancillao","year":"2017","journal-title":"Comput. Methods Prog. Biomed."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1215","DOI":"10.1016\/S0021-9290(03)00108-8","article-title":"Measuring step kinematic variability on an instrumented treadmill: How many steps are enough?","volume":"36","author":"Owings","year":"2003","journal-title":"J. Biomech."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1016\/j.gaitpost.2016.11.021","article-title":"Real-time feedback to improve gait in children with cerebral palsy","volume":"52","author":"Booth","year":"2017","journal-title":"Gait Posture"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"587","DOI":"10.1016\/j.gaitpost.2014.07.003","article-title":"Overground versus self-paced treadmill walking in a virtual environment in children with cerebral palsy","volume":"40","author":"Sloot","year":"2014","journal-title":"Gait Posture"},{"key":"ref_13","unstructured":"Najafi, B., Khan, T., and Wrobel, J. (September, January 30). Laboratory in a box: Wearable sensors and its advantages for gait analysis. Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Boston, MA, USA."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"9884","DOI":"10.3390\/s120709884","article-title":"Foot Plantar Pressure Measurement System: A Review","volume":"12","author":"Zayegh","year":"2012","journal-title":"Sensors"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1123\/jab.14.1.93","article-title":"A Device for Simultaneous Measurement of Pressure and Shear Force Distribution on the Plantar Surface of the Foot","volume":"14","author":"Davis","year":"1998","journal-title":"J. Appl. Biomech."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"288","DOI":"10.1109\/TNSRE.2003.818185","article-title":"Design, development, and characteristics of an in-shoe triaxial pressure measurement transducer utilizing a single element of piezoelectric copolymer film","volume":"11","author":"Razian","year":"2003","journal-title":"IEEE Trans. Neural Syst. Rehabil. Eng."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"2848","DOI":"10.1016\/j.jbiomech.2010.06.005","article-title":"Determination of joint moments with instrumented force shoes in a variety of tasks","volume":"43","author":"Faber","year":"2010","journal-title":"J. Biomech."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1016\/j.gaitpost.2006.07.017","article-title":"Evaluation of instrumented shoes for ambulatory assessment of ground reaction forces","volume":"26","author":"Liedtke","year":"2007","journal-title":"Gait Posture"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"2597","DOI":"10.1016\/j.jbiomech.2008.05.007","article-title":"Estimating the complete ground reaction forces with pressure insoles in walking","volume":"41","author":"Fong","year":"2008","journal-title":"J. Biomech."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Shahabpoor, E., and Pavic, A. (2017). Measurement of Walking Ground Reactions in Real-Life Environments: A Systematic Review of Techniques and Technologies. Sensors, 17.","DOI":"10.3390\/s17092085"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1016\/j.proeng.2016.06.215","article-title":"Experimental Validation of the Tyndall Portable Lower-Limb Analysis System with Wearable Inertial Sensors","volume":"147","author":"Tedesco","year":"2016","journal-title":"Procedia Eng."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1019","DOI":"10.1136\/bjsports-2014-093546","article-title":"Evolution of accelerometer methods for physical activity research","volume":"48","author":"Troiano","year":"2014","journal-title":"Br. J. Sports Med."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1249\/MSS.0000000000001435","article-title":"Accelerometer-assessed Physical Activity in Epidemiology","volume":"50","author":"Rowlands","year":"2018","journal-title":"Med. Sci. Sports Exerc."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Tedesco, S., Barton, J., and O\u2019Flynn, B. (2017). A Review of Activity Trackers for Senior Citizens: Research Perspectives, Commercial Landscape and the Role of the Insurance Industry. Sensors, 17.","DOI":"10.3390\/s17061277"},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Liberati, A., Altman, D.G., Tetzlaff, J., Mulrow, C., G\u00f8tzsche, P.C., Ioannidis, J.P.A., Clarke, M., Devereaux, P.J., Kleijnen, J., and Moher, D. (2009). The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration. PLoS Med., 6.","DOI":"10.1371\/journal.pmed.1000100"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"1125","DOI":"10.1299\/jsmec.44.1125","article-title":"A Method for Gait Analysis in a Daily Living Environment by Body-Mounted Instruments","volume":"44","author":"Ohtaki","year":"2001","journal-title":"JSME Int. J. Ser. C"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"1223","DOI":"10.1016\/0021-9290(95)00178-6","article-title":"Adjustments to Zatsiorsky-Seluyanov\u2019s segment inertia parameters","volume":"29","year":"1996","journal-title":"J. Biomech."},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Neugebauer, J.M., Hawkins, D.A., and Beckett, L. (2012). Estimating Youth Locomotion Ground Reaction Forces Using an Accelerometer-Based Activity Monitor. PLoS ONE, 7.","DOI":"10.1371\/journal.pone.0048182"},{"key":"ref_29","unstructured":"Fox, J., and Weisberg, S. (2002). Mixed-Effects Models in R. An R Companion to Applied Regression, SAGE."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Neugebauer, J.M., Collins, K.H., and Hawkins, D.A. (2014). Ground Reaction Force Estimates from ActiGraph GT3X+ Hip Accelerations. PLoS ONE, 9.","DOI":"10.1371\/journal.pone.0099023"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1080\/14763141.2013.811284","article-title":"Validity of an upper-body-mounted accelerometer to measure peak vertical and resultant force during running and change-of-direction tasks","volume":"12","author":"Wundersitz","year":"2013","journal-title":"Sports Biomech."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"849","DOI":"10.1016\/S0021-9290(99)00048-2","article-title":"The effect of muscle stiffness and damping on simulated impact force peaks during running","volume":"32","author":"Nigg","year":"1999","journal-title":"J. Biomech."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"492","DOI":"10.1519\/JSC.0b013e318225a1c4","article-title":"Movement Demands in Australian Rules Football as Indicators of Muscle Damage","volume":"26","author":"Young","year":"2012","journal-title":"J. Strength Cond. Res."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/s12283-012-0088-5","article-title":"Automatic detection of collisions in elite level rugby union using a wearable sensing device","volume":"15","author":"Kelly","year":"2012","journal-title":"Sports Eng."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1123\/ijspp.5.1.75","article-title":"The Physical and Physiological Demands of Basketball Training and Competition","volume":"5","author":"Paul","year":"2010","journal-title":"Int. J. Sports Physiol. Perform."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"2908","DOI":"10.1519\/JSC.0b013e3181c1fcb1","article-title":"Creatine kinase and endocrine responses of elite players pre, during, and post rugby league match play","volume":"24","author":"McLellan","year":"2010","journal-title":"J. Strength Cond. Res."},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Charry, E., Hu, W., Umer, M., Ronchi, A., and Taylor, S. (2013, January 2\u20135). Study on estimation of peak Ground Reaction Forces using tibial accelerations in running. Proceedings of the 2013 IEEE Eighth International Conference on Intelligent Sensors, Sensor Networks and Information Processing, Melbourne, Australia.","DOI":"10.1109\/ISSNIP.2013.6529804"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"989","DOI":"10.1016\/0021-9290(94)00150-3","article-title":"Tibial shock measured with bone and skin mounted transducers","volume":"28","author":"Lafortune","year":"1995","journal-title":"J. Biomech."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"1702","DOI":"10.1080\/02640414.2015.1004638","article-title":"Validation of two accelerometers to determine mechanical loading of physical activities in children","volume":"33","author":"Meyer","year":"2015","journal-title":"J. Sports Sci."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"S490","DOI":"10.1249\/01.mss.0000185571.49104.82","article-title":"The technology of accelerometry-based activity monitors: Current and future","volume":"37","author":"Chen","year":"2005","journal-title":"Med. Sci. Sports Exerc."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"253","DOI":"10.1016\/0021-9290(76)90011-7","article-title":"Analysis of instantaneous energy of normal gait","volume":"9","author":"Winter","year":"1976","journal-title":"J. Biomech."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"604","DOI":"10.1016\/j.bone.2006.10.005","article-title":"Effect of impact exercise and its intensity on bone geometry at weight-bearing tibia and femur","volume":"40","author":"Korpelainen","year":"2007","journal-title":"Bone"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"455","DOI":"10.1007\/s00198-005-0005-x","article-title":"Intensity of exercise is associated with bone density change in premenopausal women","volume":"17","author":"Korpelainen","year":"2006","journal-title":"Osteoporos. Int."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1016\/j.measurement.2015.05.020","article-title":"3D analysis system for estimating intersegmental forces and moments exerted on human lower limbs during walking motion","volume":"73","author":"Yang","year":"2015","journal-title":"Measurement"},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Karatsidis, A., Bellusci, G., Schepers, H., de Zee, M., Andersen, M., and Veltink, P. (2017). Estimation of Ground Reaction Forces and Moments During Gait Using Only Inertial Motion Capture. Sensors, 17.","DOI":"10.3390\/s17010075"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Newton, I. (1687). Philosophiae Naturalis Principia Mathematica, Harvard University Press.","DOI":"10.5479\/sil.52126.39088015628399"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"2750","DOI":"10.1016\/j.jbiomech.2008.06.001","article-title":"Whole body inverse dynamics over a complete gait cycle based only on measured kinematics","volume":"41","author":"Ren","year":"2008","journal-title":"J. Biomech."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"1488","DOI":"10.1038\/sj.ijo.0801409","article-title":"Sit-to-stand movement analysis in obese subjects","volume":"24","author":"Galli","year":"2000","journal-title":"Int. J. Obes."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1155\/2011\/123246","article-title":"Estimation of the centre of mass from motion capture and force plate recordings: A study on the elderly","volume":"8","author":"Cotton","year":"2011","journal-title":"Appl. Bionics Biomech."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"381","DOI":"10.1115\/1.1392310","article-title":"Dynamic Optimization of Human Walking","volume":"123","author":"Anderson","year":"2001","journal-title":"J. Biomech. Eng."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"2709","DOI":"10.1016\/j.jbiomech.2010.06.025","article-title":"Muscle contributions to propulsion and support during running","volume":"43","author":"Hamner","year":"2010","journal-title":"J. Biomech."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"1369","DOI":"10.1016\/0021-9290(94)00185-7","article-title":"An inverse dynamics model for the analysis, reconstruction and prediction of bipedal walking","volume":"28","author":"Koopman","year":"1995","journal-title":"J. Biomech."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"3776","DOI":"10.1016\/j.jbiomech.2015.08.027","article-title":"Computation of ground reaction force using Zero Moment Point","volume":"48","author":"Dijkstra","year":"2015","journal-title":"J. Biomech."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1142\/S0219843604000083","article-title":"Zero-Moment Point\u2014Thirty Five Years of Its Life","volume":"1","author":"Borovac","year":"2004","journal-title":"Int. J. Humanoid Robot."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"1940","DOI":"10.1109\/TBME.2007.901024","article-title":"OpenSim: Open-Source Software to Create and Analyze Dynamic Simulations of Movement","volume":"54","author":"Delp","year":"2007","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1016\/j.jbiomech.2017.07.035","article-title":"The use of a single inertial sensor to estimate 3-dimensional ground reaction force during accelerative running tasks","volume":"61","author":"Gurchiek","year":"2017","journal-title":"J. Biomech."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1016\/j.gaitpost.2014.11.001","article-title":"Reliability and validity of a smartphone-based application for the quantification of the sit-to-stand movement in healthy seniors","volume":"41","author":"Cerrito","year":"2015","journal-title":"Gait Posture"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1489","DOI":"10.3390\/s110201489","article-title":"Estimating Three-Dimensional Orientation of Human Body Parts by Inertial\/Magnetic Sensing","volume":"11","author":"Sabatini","year":"2011","journal-title":"Sensors"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1016\/j.jsams.2017.06.010","article-title":"Use of a tibial accelerometer to measure ground reaction force in running: A reliability and validity comparison with force plates","volume":"21","author":"Raper","year":"2018","journal-title":"J. Sci. Med. Sport"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1007\/978-981-10-4166-2_31","article-title":"Implementation and Validation of Human Kinematics Measured Using IMUs for Musculoskeletal Simulations by the Evaluation of Joint Reaction Forces","volume":"62","author":"Aurbach","year":"2017","journal-title":"IFMBE Proc."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"399","DOI":"10.1088\/0967-3334\/35\/3\/399","article-title":"Experimental evaluation of indoor magnetic distortion effects on gait analysis performed with wearable inertial sensors","volume":"35","author":"Palermo","year":"2014","journal-title":"Physiol. Meas."},{"key":"ref_62","doi-asserted-by":"crossref","unstructured":"Thiel, D.V., Shepherd, J., Espinosa, H.G., Kenny, M., Fischer, K., Worsey, M., Matsuo, A., and Wada, T. (2018). Predicting Ground Reaction Forces in Sprint Running Using a Shank Mounted Inertial Measurement Unit. Proceedings, 2.","DOI":"10.3390\/proceedings2060199"},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1016\/j.jbiomech.2018.04.001","article-title":"Accelerometer-based prediction of running injury in National Collegiate Athletic Association track athletes","volume":"73","author":"Kiernan","year":"2018","journal-title":"J. Biomech."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"270","DOI":"10.1016\/j.jsams.2009.01.005","article-title":"The use of a single inertial sensor to identify stride, step, and stance durations of running gait","volume":"13","author":"Lee","year":"2010","journal-title":"J. Sci. Med. Sport"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"180","DOI":"10.1123\/jab.23.3.180","article-title":"Correlation between Ground Reaction Force and Tibial Acceleration in Vertical Jumping","volume":"23","author":"Elvin","year":"2007","journal-title":"J. Appl. Biomech."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"1198","DOI":"10.1119\/1.1397460","article-title":"Analysis of standing vertical jumps using a force platform","volume":"69","author":"Linthorne","year":"2001","journal-title":"Am. J. Phys."},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Howard, R., Conway, R., and Harrison, A.J. (2013, January 26\u201327). Estimation of force during vertical jumps using body fixed accelerometers. Proceedings of the 25th IET Irish Signals & Systems Conference, Limerick, Ireland.","DOI":"10.1049\/cp.2014.0667"},{"key":"ref_68","first-page":"155","article-title":"Validity of an accelerometer as a vertical ground reaction force measuring device in healthy children and adolescents and in children and adolescents with osteogenesis imperfecta type I","volume":"14","author":"Veilleux","year":"2014","journal-title":"J. Musculoskelet. Neuronal Interact."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"896","DOI":"10.1016\/S0003-9993(99)90080-1","article-title":"Osteogenesis imperfecta in childhood: Impairment and disability\u2014A follow-up study","volume":"80","author":"Engelbert","year":"1999","journal-title":"Arch. Phys. Med. Rehabil."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"813","DOI":"10.1016\/j.jpeds.2004.08.003","article-title":"Cardiopulmonary fitness and muscle strength in patients with osteogenesis imperfecta type I","volume":"145","author":"Takken","year":"2004","journal-title":"J. Pediatr."},{"key":"ref_71","doi-asserted-by":"crossref","unstructured":"Min, S., and Kim, J. (2015, January 7\u201311). Inertial sensor based inverse dynamics analysis of human motions. Proceedings of the IEEE International Conference on Advanced Intelligent Mechatronics (AIM), Busan, Korea.","DOI":"10.1109\/AIM.2015.7222528"},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"11258","DOI":"10.3390\/s150511258","article-title":"Estimation of Joint Forces and Moments for the In-Run and Take-Off in Ski Jumping Based on Measurements with Wearable Inertial Sensors","volume":"15","author":"Logar","year":"2015","journal-title":"Sensors"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"904","DOI":"10.1016\/j.jbiomech.2015.11.042","article-title":"Estimating 3D L5\/S1 moments and ground reaction forces during trunk bending using a full-body ambulatory inertial motion capture system","volume":"49","author":"Faber","year":"2016","journal-title":"J. Biomech."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"314","DOI":"10.1080\/00140139.2012.742932","article-title":"Performance evaluation of a wearable inertial motion capture system for capturing physical exposures during manual material handling tasks","volume":"56","author":"Kim","year":"2013","journal-title":"Ergonomics"},{"key":"ref_75","unstructured":"Roetenberg, D., Luinge, H., and Slycke, P. (2009). Xsens MVN: Full 6DOF Human Motion Tracking Using Miniature Inertial Sensors, Xsens. Xsens Motion Technologies BV, Technical Report."},{"key":"ref_76","doi-asserted-by":"crossref","unstructured":"Kodama, J., and Watanabe, T. (2016). Examination of Inertial Sensor-Based Estimation Methods of Lower Limb Joint Moments and Ground Reaction Force: Results for Squat and Sit-to-Stand Movements in the Sagittal Plane. Sensors, 16.","DOI":"10.3390\/s16081209"},{"key":"ref_77","doi-asserted-by":"crossref","unstructured":"Clauser, C.E., McConville, J.T., and Young, J.W. (1969). Weight, Volume, and Center of Mass of Segments of the Human Body, AMRL-TR-69-70 (AD 710 622).","DOI":"10.21236\/AD0710622"},{"key":"ref_78","first-page":"23","article-title":"Estimation of inertia properties of the body segments in Japanese athletes","volume":"11","author":"Ae","year":"1992","journal-title":"Soc. Biomech. Jpn."},{"key":"ref_79","unstructured":"(2016, April 25). AIST Human Body Size Database, Available online: https:\/\/www.dh.aist.go.jp\/database\/91-92\/."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"843","DOI":"10.1080\/02640414.2015.1075057","article-title":"Vertical jumping biomechanical evaluation through the use of an inertial sensor-based technology","volume":"34","author":"Setuain","year":"2016","journal-title":"J. Sports Sci."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"2372","DOI":"10.1016\/j.jbiomech.2013.07.036","article-title":"Prediction of ground reaction forces during gait based on kinematics and a neural network model","volume":"46","author":"Oh","year":"2013","journal-title":"J. Biomech."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s12984-015-0081-x","article-title":"Estimation of ground reaction forces and ankle moment with multiple, low-cost sensors","volume":"12","author":"Jacobs","year":"2015","journal-title":"J. Neuroeng. Rehabil."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"720","DOI":"10.1016\/j.jbiomech.2009.10.018","article-title":"Comparison among probabilistic neural network, support vector machine and logistic regression for evaluating the effect of subthalamic stimulation in Parkinson disease on ground reaction force during gait","volume":"43","author":"Muniz","year":"2010","journal-title":"J. Biomech."},{"key":"ref_84","unstructured":"Kohle, M., Merkl, D., and Kastner, J. (1997, January 11\u201313). Clinical gait analysis by neural networks: Issues and experiences. Proceedings of the Computer Based Medical Systems, Maribor, Slovenia."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"475","DOI":"10.1007\/s12541-013-0064-4","article-title":"Ground reaction forces predicted by using artificial neural network during asymmetric movements","volume":"14","author":"Choi","year":"2013","journal-title":"Int. J. Precis. Eng. Manuf."},{"key":"ref_86","doi-asserted-by":"crossref","unstructured":"Leporace, G., Batista, L.A., Metsavaht, L., and Nadal, J. (2015, January 25\u201329). Residual analysis of ground reaction forces simulation during gait using neural networks with different configurations. Proceedings of the 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Milan, Italy.","DOI":"10.1109\/EMBC.2015.7318976"},{"key":"ref_87","doi-asserted-by":"crossref","unstructured":"Guo, Y., Storm, F., Zhao, Y., Billings, S., Pavic, A., Mazz\u00e0, C., and Guo, L.-Z. (2017). A New Proxy Measurement Algorithm with Application to the Estimation of Vertical Ground Reaction Forces Using Wearable Sensors. Sensors, 17.","DOI":"10.3390\/s17102181"},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1016\/j.gaitpost.2016.08.012","article-title":"Gait event detection in laboratory and real life settings: Accuracy of ankle and waist sensor based methods","volume":"50","author":"Storm","year":"2016","journal-title":"Gait Posture"},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3389\/fphys.2018.00218","article-title":"Estimation of vertical ground reaction forces and sagittal knee kinematics during running using three inertial sensors","volume":"9","author":"Wouda","year":"2018","journal-title":"Front. Physiol."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1016\/j.apergo.2015.08.011","article-title":"Validity and reliability of pressure-measurement insoles for vertical ground reaction force assessment in field situations","volume":"53","author":"Koch","year":"2016","journal-title":"Appl. Ergon."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1016\/j.gaitpost.2016.01.026","article-title":"Validity and repeatability of three in-shoe pressure measurement systems","volume":"46","author":"Price","year":"2016","journal-title":"Gait Posture"},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1016\/j.measurement.2013.08.020","article-title":"Triaxial joint moment estimation using a wearable three-dimensional gait analysis system","volume":"47","author":"Liu","year":"2014","journal-title":"Measurement"}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/18\/8\/2564\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T15:16:44Z","timestamp":1760195804000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/18\/8\/2564"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,8,5]]},"references-count":92,"journal-issue":{"issue":"8","published-online":{"date-parts":[[2018,8]]}},"alternative-id":["s18082564"],"URL":"https:\/\/doi.org\/10.3390\/s18082564","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,8,5]]}}}