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Research Progress of the Quantitative Evaluation Methods in Human Gait Symmetry |
Lin Yingjie, Wu Jianning*, Lin Lihui |
(College of Mathematics and Informatics, Fujian Normal University, Fuzhou 350007, China) |
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Abstract Gait symmetry is one of the important characteristics of human gait. Objectively quantifying the gait symmetry is a hot issue that has attracted extensive attention in the field of gait analysis. This paper reviewed the objective quantitative evaluation methods of gait symmetry based on discrete quantitative analysis, continuous quantitative analysis and statistical quantitative analysis, which have been put forward successively in related research in the past 30 years. Wearable, networked, and intelligent have become the main technical characteristics of the symmetry of the current quantitative evaluation gait. Searching for new gait symmetry models, new gait symmetry quantitative indicators, and advanced quantitative gait symmetry technical measures are the key issues that need to be addressed in current related research and future development trends.
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Received: 28 April 2018
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[1] Sadeghi H, Allard P, Prince F, et al. Symmetry and limb dominance in able-bodied gait: a review[J]. Gait & Posture,2000,12(1):34-45. [2] Gouwanda D. Comparison of gait symmetry indicators in overground walking and treadmill walking using wireless gyroscopes[J]. Journal of Mechanics in Medicine and Biology, 2014, 2014,14(1):241-253. [3] Kutilek P, Viteckova S, Svoboda Z, et al. Kinematic quantification of gait asymmetry based on characteristics of angle-angle diagrams[J]. Acta Polytechnica Hungarica,2014,11(5):25-38. [4] Devan H, Carman A, Hendrick P, et al. Spinal, pelvic, and hip movement asymmetries in people with lower-limb amputation: Systematic review[J]. Journal of Rehabilitation Research & Development,2015,52(1):1-19. [5] Kaufman KR, Frittoli S, Frigo CA. Gait asymmetry of transfemoral amputees using mechanical and microprocessor-controlled prosthetic knees[J]. Clinical Biomechanics,2012,27(5):460-465. [6] Crenshaw SJ, Richards JG. A method for analyzing joint symmetry and, normalcy with an application to analyzing gait[J]. Gait &Posture,2006,24(4):515-521. [7] Allen JL, Kautz SA, Neptune RR. Step length asymmetry is representative of compensatory mechanisms used in post-stroke hemiparetic walking[J]. Gait & Posture,2011,33(4):538-543. [8] Mahon CE, Farris DJ, Sawicki GS, et al. Individual limb mechanical analysis of gait following stroke[J]. Journal of Biomechanics, 2015,48(6):984-989. [9] Blazkiewicz M, Wiszomirska I, Wit A. Comparison of four methods of calculating the symmetry of spatial-temporal parameters of gait[J]. Acta of Bioengineering & Biomechanics,2014,16(1):29-35. [10] Böhm H, Döderlein L. Gait asymmetries in children with cerebral palsy: do they deteriorate with running?[J]. Gait & Posture,2012,35(2):322-327. [11] Robinson RO, Herzog W, Nigg BM. Use of force platform variables to quantify the effects of chiropractic manipulation on gait symmetry[J]. Journal of Manipulative and Physiological Therapeutics,1987,10(4):172-176. [12] Yogev G, Plotnik M, Peretz C, et al. Gait asymmetry in patients with Parkinson′s disease and elderly fallers: when does the bilateral coordination of gait require attention? [J]. Experimental Brain Research,2007,177(3):336-346. [13] Lieberman JR, Dorey F, Shekelle P, et al. Differences between patients‘ and physicians’ evaluations of outcome after total hip arthroplasty[J]. J Bone Joint Surg A,1996,78(6):835-838. [14] Lamontagne A, Stephenson JL, Fung J. Physiological evaluation of gait disturbances post stroke[J]. Clinical Neurophysiology,2007,118(4):717-729. [15] Viteckova S, Kutilek P, Svoboda Z, et al. Gait symmetry measures: A review of current and prospective methods[J]. Biomedical Signal Processing & Control, 2018, 42:89-100. [16] Gilmore G, Jog M. Future perspectives: Assessment tools and rehabilitation in the new age[M]//Movement Disorders Rehabilitation. Cham: Springer International Publishing,2017:155-182. [17] Potdevin FJ, Femery VG, Decatoire A, et al. Using effect size to quantify plantar pressure asymmetry of gait of nondisabled adults and patients with hemiparesis[J]. Journal of Rehabilitation Research & Development,2007, 44(3):347-354. [18] Wentink EC, Schut VGH, Prinsen EC, et al. Detection of the onset of gait initiation using kinematic sensors and EMG in transfemoral amputees[J]. Gait & Posture,2013,39(1):391-396. [19] Sant'Anna A, Salarian A, Wickström N. A new measure of movement symmetry in early Parkinson′s disease patients using symbolic processing of inertial sensor data[J]. IEEE Transactions on Biomedical Engineering, 2011,58(7):2127-2135. [20] Zifchock RA, Davis I, Higginson J, et al. The symmetry angle: A novel, robust method of quantifying asymmetry[J]. Gait & Posture,2008,27(4):622-627. [21] Herzog W, Nigg BM, Read LJ, et al. Asymmetries in ground reaction force patterns in normal human gait[J]. Medicine and Science in Sports and Exercise,1989,21(1):110-114. [22] Salarian A, Russmann H, Vingerhoets FJG, et al. Gait assessment in Parkinson′s disease: toward an ambulatory system for long-term monitoring[J]. IEEE Transactions on Biomedical Engineering,2004,51(8):1434-1443. [23] Karaharju-Huisnan T, Taylor S, Begg R, et al. Gait symmetry quantification during treadmill walking[C]// The 7th Australian and New Zealand Intelligent Information Systems Conference. Perth: IEEE, 2001:203-206. [24] Vagenas G, Hoshizaki B. A multivariable analysis of lower extremity kinematic asymmetry in running[J]. International Journal of Sport Biomechanics,1992,8(1):11-29. [25] Patterson KK, Parafianowicz I, Danells CJ, et al. Gait asymmetry in community-ambulating stroke survivors[J]. Archives of Physical Medicine & Rehabilitation,2008,89(2): 304-310. [26] Lewek MD, Bradley CE, Wutzke CJ, et al. The relationship between spatiotemporal gait asymmetry and balance in individuals with chronic stroke.[J]. Journal of Applied Biomechanics,2014,30(1):31-36. [27] Plotnik M, Giladi N, Hausdorff JM. A new measure for quantifying the bilateral coordination of human gait: effects of aging and Parkinson′s disease[J]. Experimental Brain Research,2007,181(4):561-570. [28] 杨年峰. 人体运动协调规律及其参数化描述[D]. 北京:清华大学,2001. [29] 王人成,张美芹,华超,等. 基于Fitts定律的人体步态对称性评定指标[J]. 清华大学学报(自然科学版),2005(2):190-192. [30] Patterson KK, Gage WH, Brooks D, et al. Evaluation of gait symmetry after stroke: A comparison of current methods and recommendations for standardization[J]. Gait & Posture,2010,31(2):241-246. [31] Linah W, Aladin Z, John W, et al. Identification of foot pathologies based on plantar pressure asymmetry[J]. Sensors,2015,15(8):20392-20408. [32] Crenshaw SJ, Richards JG. A method for analyzing joint symmetry and normalcy, with an application to analyzing gait[J]. Gait & Posture, 2006,24(4):515-521. [33] Goswami A. Kinematic quantification of gait asymmetry based on bilateral cyclograms[P]. United States Patent:7503900, 2009-03-17. [34] Kutilek P, Socha V, Svoboda Z, et al. Evaluation of muscular moment asymmetry using bilateral cyclograms[C]// Proceedings of the 16th International Conference on Mechatronics. Brno: IEEE, 2014:399-404. [35] 廖福元,王珏. 帕金森病对步态对称性的影响[J]. 西安交通大学学报,2006(2):228-230. [36] Iosa M, Cereatti A, Merlo A, et al. Assessment of waveform similarity in clinical gait data: the linear fit method[J]. Journal of Medical & Biological Engineering,2015,8:1-8. [37] Shorter KA, Polk JD, Rosengren KS, et al. A new approach to detecting asymmetries in gait[J]. 2008,23(4):459-467. [38] Rd DBL, Ragetly CA, Hong Sungjin, et al. Improving regions of deviation gait symmetry analysis with pointwise T tests [J]. Journal of Applied Biomechanics,2012,28(2):210-214. [39] Radzak KN, Putnam AM, Tamura K, et al. Asymmetry between lower limbs during rested and fatigued state running gait in healthy individuals[J]. Gait & Posture,2017,51:268-274. [40] Mills K, Hettinga BA, Pohl MB, et al. Between-limb kinematic asymmetry during gait in unilateral and bilateral mild to moderate knee osteoarthritis[J]. Archives of Physical Medicine and Rehabilitation, 2013, 94(11):2241-2247. [41] Pierotti SE, Brand RA, Gabel RH, et al. Are leg electromyogram profiles symmetrical?[J]. Journal of Orthopaedic Research,1991,9(5):720-729. [42] Sadeghi H, Prince F, Sadeghi S, et al. Principal component analysis of the power developed in the flexion/extension muscles of the hip in able-bodied gait [J]. Medical Engineering & Physics,2003,22(10):703-710. [43] Sadeghi H, Prince F, Zabjek KF, et al. Knee flexors/extensors in gait of elderly and young able-bodied men (II)[J]. Knee,2002,9(1):55-63. [44] Tura A, Raggi M, Rocchi L, et al. Gait symmetry and regularity in transfemoral amputees assessed by trunk accelerations.[J]. Journal of Neuro Engineering and Rehabilitation,2010,7(1):4-14. [45] 刘蓉,黄璐,李少伟,等. 基于步态加速度的步态分析研究[J]. 传感技术学报,2009(6):893-896. [46] Sadeghi H. Local or global asymmetry in gait of people without impairments[J]. Gait & Posture,2003,17(3):197-204. [47] Kobayashi H, Kakihana W, Kimura T. Combined effects of age and gender on gait symmetry and regularity assessed by autocorrelation of trunk acceleration[J]. Journal of Neuro Engineering and Rehabilitation,2014, 11(1):1-6. [48] Gouwanda D, Arosha Senanayake SMN. Identifying gait asymmetry using gyroscopes—A cross-correlation and normalized symmetry index approach[J]. Journal of Biomechanics,2011,44(5):972-978. [49] Haddad JM, Emmerik REAV, Whittlesey SN, et al. Adaptations in interlimb and intralimb coordination to asymmetrical loading in human walking[J]. Gait & Posture,2006,23(4):429-434. [50] Caldas R, Mundt M, Potthast W, et al. A systematic review of gait analysis methods based on inertial sensors and adaptive algorithms[J]. Gait & Posture,2017,57: 204-210. [51] Muro-De-La-Herran A, Garcia-Zapirain B, Mendez-Zorrilla A. Gait analysis methods: an overview of wearable and non-wearable systems, highlighting clinical applications.[J]. Sensors,2014,14(2):3362-3394. [52] Najafi B, Khan T, Wrobel J. Laboratory in a box: Wearable sensors and its advantages for gait analysis[C]// 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society. Boston:IEEE,2011:6507-6510. [53] Chen S, Lach J, Lo B, et al. Toward Pervasive gait analysis with wearable sensors: A systematic review[J]. IEEE Journal of Biomedical & Health Informatics,2016,20(6):1521-1537. [54] Lemoyne R, Heerinckx F, Aranca T, et al. Wearable body and wireless inertial sensors for machine learning classification of gait for people with Friedreich′s ataxia[C]//2016 IEEE 13th International Conference on Wearable and Implantable Body Sensor Networks. San Francisco: IEEE,2016.147-151. [55] Tura A, Rocchi L, Raggi M, et al. Recommended number of strides for automatic assessment of gait symmetry and regularity in above-knee amputees by means of accelerometry and autocorrelation analysis[J]. Journal of Neuro Engineering and Rehabilitation,2012,9(1):1-8. [56] Morris Bamberg SJ, Carson RJ, Webster JB, et al. Method and system for analyzing gait and providing real-time feedback on gait asymmetry[P]. United States Patent:9591993, 2017-03-14. [57] Ashhar K, Cheong SB, Kong HK. A wearable ultrasonic sensor network for analysis of bilateral gait symmetry[C]//2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. Seogwipo: IEEE,2017.4455-4458. [58] Kubota KJ, Chen JA. Machine learning for large‐scale wearable sensor data in Parkinson′s disease: Concepts, promises, pitfalls, and futures[J]. Movement Disorders,2016,31(9):1314-1326. [59] Chau T. A review of analytical techniques for gait data. Part 1: Fuzzy, statistical and fractal methods[J]. Gait & Posture,2001,13(1):49-66. [60] Preece SJ, Goulermas JY, Kenney LP, et al. Activity identification using body-mounted sensors-A review of classification techniques[J]. Physiological Measurement,2009,30(4):R1-R33. [61] Wu Jianning, Wang Jue, Liu Li. Feature extraction via KPCA for classification of gait patterns[J]. Human Movement Science,2007,26(3):393-411. [62] Liao Fuyuan, Wang Jue, He Ping. Multi-resolution entropy analysis of gait symmetry in neurological degenerative diseases and amyotrophic lateral sclerosis[J]. Medical Engineering and Physics,2007,30(3):299-310. [63] Daw CS, Finney CEA, Tracy ER. A review of symbolic analysis of experimental data[J]. Review of Scientific Instruments,2003,74(2):915-930. [64] 向馗,蒋静坪. 时间序列的符号化方法研究[J]. 模式识别与人工智能,2007,20(2):154-161. [65] Sant'Anna A, Wickström N. A symbol-based approach to gait analysis from acceleration signals: identification and detection of gait events and a new measure of gait symmetry[J]. IEEE Transactions on Information Technology in Biomedicine,2010,14(5):1180-1187. [66] Wulf G, Shea CH. Principles derived from the study of simple skills do not generalize to complex skill learning[J]. Psychonomic Bulletin & Review,2002,9(2):185-211. [67] Roerdink M, Roeles S, van der Pas SCH, et al. Evaluating asymmetry in prosthetic gait with step-length asymmetry alone is flawed[J]. Gait & Posture,2012,35(3):446-451. [68] Exell TA, Gittoes MJR, Irwin G, et al. Gait asymmetry: Composite scores for mechanical analyses of sprint running[J]. Journal of Biomechanics, 2012,45(6):1108-1111. [69] Nigg S, Vienneau J, Maurer C, et al. Development of a symmetry index using discrete variables[J]. Gait & Posture,2013,38(1):115-119. [70] Cabral S, Resende RA, Clansey AC, et al. A global gait asymmetry index[J]. Journal of Applied Biomechanics,2016,32(2):171-177. [71] Lundh D, Coleman S, Riad J. Movement deviation and asymmetry assessment with three dimensional gait analysis of both upper- and lower extremity results in four different clinical relevant subgroups in unilateral cerebral palsy[J]. Clinical Biomechanics,2014,29(4):381-386. [72] Cabral S, Fernandes R, Selbie WS, et al. Inter-session agreement and reliability of the global gait asymmetry index in healthy adults[J]. Gait & Posture,2017,51:20-24. [73] Ramakrishnan T, Muratagic′ H, Reed KB. Combined gait asymmetry metric[C]//2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. Orlando: IEEE,2016:2165-2168. [74] Ramakrishnan T, Lahiff C, Reed KB. Comparing gait with multiple physical asymmetries using consolidated metrics[J]. Frontiers in Neurorobotics,2018,12:2. [75] Wafai L, Zayegh A, Woulfe J, et al. Automated classification of plantar pressure asymmetry during pathological gait using artificial neural network[C] //Middle East Conference on Biomedical Engineering. Doha: IEEE, 2014:220-223. [76] Michalski R, Wit A, Gajewski J. Use of artificial neural networks for assessing parameters of gait symmetry[J]. Acta of Bioengineering & Biomechanics,2011,13(4):65-70. [77] Wu Jianning, Wu Bin. The novel quantitative technique for assessment of gait symmetry using advanced statistical learning algorithm[J]. Biomed Research International,2015,2015:528971. [78] 李慧敏. 基于机器视觉的步态模式识别与步态对称性研究[D]. 沈阳:东北大学,2014. [79] 仇森. 人体步态分析的多传感器数据融合研究[D]. 大连:大连理工大学,2016. [80] Anwary RA, Yu Hongnian, Vassallo M. An automatic gait feature extraction method for identifying gait asymmetry using wearable sensors[J], Sensors, 2018:18(2):676-703. [81] Mitchell E, Ahmadi A, O'Connor N E, et al. Automatically detecting asymmetric running using time and frequency domain features[C]// 2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks. Cambridge: IEEE, 2015:1-6. [82] Hsiaowecksler ET, Polk JD, Rosengren KS, et al. A review of new analytic techniques for quantifying symmetry in locomotion[J]. Symmetry, 2010, 2(2):1135-1155. [83] Jang IG, Nam KW, Park HS, et al. Gait Symmetry analysis protocol for whole leg movement symmetry evaluation[J]. Journal of Mechanics in Medicine and Biology,2012,12(04):424-437. [84] Polk J, Stumpf RM, Rosengren KS. Limb dominance, foot orientation and functional asymmetry during walking gait[J]. Gait & Posture, 2017, 52(Supplement C):140-146. |
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