Extraction of canine gait characteristics using a mobile gait analysis system based on inertial measurement units

被引:3
作者
Altermatt, M. [1 ]
Kalt, D. [1 ]
Blattler, P. [2 ]
Schkommodau, E. [1 ]
机构
[1] Univ Appl Sci & Arts Northwestern Switzerland, Sch Life Sci, Inst Med Engn & Med Informat, Hofackerstr 30, CH-4132 Muttenz, Switzerland
[2] Orthovet, Fasanenstr 13, CH-4402 Frenkendorf, Switzerland
关键词
Inertial measurement unit; Canine gait; Movement analysis; Gait characteristics; Range of motion; ACCURACY;
D O I
10.1016/j.vas.2023.100301
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
This study aims to investigate two simple algorithms for extracting gait features from an inertial measurement unit (IMU) based canine gait analysis system. The first algorithm was developed to determine the hip/shoulder extension/flexion range of motion. The second algorithm automatically determines the stance and swing phase per leg. To investigate the accuracy of the algorithms, two dogs were walked on a treadmill and measured simultaneously with an IMU system, an optical tracking system and two cameras. The range of motion estimation was compared to the optical tracking systems, with a total of 280 steps recorded. To test the stance and swing phase detection, a total of 63 steps were manually annotated in the video recordings and compared with the output of the algorithm. The IMU's-based estimation of the range of motion showed an average deviation of 1.4 degrees to 5.6 degrees from the optical reference, while the average deviation in the detection of the beginning and end of the stance and swing phases ranged from -0.01 to 0.09 s. This study shows that even simple algorithms can extract relevant information from inertial measurements that are comparable to results from more complex approaches. However, additional studies including a wider subject pool need to be conducted to investigate the significance of the presented findings.
引用
收藏
页数:5
相关论文
共 15 条
[1]   Gait analysis using accelerometry in dystrophin-deficient dogs [J].
Barthelemy, Ines ;
Barrey, Eric ;
Thibaud, Jean-Laurent ;
Uriarte, Ane ;
Voit, Thomas ;
Blot, Stephane ;
Hogrel, Jean-Yves .
NEUROMUSCULAR DISORDERS, 2009, 19 (11) :788-796
[2]  
Clark K, 2014, CAN J VET RES, V78, P226
[3]   Activity of extrinsic limb muscles in dogs at walk, trot and gallop [J].
Deban, Stephen M. ;
Schilling, Nadja ;
Carrier, David R. .
JOURNAL OF EXPERIMENTAL BIOLOGY, 2012, 215 (02) :287-300
[4]  
Duerr F.M., 2020, Canine lameness, V1st, DOI [10.1002/9781119473992, DOI 10.1002/9781119473992]
[5]   Evaluation of inertial measurement units as a novel method for kinematic gait evaluation in dogs [J].
Duerr, Felix M. ;
Pauls, Alexandra ;
Kawcak, Chris ;
Haussler, Kevin K. ;
Bertocci, Gina ;
Moorman, Valerie ;
King, Melissa .
VETERINARY AND COMPARATIVE ORTHOPAEDICS AND TRAUMATOLOGY, 2016, 29 (06) :475-483
[6]   Accuracy of asymmetry indices of ground reaction forces for diagnosis of hind limb lameness in dogs [J].
Fanchon, Laurent ;
Grandjean, Dominique .
AMERICAN JOURNAL OF VETERINARY RESEARCH, 2007, 68 (10) :1089-1094
[7]   Three-Dimensional Kinematic Gait Analysis of Doberman Pinschers with and without Cervical Spondylomyelopathy [J].
Foss, K. ;
da Costa, R. C. ;
Moore, S. .
JOURNAL OF VETERINARY INTERNAL MEDICINE, 2013, 27 (01) :112-119
[8]   Evaluation of a three-dimensional kinematic model for canine gait analysis [J].
Fu, Yang-Chieh ;
Torres, Bryan T. ;
Budsberg, Steven C. .
AMERICAN JOURNAL OF VETERINARY RESEARCH, 2010, 71 (10) :1118-1122
[9]   Recent developments in canine locomotor analysis: A review [J].
Gillette, Robert L. ;
Angle, T. Craig .
VETERINARY JOURNAL, 2008, 178 (02) :165-176
[10]   GaitKeeper: A System for Measuring Canine Gait [J].
Ladha, Cassim ;
O'Sullivan, Jack ;
Belshaw, Zoe ;
Asher, Lucy .
SENSORS, 2017, 17 (02)