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https://www.readbyqxmd.com/read/29786659/deep-learning-to-predict-falls-in-older-adults-based-on-daily-life-trunk-accelerometry
#1
REVIEW
Ahmed Nait Aicha, Gwenn Englebienne, Kimberley S van Schooten, Mirjam Pijnappels, Ben Kröse
Early detection of high fall risk is an essential component of fall prevention in older adults. Wearable sensors can provide valuable insight into daily-life activities; biomechanical features extracted from such inertial data have been shown to be of added value for the assessment of fall risk. Body-worn sensors such as accelerometers can provide valuable insight into fall risk. Currently, biomechanical features derived from accelerometer data are used for the assessment of fall risk. Here, we studied whether deep learning methods from machine learning are suited to automatically derive features from raw accelerometer data that assess fall risk...
May 22, 2018: Sensors
https://www.readbyqxmd.com/read/29779875/three-dimensional-representation-of-motor-space-in-the-mouse-superior-colliculus
#2
Jonathan J Wilson, Nicolas Alexandre, Caterina Trentin, Marco Tripodi
From the act of exploring an environment to that of grasping a cup of tea, animals must put in register their motor acts with their surrounding space. In the motor domain, this is likely to be defined by a register of three-dimensional (3D) displacement vectors, whose recruitment allows motion in the direction of a target. One such spatially targeted action is seen in the head reorientation behavior of mice, yet the neural mechanisms underlying these 3D behaviors remain unknown. Here, by developing a head-mounted inertial sensor for studying 3D head rotations and combining it with electrophysiological recordings, we show that neurons in the mouse superior colliculus are either individually or conjunctively tuned to the three Eulerian components of head rotation...
May 15, 2018: Current Biology: CB
https://www.readbyqxmd.com/read/29778065/reliability-of-the-sub-components-of-the-instrumented-timed-up-and-go-test-in-ambulatory-children-with-traumatic-brain-injury-and-typically-developed-controls
#3
Mark A Newman, Mark A Hirsch, Richard D Peindl, Nahir A Habet, Tobias J Tsai, Michael S Runyon, Toan Huynh, Nigel Zheng
BACKGROUND: Studies have evaluated the test-re-test reliability of subcomponents of the timed up and-go test in adults by using body-worn inertial sensors. However, studies in children have not been reported in the literature. RESEARCH QUESTION: To evaluate the within-session reliability of subcomponents of a newly developed electronically augmented timed 'upand-go' test (EATUG) in ambulatory children with traumatic brain injury (TBI) and children with typical development (TD)...
May 16, 2018: Gait & Posture
https://www.readbyqxmd.com/read/29772794/amid-accurate-magnetic-indoor-localization-using-deep-learning
#4
Namkyoung Lee, Sumin Ahn, Dongsoo Han
Geomagnetic-based indoor positioning has drawn a great attention from academia and industry due to its advantage of being operable without infrastructure support and its reliable signal characteristics. However, it must overcome the problems of ambiguity that originate with the nature of geomagnetic data. Most studies manage this problem by incorporating particle filters along with inertial sensors. However, they cannot yield reliable positioning results because the inertial sensors in smartphones cannot precisely predict the movement of users...
May 17, 2018: Sensors
https://www.readbyqxmd.com/read/29764466/validity-of-shoe-type-inertial-measurement-units-for-parkinson-s-disease-patients-during-treadmill-walking
#5
Myeounggon Lee, Changhong Youm, Jeanhong Jeon, Sang-Myung Cheon, Hwayoung Park
BACKGROUND: When examining participants with pathologies, a shoe-type inertial measurement unit (IMU) system with sensors mounted on both the left and right outsoles may be more useful for analysis and provide better stability for the sensor positions than previous methods using a single IMU sensor or attached to the lower back and a foot. However, there have been few validity analyses of shoe-type IMU systems versus reference systems for patients with Parkinson's disease (PD) walking continuously with a steady-state gait in a single direction...
May 15, 2018: Journal of Neuroengineering and Rehabilitation
https://www.readbyqxmd.com/read/29762541/biomechanical-gait-variable-estimation-using-wearable-sensors-after-unilateral-total-knee-arthroplasty
#6
Ik-Hyun Youn, Jong-Hoon Youn, Joseph A Zeni, Brian A Knarr
Total knee arthroplasty is a common surgical treatment for end-stage osteoarthritis of the knee. The majority of existing studies that have explored the relationship between recovery and gait biomechanics have been conducted in laboratory settings. However, seamless gait parameter monitoring in real-world conditions may provide a better understanding of recovery post-surgery. The purpose of this study was to estimate kinematic and kinetic gait variables using two ankle-worn wearable sensors in individuals after unilateral total knee arthroplasty...
May 15, 2018: Sensors
https://www.readbyqxmd.com/read/29757983/a-combined-gravity-compensation-method-for-ins-using-the-simplified-gravity-model-and-gravity-database
#7
Xiao Zhou, Gongliu Yang, Jing Wang, Zeyang Wen
In recent decades, gravity compensation has become an important way to reduce the position error of an inertial navigation system (INS), especially for a high-precision INS, because of the extensive application of high precision inertial sensors (accelerometers and gyros). This paper first deducts the INS's solution error considering gravity disturbance and simulates the results. Meanwhile, this paper proposes a combined gravity compensation method using a simplified gravity model and gravity database. This new combined method consists of two steps all together...
May 14, 2018: Sensors
https://www.readbyqxmd.com/read/29757261/design-of-an-inertial-sensor-based-data-glove-for-hand-function-evaluation
#8
Bor-Shing Lin, I-Jung Lee, Shu-Yu Yang, Yi-Chiang Lo, Junghsi Lee, Jean-Lon Chen
Capturing hand motions for hand function evaluations is essential in the medical field. Various data gloves have been developed for rehabilitation and manual dexterity assessments. This study proposed a modular data glove with 9-axis inertial measurement units (IMUs) to obtain static and dynamic parameters during hand function evaluation. A sensor fusion algorithm is used to calculate the range of motion of joints. The data glove is designed to have low cost, easy wearability, and high reliability. Owing to the modular design, the IMU board is independent and extensible and can be used with various microcontrollers to realize more medical applications...
May 13, 2018: Sensors
https://www.readbyqxmd.com/read/29746794/an-accurate-estimation-of-the-horizontal-acceleration-of-a-rower-s-centre-of-mass-using-inertial-sensors-a-validation
#9
Lotte L Lintmeijer, Gert S Faber, Hessel R Kruk, A J Knoek van Soest, Mathijs J Hofmijster
For a valid determination of a rower's mechanical power output, the anterior-posterior (AP) acceleration of a rower's centre of mass (CoM) is required. The current study was designed to evaluate the accuracy of the determination of this acceleration using a full-body inertial measurement units (IMUs) suit in combination with a mass distribution model. Three methods were evaluated. In the first two methods, IMU data were combined with either a subject-specific mass distribution or a standard mass distribution model for athletes...
May 10, 2018: European Journal of Sport Science
https://www.readbyqxmd.com/read/29746520/local-dynamic-stability-during-gait-for-predicting-falls-in-elderly-people-a-one-year-prospective-study
#10
Lucia Bizovska, Zdenek Svoboda, Miroslav Janura, Maria Cristina Bisi, Nicolas Vuillerme
Computing the local dynamic stability using accelerometer data from inertial sensors has recently been proposed as a gait measure which may be able to identify elderly people at fall risk. However, the assumptions supporting this potential were concluded as most studies implement a retrospective fall history observation. The aim of this study was to evaluate the potential of local dynamic stability for fall risk prediction in a cohort of subjects over the age of 60 years using a prospective fall occurrence observation...
2018: PloS One
https://www.readbyqxmd.com/read/29745788/3x3-basketball-performance-characteristics-and-changes-during-elite-tournament-competition
#11
Paul G Montgomery, Brendan D Maloney
PURPOSE: To determine the changes in game performance during tournament play of elite 3x3 basketball. METHODS: 361 males and 208 females competing in selected international tournaments had game demands assessed by wearable technology (GPS, inertial sensor, heart rate) along with post game blood lactate and perceived responses. Differences in the means for selected variables between games were compared using magnitude based inferences and reported with Effect Size and associated confidence limits, along with the percentage difference (ES; ±90%CL, %) of log-transformed data...
May 10, 2018: International Journal of Sports Physiology and Performance
https://www.readbyqxmd.com/read/29745525/-quantitative-assessment-of-motor-function-in-patients-with-parkinson-s-disease-using-wearable-sensors
#12
Tianyu Shen, Jiping Wang, Liquan Guo, Qifan Bai, Huijun Zhang, Shouyan Wang, Daxi Xiong
Motor dysfunction is the main clinical symptom and diagnosis basis of patients with Parkinson's disease (PD). A total of 30 subjects were recruited in this study, including 15 PD patients (PD group) and 15 healthy subjects (control group). Then 5 wearable inertial sensor nodes were worn on the bilateral upper limbs, lower limbs and waist of subjects. When completing the 6 paradigm tasks, the acceleration and angular velocity signals from different parts of the body were acquired and analyzed to obtain 20 quantitative parameters which contain information about the amplitude, frequency, and fatigue degree of movements to assess the motor function...
April 1, 2018: Sheng Wu Yi Xue Gong Cheng Xue za Zhi, Journal of Biomedical Engineering, Shengwu Yixue Gongchengxue Zazhi
https://www.readbyqxmd.com/read/29742745/validity-and-reliability-of-a-wearable-inertial-sensor-to-measure-velocity-and-power-in-the-back-squat-and-bench-press
#13
Samuel T Orange, James W Metcalfe, Andreas Liefeith, Phil Marshall, Leigh A Madden, Connor R Fewster, Rebecca V Vince
Orange, ST, Metcalfe, JW, Liefeith, A, Marshall, P, Madden, LA, Fewster, CR, and Vince, RV. Validity and reliability of a wearable inertial sensor to measure velocity and power in the back squat and bench press. J Strength Cond Res XX(X): 000-000, 2018-This study examined the validity and reliability of a wearable inertial sensor to measure velocity and power in the free-weight back squat and bench press. Twenty-nine youth rugby league players (18 ± 1 years) completed 2 test-retest sessions for the back squat followed by 2 test-retest sessions for the bench press...
May 8, 2018: Journal of Strength and Conditioning Research
https://www.readbyqxmd.com/read/29738486/shoe-insole-technology-for-injury-prevention-in-walking
#14
REVIEW
Hanatsu Nagano, Rezaul K Begg
Impaired walking increases injury risk during locomotion, including falls-related acute injuries and overuse damage to lower limb joints. Gait impairments seriously restrict voluntary, habitual engagement in injury prevention activities, such as recreational walking and exercise. There is, therefore, an urgent need for technology-based interventions for gait disorders that are cost effective, willingly taken-up, and provide immediate positive effects on walking. Gait control using shoe-insoles has potential as an effective population-based intervention, and new sensor technologies will enhance the effectiveness of these devices...
May 8, 2018: Sensors
https://www.readbyqxmd.com/read/29736737/a-novel-device-for-continuous-monitoring-of-tremor-and-other-motor-symptoms
#15
Luigi Battista, Antonietta Romaniello
The clinical assessment of Parkinson's disease (PD) symptoms is typically performed with neurological examinations and simple motor tests. However, this only takes into account the severity of motor symptoms during the length of the recording and fails to capture variations in a patient's motor state, which change continuously during the day. Most of the current methods for long-term monitoring of extrapyramidal symptoms are based on the use of a wearable magneto-inertial device that evaluates the frequential content of signals in the range of movement disorders...
May 7, 2018: Neurological Sciences
https://www.readbyqxmd.com/read/29735960/an-ins-wifi-indoor-localization-system-based-on-the-weighted-least-squares
#16
Jian Chen, Gang Ou, Ao Peng, Lingxiang Zheng, Jianghong Shi
For smartphone indoor localization, an INS/WiFi hybrid localization system is proposed in this paper. Acceleration and angular velocity are used to estimate step lengths and headings. The problem with INS is that positioning errors grow with time. Using radio signal strength as a fingerprint is a widely used technology. The main problem with fingerprint matching is mismatching due to noise. Taking into account the different shortcomings and advantages, inertial sensors and WiFi from smartphones are integrated into indoor positioning...
May 7, 2018: Sensors
https://www.readbyqxmd.com/read/29734715/impact-assessment-of-gnss-spoofing-attacks-on-ins-gnss-integrated-navigation-system
#17
Yang Liu, Sihai Li, Qiangwen Fu, Zhenbo Liu
In the face of emerging Global Navigation Satellite System (GNSS) spoofing attacks, there is a need to give a comprehensive analysis on how the inertial navigation system (INS)/GNSS integrated navigation system responds to different kinds of spoofing attacks. A better understanding of the integrated navigation system’s behavior with spoofed GNSS measurements gives us valuable clues to develop effective spoofing defenses. This paper focuses on an impact assessment of GNSS spoofing attacks on the integrated navigation system Kalman filter’s error covariance, innovation sequence and inertial sensor bias estimation...
May 4, 2018: Sensors
https://www.readbyqxmd.com/read/29734707/analysis-and-compensation-of-modulation-angular-rate-error-based-on-missile-borne-rotation-semi-strapdown-inertial-navigation-system
#18
Jiayu Zhang, Jie Li, Xi Zhang, Xiaorui Che, Yugang Huang, Kaiqiang Feng
The Semi-Strapdown Inertial Navigation System (SSINS) provides a new solution to attitude measurement of a high-speed rotating missile. However, micro-electro-mechanical-systems (MEMS) inertial measurement unit (MIMU) outputs are corrupted by significant sensor errors. In order to improve the navigation precision, a rotation modulation technology method called Rotation Semi-Strapdown Inertial Navigation System (RSSINS) is introduced into SINS. In fact, the stability of the modulation angular rate is difficult to achieve in a high-speed rotation environment...
May 4, 2018: Sensors
https://www.readbyqxmd.com/read/29733529/sensor-based-gait-analysis-in-atypical-parkinsonian-disorders
#19
Cecilia Raccagni, Heiko Gaßner, Sabine Eschlboeck, Sylvia Boesch, Florian Krismer, Klaus Seppi, Werner Poewe, Bjoern M Eskofier, Juergen Winkler, Gregor Wenning, Jochen Klucken
BACKGROUND AND OBJECTIVES: Gait impairment and reduced mobility are typical features of idiopathic Parkinson's disease (iPD) and atypical parkinsonian disorders (APD). Quantitative gait assessment may have value in the diagnostic workup of parkinsonian patients and as endpoint in clinical trials. The study aimed to identify quantitative gait parameter differences in iPD and APD patients using sensor-based gait analysis and to correlate gait parameters with clinical rating scales. SUBJECTS AND METHODS: Patients with iPD and APD including Parkinson variant multiple system atrophy and progressive supranuclear palsy matched for age, gender, and Hoehn and Yahr (≤3) were recruited at two Movement Disorder Units and assessed using standardized clinical rating scales (MDS-UPDRS-3, UMSARS, PSP-RS)...
May 7, 2018: Brain and Behavior
https://www.readbyqxmd.com/read/29724072/an-optimal-enhanced-kalman-filter-for-a-zupt-aided-pedestrian-positioning-coupling-model
#20
Qigao Fan, Hai Zhang, Yan Sun, Yixin Zhu, Xiangpeng Zhuang, Jie Jia, Pengsong Zhang
Aimed at overcoming the problems of cumulative errors and low positioning accuracy in single Inertial Navigation Systems (INS), an Optimal Enhanced Kalman Filter (OEKF) is proposed in this paper to achieve accurate positioning of pedestrians within an enclosed environment. Firstly, the errors of the inertial sensors are analyzed, modeled, and reconstructed. Secondly, the cumulative errors in attitude and velocity are corrected using the attitude fusion filtering algorithm and Zero Velocity Update algorithm (ZUPT), respectively...
May 2, 2018: Sensors
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