• Title/Summary/Keyword: Stroke trajectory

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Recognition of 3D hand gestures using partially tuned composite hidden Markov models

  • Kim, In Cheol
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.4 no.2
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    • pp.236-240
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    • 2004
  • Stroke-based composite HMMs with articulation states are proposed to deal with 3D spatio-temporal trajectory gestures. The direct use of 3D data provides more naturalness in generating gestures, thereby avoiding some of the constraints usually imposed to prevent performance degradation when trajectory data are projected into a specific 2D plane. Also, the decomposition of gestures into more primitive strokes is quite attractive, since reversely concatenating stroke-based HMMs makes it possible to construct a new set of gesture HMMs without retraining their parameters. Any deterioration in performance arising from decomposition can be remedied by a partial tuning process for such composite HMMs.

Recognition of Virtual Written Characters Based on Convolutional Neural Network

  • Leem, Seungmin;Kim, Sungyoung
    • Journal of Platform Technology
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    • v.6 no.1
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    • pp.3-8
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    • 2018
  • This paper proposes a technique for recognizing online handwritten cursive data obtained by tracing a motion trajectory while a user is in the 3D space based on a convolution neural network (CNN) algorithm. There is a difficulty in recognizing the virtual character input by the user in the 3D space because it includes both the character stroke and the movement stroke. In this paper, we divide syllable into consonant and vowel units by using labeling technique in addition to the result of localizing letter stroke and movement stroke in the previous study. The coordinate information of the separated consonants and vowels are converted into image data, and Korean handwriting recognition was performed using a convolutional neural network. After learning the neural network using 1,680 syllables written by five hand writers, the accuracy is calculated by using the new hand writers who did not participate in the writing of training data. The accuracy of phoneme-based recognition is 98.9% based on convolutional neural network. The proposed method has the advantage of drastically reducing learning data compared to syllable-based learning.

Kinematical Aspects Gliding Technique in 500-m Speed Skaters: From Start to Seven Strokes

  • Ryu, Jae Kyun;Kim, Young Suk;Hong, Sung Hong
    • Korean Journal of Applied Biomechanics
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    • v.26 no.4
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    • pp.333-341
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    • 2016
  • Objective: The purpose of this study was to assess the consistency of the gliding and push-off motion for single leg skating from the first to fourteenth steps. We hypothesized that: 1) there would be no difference in stroke trajectory, step rate, and cycle rate between the left and right steps of gliding; and 2) there would be a difference in the resultant velocity of toe push-off and the horizontal velocity of the center of mass after six step push-offs. Method: The study included five male 500-m speed skaters (mean height, $1.80{\pm}0.02m$; mean weight, $76.8{\pm}3.96kg$; record, $35.83{\pm}0.30sec$; 100-m record, <9.97 sec). Data were collected from the first to fourteenth steps (40 m) and recorded using five digital JVC GR-HD1KR video cameras (Victor Co., Japan) operating at a sampling frequency of 60 fields/sec and shutter speed of 1/500 sec. For each film frame, the joint positions were digitized using the KWON3D motion analyzer. Position data were filtered with low-pass Butterworth $4^{th}$ order at the cut-off frequency of 7.4 Hz. Results: The right toe of the skating trajectories at $2^{nd}$, $5^{th}$, and $7^{th}$ strokes differed from those of the left toe. The angles of the right and left knee demonstrated unbalanced patterns from the flexion and extension legs. The step and cycle rates of the right and left leg differed from the start until 20 m. The resultant velocities of the toe at the push-off phase and of the body mass center diverged before the six push-offs. Conclusion: This study's findings indicate that the toe of skating trajectory on left and right sliding after push-off should maintain a symmetrical trajectory. The resultant velocity of toe push-off and horizontal velocity from the center of body need to be separated after about six step push-offs.

Stroke Based Hand Gesture Recognition by Analyzing a Trajectory of Polhemus Sensor (Polhemus 센서의 궤적 정보 해석을 이용한 스트로크 기반의 손 제스처 인식)

  • Kim, In-Cheol;Lee, Nam-Ho;Lee, Yong-Bum;Chien, Sung-Il
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.36C no.8
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    • pp.46-53
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    • 1999
  • We have developed glove based hand gesture recognition system for recognizing 3D gesture of operators in remote work environment. Polhemus sensor attached to the PinchGlove is employed to obtain the sequence of 3D positions of a hand trajectory. These 3D data are then encoded as the input to our recognition system. We propose the use of the strokes to be modeled by HMMs as basic units. The gesture models are constructed by concatenating stroke HMMs and thereby the HMMs for the newly defined gestures can be created without retraining their parameters. Thus, by using stroke models rather than gesture models, we can raise the system extensibility. The experiment results for 16 different gestures show that our stroke based composite HMM performs better than the conventional gesture based HMM.

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Prevalence and associated factors of dysphagia in patients hospitalized with acute stroke (급성 뇌졸중 입원 환자의 연하장애 유병률과 관련요인)

  • Chang, Hee-Kyung;Yun, Suk-Kyung;Gil, Cho-Rong
    • The Journal of the Convergence on Culture Technology
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    • v.5 no.1
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    • pp.417-428
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    • 2019
  • The aims of this study were to evaluate the prevalence of dysphagia in patients hospitalized with acute stroke and to identify factors associated with dysphagia. The study was conducted in a tertiary hospital and a total of 131 patients hospitalized with acute stroke (aged 34-92 years old, 58.0% male) were enrolled. The prevalence of dysphagia was 24.4% out of 131 participants and risk factors associated with dysphagia were age, neurological severity, oral health status, and dependence in activity of daily living of participants. Considering the long-term rehabilitation trajectory, it is necessary to apply the early screening and preventive nursing intervention for dysphagia during acute stage of stroke patient.

Design Characteristics of Permanent Magnet Linear Synchronous Motor for Short Reciprocating Trajectory

  • Jung, Sang-Yong
    • Journal of IKEEE
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    • v.11 no.1 s.20
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    • pp.46-53
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    • 2007
  • Design characteristics of PMLSM(Permanent Magnet Linear Synchronous Motor) considering the dynamic running condition under the limited input voltage and current for short reciprocating trajectory are presented. Particularly, the dynamic constraints resulted from the dynamic capability of PMLSM and the required motional performance of the repeated short stroke are applied to determine the design specification of PMLSM. In addition, optimal design flow based on the dynamic constraints is specified with the design parameters, such as coil resistances, the EMF constants, inductances, pole-pitch. Furthermore, proposed methods and results are validated by the experimental ones measured with the purpose-built prototype.

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DULEX, A Wearable Hand Rehabilitation Device for Stroke Survivals (뇌졸중 환자를 위한 착용형 손 재활훈련기기, DULEX)

  • Kim, Young-Min;Moon, In-Hyuk
    • Journal of Institute of Control, Robotics and Systems
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    • v.16 no.10
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    • pp.919-926
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    • 2010
  • This paper proposes a wearable hand rehabilitation device, DULEX, for persons with functional paralysis of upper-limbs after stoke. DULEX has three degrees of freedom for rehabilitation exercises for wrist and fingers except the thumb. The main function of DULEX is to extend the range of motions of finger and wrist being contracture. DULEX is designed by using a parallel mechanism, and its parameters such as length and location of links are determined by kinematic analysis. The motion trajectory of the designed DULEX is aligned to human hand to prevent a slip. To reduce total weight of DULEX, artificial air muscles are used for actuating each joint motion. In feedback control, each joint angle is indirectly estimated from the relations of the input air pressure and the output muscle length. Experimental results show that DULEX is feasible in hand rehabilitation for stroke survivals.

The control of an upper extremity exoskeleton for stroke rehabilitation: An active force control scheme approach

  • Majeed, Anwar P.P. Abdul;Taha, Zahari;Abdullah, Muhammad Amirul;Azmi, Kamil Zakwan Mohd;Zakaria, Muhammad Aizzat
    • Advances in robotics research
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    • v.2 no.3
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    • pp.237-245
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    • 2018
  • This study evaluates the efficacy of a class robust control scheme namely active force control in performing a joint based trajectory tracking of an upper limb exoskeleton in rehabilitating the elbow joint. The plant of the exoskeleton system is obtained via system identification method whilst the PD gains were tuned heuristically. The estimated inertial parameter that enables the AFC disturbance rejection effect is attained by means of a non-nature based metaheuristic optimisation technique known as simulated Kalman filter (SKF). It was demonstrated from the present investigation that the proposed PDAFC scheme outperformed the classical PD algorithm in tracking the prescribed trajectory both in the presence and without the presence of disturbance attributed by the mannequin limb weights (1 kg and 1.5 kg) that mimics the weight of actual human limb weight. Therefore, it is apparent from the results obtained from the present study that the proposed control scheme, i.e., PDAFC is suitable for the application of exoskeleton for stroke rehabilitation.

Kinematic Characteristics according to Types of Putter Head on Pro Golfer's 4 Meter Putts (프로골퍼의 4m 퍼팅시 퍼터 헤드형태에 따른 운동학적 특성)

  • Lee, Geun-Hyuk;So, Jae-Moo
    • Korean Journal of Applied Biomechanics
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    • v.23 no.4
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    • pp.319-326
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    • 2013
  • The objective of this study is to help golfers to select adequate putters and to provide golfers basic scientific data for improving athletic performance by showing differences of kinematic variables according to the shape of putter head. In this research three right-handed male pro-golfer who are listed at KPGA were studied and three video camera (GR-HD1KR, JVC, Japan) were used and recording speed was 60 frame/sec during the research. In this study kinematic variables were calculated using Kwon3D XP program and analysed on the 4 events and 3 phases. This study showed the following results : (1) The swing of heel-toe putter showed longer time than that of face balanced putter, and there are statistical significant difference of kinematic variables of each objective (2) As of the trajectory of putter head, heel-toe putter showed more approximating curve trajectory than that of in-between, face balanced putter on the X-axis (3) heel-toe putter showed longer distance follow-through than that of other putters by statistically significant difference on the Y-axis (4) Heel-toe putter showed longer distance swing trajectory over the ground than that of other putters by statistically significant difference on the Z-axis.

Correction of Text Character Skeleton for Effective Trajectory Recovery

  • Vu, Hoai Nam;Na, In Seop;Kim, Soo Hyung
    • International Journal of Contents
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    • v.11 no.3
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    • pp.7-13
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    • 2015
  • One of the biggest problems of skeletonization is the occurrence of distortions at the junction point of the final binary image. At the junction area, a single point usually becomes a small stroke, and the corresponding trajectory task, as well as the OCR, consequently becomes more complicated. We therefore propose an adaptive post-processing method that uses an adaptive threshold technique to correct the distortions. Our proposed method transforms the distorted segments into a single point so that they are as similar to the original image as possible, and this improves the static handwriting images after the skeletonization process. Further, we attained promising results regarding the usage of the enhanced skeletonized images in other applications, thereby proving the expediency and efficiency of the proposed method.