• Title/Summary/Keyword: Joint angles

Search Result 525, Processing Time 0.033 seconds

Human Activity Recognition with LSTM Using the Egocentric Coordinate System Key Points

  • Wesonga, Sheilla;Park, Jang-Sik
    • Journal of the Korean Society of Industry Convergence
    • /
    • v.24 no.6_1
    • /
    • pp.693-698
    • /
    • 2021
  • As technology advances, there is increasing need for research in different fields where this technology is applied. On of the most researched topic in computer vision is Human activity recognition (HAR), which has widely been implemented in various fields which include healthcare, video surveillance and education. We therefore present in this paper a human activity recognition system based on scale and rotation while employing the Kinect depth sensors to obtain the human skeleton joints. In contrast to previous approaches that use joint angles, in this paper we propose that each limb has an angle with the X, Y, Z axes which we employ as feature vectors. The use of the joint angles makes our system scale invariant. We further calculate the body relative direction in the egocentric coordinates in order to provide the rotation invariance. For the system parameters, we employ 8 limbs with their corresponding angles each having the X, Y, Z axes from the coordinate system as feature vectors. The extracted features are finally trained and tested with the Long short term memory (LSTM) Network which gives us an average accuracy of 98.3%.

Comparison of Hip Extensor Muscles Activities According to Forward Trunk Lean Angles During Single-leg Deadlift

  • Saerin Lee;Duk-hyun An
    • Physical Therapy Korea
    • /
    • v.30 no.1
    • /
    • pp.8-14
    • /
    • 2023
  • Background: Excessive hamstring (HS) activation due to the weakness of the gluteus maximus (GM) causes pain in the hip joint. A single-leg deadlift is a hip extensor exercise, especially GM, that includes functional movements in daily life and complex multi-joint training. In single-leg deadlift, the muscle activity depends on the forward trunk lean angle, and it's necessary to study which muscles are used dominantly depending on the angle. Objects: The purpose of this study was to compare the effect on the muscle activity of the GM and HS during single-leg deadlift according to different forward trunk lean angles and the ratio of the GM vs HS (GM/HS). Methods: Twenty-one healthy female participants were recruited. The muscles activities of the GM, HS and the GM/HS ratio were measured through electromyography during single-leg deadlift according to three condition of forward trunk lean angles (30°, 60°, and 90°). Results: The GM and HS activities significantly differed among three conditions (p < 0.05). GM/HS ratio was significantly higher at 30° and 60° of forward trunk lean compared to 90°. Moreover, the GM activity was significantly higher at 60° of forward trunk lean than at 30° (p < 0.05). Conclusion: The single-leg deadlift at 60° of forward trunk lean is a proper GM muscle strengthening exercise.

Resting Hand and Wrist Posture Evaluation (휴식 상태의 손과 손목 자세 평가)

  • Lee, Kyung-Sun;Jung, Myung-Chul
    • Journal of the Ergonomics Society of Korea
    • /
    • v.29 no.5
    • /
    • pp.727-734
    • /
    • 2010
  • The objective of this study was to evaluate the resting postures of the fingers and wrist based on the biomechanical model in term of hand posture (neutral, pronation, and supination) and gender (male and female). The finger and wrist joint angles were measured with VICON motion system. The EMG system was used to examine the muscle activity in the resting condition. The participants consisted of twenty male and twenty female students. The angles of the fingers and wrist were analyzed by means of the coordinate system associated with the International Society of Biomechanics. Hand posture was significant for all the joints. The finger and wrist joint flexed in supination more than in neutral and pronation. The hand posture and gender were not significant for the results of muscle activity, but it had larger muscle activities in supination more than in neutral and pronation.

Development of a Robotic Surgery System using General Purpose Robotic Arm and Modular Haptic Controller (범용 로봇팔과 모듈러 햅틱 컨트롤러를 사용한 수술 로봇 시스템 개발)

  • Yi, Jae-Bong;Jin, Sangrok;Yi, Seung-Joon
    • The Journal of Korea Robotics Society
    • /
    • v.15 no.2
    • /
    • pp.131-138
    • /
    • 2020
  • This paper proposes a low-cost robotic surgery system composed of a general purpose robotic arm, an interface for daVinci surgical robot tools and a modular haptic controller utilizing smart actuators. The 7 degree of freedom (DOF) haptic controller is suspended in the air using the gravity compensation, and the 3D position and orientation of the controller endpoint is calculated from the joint readings and the forward kinematics of the haptic controller. Then the joint angles for a general purpose robotic arm is calculated using the analytic inverse kinematics so that that the tooltip reaches the target position through a small incision. Finally, the surgical tool wrist joints angles are calculated to make the tooltip correctly face the desired orientation. The suggested system is implemented and validated using the physical UR5e robotic arm.

A Keyframe Editor of Arms and Hands for 3D Sign-Language Animation (3D 수화 애니메이션을 위한 팔과 손의 키 프레임 에디터)

  • ;;Yoshinao Aoki
    • Proceedings of the IEEK Conference
    • /
    • 1999.11a
    • /
    • pp.548-551
    • /
    • 1999
  • We design a keyframe editor of arms and hands for 3D sign-language animation using inverse kinematics. In the previous study, we acquired only the joint angles of two arms after selecting arbitrarily the shapes of hands. In this paper, both joint angles of arms and hands are calculated by the same transformation matrix of the inverse kinematics. In the method, the design window of arm gestures can be converted into that of hand shapes by clicking a button. Experimental results show a possibility that the proposed method could be used for building up the sign-language communication dictionaries.

  • PDF

Effect of Driver's Posture with Different Car Pedal Systems and Skilled Levels (운전 숙련도에 따른 자동차 페달시스템 유형이 운전자세에 미치는 영향)

  • Yi, Jae-Hoon;Jang, Young-Kwan;Oh, Hyung-Sool;Hah, Chong-Ku
    • Journal of the Korea Safety Management & Science
    • /
    • v.14 no.2
    • /
    • pp.11-22
    • /
    • 2012
  • The purpose of this study was to compare drivers' postures with different car pedal systems and skilled levels. Fourteen subjects participated in this experiment and for three-dimensional analyses, six cameras (Proreflex MCU-240, Qualisys) were used to acquire raw data. The parameters were calculated and analyzed with Visual-3D. In conclusion, the patterns of pelvic, hip, knee and ankle joint angles were different as to pedal systems and skilled levels, and distal joints ROA pelvis have large angles. ROA(range of angle) of a double pedal system was small, but ROA of a single pedal system was large. These findings suggested that we should improve a present single pedal system.

A Gesture-Emotion Keyframe Editor for sign-Language Communication between Avatars of Korean and Japanese on the Internet

  • Kim, Sang-Woon;Lee, Yung-Who;Lee, Jong-Woo;Aoki, Yoshinao
    • Proceedings of the IEEK Conference
    • /
    • 2000.07b
    • /
    • pp.831-834
    • /
    • 2000
  • The sign-language tan be used a9 an auxiliary communication means between avatars of different languages. At that time an intelligent communication method can be also utilized to achieve real-time communication, where intelligently coded data (joint angles for arm gestures and action units for facial emotions) are transmitted instead of real pictures. In this paper we design a gesture-emotion keyframe editor to provide the means to get easily the parameter values. To calculate both joint angles of the arms and the hands and to goner-ate the in keyframes realistically, a transformation matrix of inverse kinematics and some kinds of constraints are applied. Also, to edit emotional expressions efficiently, a comic-style facial model having only eyebrows, eyes nose, and mouth is employed. Experimental results show a possibility that the editor could be used for intelligent sign-language image communications between different lan-guages.

  • PDF

Changes in Muscle Acvity of the Quadriceps Femoris with Changes in the Ankle and Hip Joint Angles During a Sit-to-Stand Movement (앉은 자세에서 일어서기 동작 시 발목관절과 엉덩관절 각도 변화에 따른 넙다리네갈래근 근활성도 변화)

  • Yoon, Sanghyuk;Rhee, Minhyung;Kim, Jongsoon
    • Journal of The Korean Society of Integrative Medicine
    • /
    • v.6 no.1
    • /
    • pp.7-14
    • /
    • 2018
  • Purpose : The purpose of this study was to confirm changes in the muscle activity of the quadriceps femoris with changes in the ankle and hip joint angles during the transition from sitting to standing. Method : Twenty-five healthy 20-30-year-old women participated in the study. The subjects performed standing-up movements in four positions: standard posture (hip = $90^{\circ}$/ankle = $0^{\circ}$); posture on a decline board (hip > $90^{\circ}$/ankle < $0^{\circ}$), posture on a footboard (hip > $90^{\circ}$/ankle = $0^{\circ}$); and posture on a decline board with a higher chair (hip = $90^{\circ}$/ankle < $0^{\circ}$). Then, the muscle activities of the rectus femoris, vastus medialis and vastus lateralis were measured using surface electromyography. Result : The muscle activities of the rectus femoris, vastus medialis and vastus lateralis in the footboard application were statistically significantly higher than in the application of the decline board with a higher chair. Conclusion : This study confirms that the flexion of the hip joint has a greater effect than the plantar flexion of the ankle joint on the muscle activity of the quadriceps during a sit-to-stand movement.

Evaluation Method for Fit of Golf wears based on 3D Motion Analysis - Focus on motion range of upper body - (3차원 동작분석법을 활용한 골프웨어 평가를 위한 기초연구 - 상체 동작범위를 중심으로 -)

  • Chung, Hye-Won;Shin, Ju-Young Annie;Nam, Yun-Ja
    • Fashion & Textile Research Journal
    • /
    • v.18 no.3
    • /
    • pp.338-350
    • /
    • 2016
  • The purpose of this study is to analyze joint angle for a range of swing motion derived through 3D motion analysis in order to design the ergonomic golf wear, use it for evaluation method of apparel fit to improve exercise functionality and provide the basic materials necessary for designing clothes. In order to do this, the subjects for this study were 3 men of age 20s. The data for a range of motion of golf swing were collected by using equipment for 3D motion analysis and then were used for analysis of joint angles and evaluation method of apparel fit. Range of motion was derived through 3D motion analysis of golf swing motion and joint angles for items of joint motion item and of X, Y, and Z-axis were calculated, respectively. In order to set the evaluation questions for evaluation of apparel fit, to find a range of motion at the maximal value and the minimal value of swing motion. As a result, during the swinging motion, neck extension, right shoulder extension, right/left elbow extension, right/left elbow supination did not appear. Items of joint motion showing the maximum at range of each swing motion were applied into 55 questions and consisted. The results of this study were meaningful as a basic study to apply 3D motion analysis to the fashion industry. It's expected to be used to design functional clothing.

The Influence of Shoes with Different Heels on Movement of Lower Limb Joints during Sit-to-stand (일어서기 동작 시 발 뒷굽의 형태가 하지 관절 움직임에 미치는 영향)

  • Kim, Yun-Jin;Park, Ji-Won
    • The Journal of Korean Physical Therapy
    • /
    • v.25 no.2
    • /
    • pp.117-125
    • /
    • 2013
  • Purpose: The purpose of this study was to investigate changes in movement strategies of lower limb joints depending on the type of heel during sit-to-stand. Methods: Twenty healthy females participated in this study. All subjects performed sit-to-stand three times each with three different types of heels - bare feet, 9 cm high-heeled shoes, and unstable shoes. Trails were conducted in random order. Three-dimensional motion analysis systems were used for collection and analysis of the kinematic data of lower limb movements. Results: Results of this study showed kinematic differences in pelvis, hip joints, knee joints, and ankle joints during sit-to-stand based on the type of heels. At the initial sit-to-stand, hip joint flexion, knee joint flexion, ankle joint flexion, and ankle joint inversion showed significant differences. The maximal angles of hip joint flexion, hip joint adduction, knee joint flexion, ankle joint flexion, and ankle joint inversion were significantly different, while hip joint adduction, pelvic forward tilt, hip joint rotation, knee joint flexion, ankle joint flexion, and ankle joint inversion differed significantly during the terminal of sit-to-stand. Conclusion: Therefore, the type of heel played an important role in selection of lower limb movements during sit-to-stand which were essential parts of daily life movements.