• Title/Summary/Keyword: 운동자세

Search Result 729, Processing Time 0.029 seconds

Fitness System for Correcting Real-time Posture Using Smart Mirror (스마트 거울을 활용한 실시간 자세교정 피트니스 시스템)

  • Seo, Jae-sic;Shin, Min-ho;Moon, Mi-kyeong
    • Journal of IKEEE
    • /
    • v.23 no.1
    • /
    • pp.74-79
    • /
    • 2019
  • As the desire for healthcare increases due to the ageing population and the well-being boom, interest in fitness is increasing. People go to the fitness center to exercise, but many people do not know how to exercise, so they often make the order of exercise and the exercise posture wrong. This not only reduces the effectiveness of the exercise, but also increases the risk of injury. This paper describes the development process of fitness system using smart mirror. This system allows people to follow the motion by themselves in front of the smart mirror, and if the exercise posture goes wrong, in real time it checks and corrects for the wrong point. By using this system, people will be able to exercise by themselves in the right posture without the help of a trainer. Also, as a result, people will be able to exercise at any time they want without the constraint of time commitment with a trainer and the cost will be reduced.

Performance of Exercise Posture Correction System Based on Deep Learning (딥러닝 기반 운동 자세 교정 시스템의 성능)

  • Hwang, Byungsun;Kim, Jeongho;Lee, Ye-Ram;Kyeong, Chanuk;Seon, Joonho;Sun, Young-Ghyu;Kim, Jin-Young
    • The Journal of the Institute of Internet, Broadcasting and Communication
    • /
    • v.22 no.5
    • /
    • pp.177-183
    • /
    • 2022
  • Recently, interesting of home training is getting bigger due to COVID-19. Accordingly, research on applying HAR(human activity recognition) technology to home training has been conducted. However, existing paper of HAR proposed static activity instead of dynamic activity. In this paper, the deep learning model where dynamic exercise posture can be analyzed and the accuracy of the user's exercise posture can be shown is proposed. Fitness images of AI-hub are analyzed by blaze pose. The experiment is compared with three types of deep learning model: RNN(recurrent neural network), LSTM(long short-term memory), CNN(convolution neural network). In simulation results, it was shown that the f1-score of RNN, LSTM and CNN is 0.49, 0.87 and 0.98, respectively. It was confirmed that CNN is more suitable for human activity recognition than other models from simulation results. More exercise postures can be analyzed using a variety learning data.

Development of exercise posture training system using deep learning for human posture recognition (인체 자세 인식 딥러닝을 이용한 운동 자세 훈련 시스템 개발)

  • Jang, Jae-Ho;Jee, Jun-Hwan;Kim, Du-Hwan;Choi, Min-Gi;Yun, Tae-Jin
    • Proceedings of the Korean Society of Computer Information Conference
    • /
    • 2020.07a
    • /
    • pp.289-290
    • /
    • 2020
  • 본 논문에서는 오픈 소스인 openpose skeleton tracking 기술을 이용하여 특정 운동 동작을 영상처리 기술과 딥러닝 기술로 인체 자세에 대해서 인지와 상황 판단하여 운동 동작에 대한 인식 결과를 도출할 수 있다. 먼저 입력받은 영상을 전달받아서 딥러닝 인식 시스템를 통해 인식 결과을 추출한 뒤 비교, 분석한 후에 사전 등록된 운동 동작 명칭으로 화면에 표시하여 이용자가 정확한 동작을 취할 수 있도록 지도하는 데 활용할 수 있다. 또한, 이 기술은 행동 인식부터 얼굴 인식, 손동작 인식 등에 다양하게 활용할 수 있다.

  • PDF

Machine Learning Based Yoga Posture Correction Model (머신러닝 기반의 요가 자세 교정 모델)

  • Ji-Eun Kim;Jae-Woong Kim;Youn-Yeoul Lee;Yi-Geun Chae;Yeong-Hwi Ahn
    • Proceedings of the Korean Society of Computer Information Conference
    • /
    • 2023.07a
    • /
    • pp.87-88
    • /
    • 2023
  • 본 논문에서는 COVID-19 팬데믹으로 인해 사회적 거리두기 및 규제조치가 시행되면서 다양한 분야에서 큰 영향을 가져왔다. 변화된 홈트레이닝 분야는 운동기구를 구비하여 개인운동을 통해 건강을 유지하고 있으나 전문적인 교육을 받지 않은 홈트레닝으로 부상 위험에 노출 되고 있다. 요가는 호흡운동과 명상을 지향하는 운동으로 요가의 효과를 얻기 위해 올바른 움직임과 자세가 중요 하다. 본 논문에서는 실시간으로 입력된 영상 프레임을 OpenCV와 MediaPipe를 통해 추출된 주요좌표 값을 벡터 내적공식을 대입, 코사인2법칙을 통해 요가의 올바른 자세를 분석하여 종합적인 정보를 제공하는 요가교정 모델이다.

  • PDF

Effects of complex exercises in pressure-pain threshold, pain and postural alignment of women university students with shoulder pain (복합운동이 어깨통증을 경험한 여대생들의 압통역치, 통증 및 자세정렬에 미치는 영향)

  • Park, Chung-hyun;Woo, Jae-seung;Lee, Jae-hyun;Jo, Eun-jeong;Hwang, Su-jeong;Woo, Sung-hee;Kang, Soon-hee
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
    • /
    • 2017.05a
    • /
    • pp.704-707
    • /
    • 2017
  • The purpose of this study was to examine if complex exercises could improve pressure-pain threshold and postural alignment in university students. Subjects in the CON group did not receive an intervention. Subjects in the EXP1 group were applied stretching exercises after applying hot packs on their both shoulders. Subjects in the EXP2 group were applied complex exercises including stretching, stabilization exercises of shoulder girdle and correction of wrong postures. Changes in pressure-pain threshold in the EXP1 group and EXP2 group were greater than that in the CON group (p<0.05). Changes in VAS scores in the EXP1 group and EXP2 group were greater than that in the CON group (p<0.05). Changes of postural alignment did not significantly differ among three groups (p>0.05). The results of this study indicates that complex exercises including stretching exercises, stabilization exercises of shoulder girdle and correction of wrong postures about neck and scapular can be an effective in reduction of shoulder pain and increase of pressure-pain threshold in women university with shoulder pain.

  • PDF

Influence of Hypoxic Exercise at Head Down Tilt on Cardiovascular Responses (머리하향기울기 자세에서 운동 중 저산소호흡이 심혈관계반응에 미치는 영향)

  • Kim, Kyong-Tae;Lee, Dae-Taek
    • Aerospace Engineering and Technology
    • /
    • v.8 no.1
    • /
    • pp.207-214
    • /
    • 2009
  • The purpose of this study was to examine the influence of hypoxic exercise at head down tilt (HDT) on cardiovascular responses. Eight men ($23{\pm}2$ yrs, $176{\pm}4$ cm, and $75{\pm}8$ kg) underwent four separate exercise testing sessions; seated normoxia (SN), seated hypoxia (SH), HDT normoxia (HN), and HDT hypoxia (HH). Each participant performed the leg cycling at predetermined 40% of maximal aerobic capacity relevant to each posture for 15 min. Heart rate was higher in SH than SN and higher also in HH than SH (p<0.05). Blood oxygen saturation was lower in SH than SN (p<0.05). During resting, diastolic blood pressure and mean arterial pressure was significantly lower in HDT than seated posture (p<0.05). No differences were found between conditions in hemoglobin and hematocrit and electrolytes including, sodium, potassium, and chloride. Lactate was higher in SH than SN. In conclusion, there was no effect for cardiovascular responses to duplicate stimuli both hypoxia and posture.

  • PDF

Effect of push up plus on sling and stable surface on muscle activity and lung function in adults with forward head posture (슬링과 안정한 면에서의 푸쉬업 플러스 운동이 머리 전방 자세성인의 근활성도와 폐기능에 미치는 영향)

  • Yoon, Hee-Kang;Lee, Hong-Gyun
    • Journal of the Korea Academia-Industrial cooperation Society
    • /
    • v.18 no.4
    • /
    • pp.624-631
    • /
    • 2017
  • This study aimed to identify the effect of the push-up plus exercise with sling on the muscle activity and lung function in adults with forward head posture over a period of 8 weeks. A total of 16 adults with forward head posture were recruited. The participants were divided into two groups : control (n-=8) and experimental (n=8). From July 6 until Aug 28, 2015, the participants were instructed to perform the knee push-up plus exercise and knee push-up plus using sling exercise three times a week to begin with and progressing to three sets of push-ups on each occasion after 8 weeks. The participants in both groups showed an increase in their craniovertebral angle (both groups p<0.001) and a decrease in their crania rotation angle (control p<0.05, experimental p<0.001). The participants in both groups showed a decrease in their trapezius activity (both groups p<0.001), an increase in their serratus anterior and lower trapezius muscle activity (both groups p<0.001), (and an increase in their) lung function (control group p<0.01, experimental group p<0.001). These findings show that push-up plus exercise improves posture and increases activation of lung function, while the push-up plus exercise in the sling is more effective in improving the forward head posture. The push-up plus exercise in the sling was more effective in improving the forward head posture, but there was no significant difference in the lung function between the two groups. Therefore, the push-up plus exercise in the sling is recommended as an exercise that is effective for the improvement of the posture and lung function of persons with forward head posture.

Characteristic Analysis of Flexibility and Muscle Strength according to Exercise using Lumbar Strengthen Exercise Instrument (요추강화 운동기기의 훈련을 통한 유연성 및 근력 특성 분석)

  • Kang, S.R.;Kim, K.;Jeong, G.Y.;Moon, D.A.;Kwon, T.K.
    • Journal of rehabilitation welfare engineering & assistive technology
    • /
    • v.4 no.1
    • /
    • pp.53-61
    • /
    • 2010
  • In this paper, We investigated the characteristic analysis of flexibility and muscle strength for exercise to verify capacity in rehabilitation exercise of lumbar using lumbar strengthen exercise instrument. We have experiment in 20th years man and woman who are 20 subject with no medical history, we divided subjects into control group with no exercise and training group with lumbar strengthen exercise. We used Hi-Spine(Medicalscience.korea) also, provided exercise 40 minute a day, three days a week and progressed total four weeks. Moreover in our experiment, subjects exercised four postural position as lay down, sit, stand and stretch each ten minute. We measured trunk extension backward, trunk flexion forward, evaluation of based physical fitness and lumbar joint torque. The reults have shown that there more improved all for flexibility, based physical fitness and lumbar joint torque in training group than control group. We indicated that by rotating 3-D axis movement flatform of exercise instrument, muscle spindle in subject have been stimulated and these rotation direction and angle caused muscle tonus and contraction that makes muscle, flexibility and based physical fitness improve more. Our study can be used rehabilitation exercise program to aged people and patient with lumbar injury.

The Effect of Balance Training using Force Platform on Postural Control and Central Somatosensory Pathway in Adults with C. N. S. Disorders (Force Platform을 이용한 평형성 훈련이 중추신경계 손상자의 자세조절 및 중추 감각신경전도로에 미치는 영향)

  • Kim Yoo-Sub;Kang Hyo-Young;Kim Tae-Yoon
    • The Journal of Korean Physical Therapy
    • /
    • v.11 no.3
    • /
    • pp.71-79
    • /
    • 1999
  • 본 연구의 목적은 균형 훈련이 중추신경계 손상자들의 자세 조절 및 중추감각신경전도로에 미치는 영향을 규명하는데 있다. 연구대상자는 중추신경계 손상자로써 실험군 10명, 통제군 10명 등 총 20명을 선정하였으며, 실험군은 본 연구의 훈련 프로그램에 따라 12주간 force platform을 이용하여 균형훈련을 실시토록하였다. 자세조절 변인의 측정은 운동처치 전, 처치 후 8주 및 12주 후에 대상자들의 동적 및 정적 자세에서의 흔들림을 Dynamic Balance System을 이용하여 측정하였고, 체성감각 유발전위의 말초신경 근위부 유발전위$(N_9)$ 잠복기, 척수 유발전위$(N_{13})$ 잠복기, 뇌 유발전위 $(N_{20})$ 잠복기는 Neurotec을 이용하여 측정 분석한 결과 다음과 같은 결론을 얻었다. 1. 정적 자세 조절 요인의 경우, 좌우 흔들림과 전후 흔들림은 실험군에서 8주 후부터 유의하게 (p<.05) 감소하였고, 실험군이 통제군에 비해 운동처치 8주 및 12주 후에 각각 유의하게(P<.05, P<.01) 흔들림이 감소하였다. 2. 전후 이동면과 전후 기울기면에서 동적 자세 조절의 변화는 전후 이동면에서 좌우 흔들림과 전후 흔들림은 실험군에서 8주 후부터 유의하게 (P<.05) 감소하였으며, 실험군이 통제군에 비해 운동처치 8주 및 12주 후에 각각 유의하게 (P<.05, p<.01) 흔들림이 감소하였다. 3. 체성감각 유발전위의 잠복기 변화는 실험군과 통제군에 있어서 말초신경 근위부 유발전위$(N_9)$ 잠복기와 척수 유발전위$(N_{13})$ 잠복기가 다소 증가하였으나 유의한 차이는 나타나지 않았으며, 실험군에 있어서 뇌 유발전위 $(N_{20})$ 잠복기는 8주 후부터 유의하게 (P<.05) 증가하였다. 이상의 결과를 종합해 볼 때, 12주의 균형 훈련은 자세 조절에 있어서 전후와 좌우의 흔들림을 감소시킴으로써 정적인 상태나 동적인 상태에서의 자세 안정성을 증가시킬 수 있음을 시사하고 있다. 이는 자세 조절에 필요한 항중력근의 긴장성 수축을 유발시킬 뿐만 아니라 근육 긴장분포를 조절할 수 있다는 것으로 신경근 조절 기능의 향상을 의미하는 것으로 사료된다. 또한 뇌 유발전위 $(N_{20})$ 잠복기의 증가는 중추신경계의 감각기능의 신경학적 회복을 의미하는 것으로 중추신경계의 감각 운동통합에도 영향을 미쳐 운동기능의 향상을 기대할 수 이을 것으로 사료된다.

  • PDF

Attitude Control of Surface Ship using fuzzy inference technique (퍼지추론 기법을 이용한 선체자세 제어)

  • 김희정;김용기
    • Proceedings of the Korean Institute of Intelligent Systems Conference
    • /
    • 2001.05a
    • /
    • pp.149-152
    • /
    • 2001
  • 선박이 해상에서 운항시, 선체는 파도에 의해 심하게 동요되기 때문에 승선감과 안전성이 저하된다. 따라서 선박의 안전항해, 쾌적한 승선감, 구조적인 안전 보장을 위한 선체제어를 위한 필요성이 증대되어 왔다. 기존의 PID 제어기법 등은 정상편차가 적어 과도응답의 문제점 및 오차누적의 문제점이 있고, 퍼지제어 기법은 최적화가 어렵다는 단점을 가진다. 본 논문에서는 퍼지추론 기법을 이용한 선체자세 제어기법으로 운동체에 관한 전문가의 지식과 경험을 바탕으로 퍼지집합과 퍼지규칙을 설정하고 설계된 퍼지 추론을 통해 현재의 운동상황을 판단함으로써 효과적인 최적화와 자세계산을 수행할 수 있다. 본 논문에서는 퍼지추론을 이용한 자세제어 알고리즘을 제안하고 실시간 시뮬레이션을 통하여 시험한다.

  • PDF