• 제목/요약/키워드: human walking

검색결과 492건 처리시간 0.019초

EMG 신호 기반 Artificial Neural Network을 이용한 사용자 인식 (Human Identification using EMG Signal based Artificial Neural Network)

  • 김상호;류재환;이병현;김덕환
    • 전자공학회논문지
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    • 제53권4호
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    • pp.142-148
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    • 2016
  • 최근 다양한 생체신호를 이용한 사용자 인식 방법들이 연구되고 있으며 그 중에 보행을 기반으로 한 사용자 인식 방법이 활발하게 연구되고 있다. 본 논문에서는 사람이 보행할 때 사용되는 허벅지 근육의 EMG(Electromyography) 신호를 기반으로 사용자를 인식하는 방법을 제안하였다. 근전도 신호의 RMS, MAV, VAR, WAMP, ZC, SSC, IEMG, MMAV1, MMAV2, MAVSLP, SSI, WL를 특징으로 산출하여 ANN(Artificial Neural Network) 분류기를 통해 사용자를 인식한다. 사용자 인식에 적합한 근육과 특징을 선별하기 위해서 근육 및 특징별 인식률을 비교한 결과 대퇴직근, 반건양근, 외측광근이 사용자 인식에 적합한 근육으로 나타났으며, MAV, ZC, IEMG, MMAV1, MAVSLP 특징이 사용자 인식에 적합한 특징으로 나타났다. 실험결과 모든 특징들과 채널들을 사용했을 때의 인식률은 평균 99.7%을 보였고 사용자 인식에 적합하다고 판단되는 3개의 근육, 5개의 특징을 사용했을 때의 인식률은 평균 96%을 보였다. 따라서 사용자의 보행에 따른 EMG 신호 기반 사용자 인식이 가능함을 확인하였다. 그리고 사용자 인식에 적합한 소수의 채널과 특징을 사용하여 사용자 인식하는데 적용될 수 있음을 확인하였다.

A Method for the Reduction of Skin Marker Artifacts During Walking : Application to the Knee

  • Mun, Joung-Hwan
    • Journal of Mechanical Science and Technology
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    • 제17권6호
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    • pp.825-835
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    • 2003
  • Previous studies have demonstrated the importance of joint angle errors mainly due to skin artifact and measurement errors during gait analysis. Joint angle errors lead to unreliable kinematics and kinetic analyses in the investigation of human motion. The purpose of this paper is to present the Joint Averaging Coordinate System (JACS) method for human gait analysis. The JACS method is based on the concept of statistical data reduction of anatomically referenced marker data. Since markers are not attached to rigid bodies, different marker combinations lead to slightly different predictions of joint angles. These different combinations can be averaged in order to provide a "best" estimate of joint angle. Results of a gait analysis are presented using clinically meaningful terminology to provide better communication with clinical personal. In order to verify the developed JACS method, a simple three-dimensional knee joint contact model was developed, employing an absolute coordinate system without using any kinematics constraint in which thigh and shank segments can be derived independently. In the experimental data recovery, the separation and penetration distance of the knee joint is supposed to be zero during one gait cycle if there are no errors in the experimental data. Using the JACS method, the separation and penetration error was reduced compared to well-developed existing methods such as ACRS and Spoor & Veldpaus method. The separation and penetration distance ranged up to 15 mm and 12 mm using the Spoor & Veldpaus and ACRS method, respectively, compared to 9 mm using JACS method. Statistical methods like the JACS can be applied in conjunction with existing techniques that reduce systematic errors in marker location, leading to an improved assessment of human gait.

인체 다물체 동역학 모델을 이용한 생체역학 분석 및 평가 기술 (Biomechanical Analysis and Evaluation Technology Using Human Multi-Body Dynamic Model)

  • 김윤혁;신준호;철먼바타르
    • 비파괴검사학회지
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    • 제31권5호
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    • pp.494-499
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    • 2011
  • 인체 근골격 시스템에 대한 다물체 동역학 모델을 이용한 동작중의 인체 내부의 생체역학 분석 및 평가 기술에 대하여 기술하였다. 의료영상과 사체실험 결과를 기본으로 하는 인체 다물체 동역학 모델과 3차원 동작분석 시스템을 이용한 인체 동작분석기술을 이용하여 생체내 발생하는 관절기구학, 관절모멘트 관절접촉력 및 근력을 예측하는 기술을 보행과 팔굽혀펴기 두 동작에 적용하였다. 본 연구에서 개발한 인체 다물체 동역학 모델링 기술과 3차원 동작분석기술은 다양한 동작을 수행하는 생체의 분석 및 평가 기술로 활용성이 높을 것으로 생각한다.

신발장착형 보행분석 트래커의 사용자경험 분석 (User Experience Analysis of a Shoe-mounted Gait Analysis Tracker)

  • 김시연;정다희;이주영;권지현;임대영;정원영
    • 한국의류산업학회지
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    • 제23권3호
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    • pp.390-405
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    • 2021
  • Gait analysis trackers have been developed to monitor daily gait patterns to improve users' running performance and reduce the risk of injuries. A variety of gait analysis trackers are available on the market(e.g., foot pods, insoles). Depending on the type of gait analysis tracker, users' discomfort or satisfaction as well as required properties may differ. Hence, the purpose of this study was to compare and analyze user experience of three different types of commercial shoe-mounted gait analysis trackers and their mobile applications in a laboratory environment using questionnaires based on actual experiences of each product. Ten males and ten females who regularly enjoy walking and running exercises participated in the experiment. After the participants set up the tracker and application themselves without support from researchers, ten to thirty minutes' exercise was permitted on each product. Following this, the participants answered questionnaires containing evaluation variables on the device and mobile application, as well as satisfaction, intention to use, recommendation, and purchase. In addition, they were asked questions about the attractive features and shortcomings of each device and application. The results showed that the PRO-SPECS® smart insole was preferred over the others for ease of use, perceived durability, psychological burden of the design, and usefulness of the information provided by the application. Along with the results of questionnaire, this study also discussed strategies and recommendations for future product design and development.

착용형 하지 로봇을 이용한 편마비 보행 재활 훈련 효과에 관한 연구 (Study on Efficacy of Gait Training for Hemiplegia Patients Using Lower-Limb Wearable Robot)

  • 지영훈;윤덕원;장혜연;이동복;압둘마난칸;김솔;김미정;한정수;한창수
    • 한국정밀공학회지
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    • 제32권10호
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    • pp.879-883
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    • 2015
  • Conventional gait rehabilitation requires at least three therapists in a traditional rehabilitation training program. Several robots have been developed to reduce human burden and increase rehabilitation efficacy. In this study, we present a lower-limb wearable robot (WA-H) for gait rehabilitation of hemiplegia patients, and propose a protocol of 12 weeks gait rehabilitation training program using WA-H. To identify the efficacy of the robot and protocols, we conducted a clinical study with two actual hemiplegia patients and observed a chronological change of ambulation ability through four assessments. We discovered the progression of results by 6 minute walking test, TUGT (Timed Up and Go Test), SPPB (Short Physical Performance Battery), BBS (Berg Balance Test), and Fugl-Meyer score. The torques generated in the normal side and paralyzed side of the patient became similar, indicating rehabilitation. The result also showed the walking of the paralysis patient improved and imbalance motion had considerable improved performance.

바닥의 미끄럼 저항이 보행 특성에 미치는 영향 (The Effect of Floor Slipperiness on Gait Characteristic)

  • 김택훈;한석규;최수경
    • 한국건축시공학회지
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    • 제15권1호
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    • pp.133-141
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    • 2015
  • 바닥의 미끄럼 저항은 보행자 안전을 위해 반드시 필요한 성능이다. 본 연구는 실제 인간의 미끄럼과 잘 대응하는 미끄럼 시험장치를 개발하기 위한 기초적 연구로서, 지면 마찰력(RCOF)과 표면 거칠기(Rz) 및 3가지 미끄럼 저항계수(C.S.R, BPN, SCOF) 간의 상관성을 분석하였다. 보행 속도가 증가할수록 보간 거리, 보폭, 분당 보행 수 모두 증가하며, 보행 속도와 RCOF 간에는 유의한 상관성이 있었다. 그러나 RCOF와 각 미끄럼 저항계수 간에는 상관성이 거의 없기 때문에 RCOF만으로는 바닥의 미끄럼 저항 특성을 파악하기 힘들다.

당뇨병 환자의 인플루엔자 예방접종률과 관련 요인 (The Estimated Proportion for Influenza Vaccination and Related Factors in Korean Diabetics)

  • 변경향;김재용;최보영;최보율
    • 보건행정학회지
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    • 제28권2호
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    • pp.107-118
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    • 2018
  • Background: The purpose of this study was to investigate the estimated proportion for influenza vaccination and to identify factors associated with influenza vaccination in Korean diabetic patients. Methods: Data from the fourth, fifth, and sixth (except for 2013) Korea National Health and Nutrition Examination Survey (n=3,726) was used. A chi-square test was performed to investigate the estimated proportion for influenza vaccination, and a multiple logistic regression analysis was used to identify the factors associated with self-reported influenza vaccination. Results: In men, 28.8% of diabetes patients 30-64 years of age, and 76.1% of elderly (over 65 years of age) diabetes patients received influenza vaccination. In women, 37.7% of diabetes patients 30-64 years of age, and 78.4% of elderly diabetes patients received influenza vaccination (p<0.0001). The determinants of influenza vaccination were marriage, hypertension (odds ratio [OR], 1.55; 95% confidence interval [CI], 1.07-2.24), residence within a mega city, unemployment (OR, 3.94; 95% CI, 1.24-12.54), and exercise via (weekly) walking for diabetic men; and hypertension (OR, 1.71; 95% CI, 1.16-2.52), chronic disease (OR, 1.81; 95% CI, 1.08-3.02), and exercise via walking (OR, 2.65; 95% CI, 1.49-4.73) for diabetic women. Conclusion: Influenza vaccination remains relatively low in young diabetic patients. It is necessary to recommend vaccination to young diabetic patients, and to devise other strategies to improve vaccination.

기능성 발보조기 착용 전후의 시상면의 편평족 발목각도 변화에 관한 연구 (Study on Change of the Flatfoot's Ankle Angle in Sagittal plane before and after Wearing FFO)

  • 박광용;박승환
    • 대한의용생체공학회:의공학회지
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    • 제31권1호
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    • pp.67-73
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    • 2010
  • The foot performs an important function in supporting the body and keeping body balance. An abnormal walking habit breaks the balance of the human body as well as the normal function of the foot. The influence of a flatfoot(pes planus) occupies a considerable portion of the various causes resulting in the wrong walking habit. But, little studies has been done by the functional foot orthotics for the flat foot. The object of this study, therefore, is to propose a new approach method to reveal the effects of the improvement of the foot function by using orthotics. The essential point of this study is to measure and analyze the change of ankle angle in the sagittal plane for flat foot subjects wearing the orthotics. Before and after wearing the functional orthotics, the gait analysis of flat foot subjects was conducted in three experimental aspects : the change of ankle angle, the change of the total Ankle ROM and the difference of left & right ankle angle in the sagittal plane. 1. The average ankle angle differences of before-and-after wearing the orthotics have declined like this; left : $2.71^{\circ}$, right: $1.91^{\circ}$ (p<0.05). 2. Total ankle ROM also showed decrease in both sides while the left side's is rather slight; left : $0.57^{\circ}$, right : $2.07^{\circ}$ (p<0.05). 3. The difference of left and right ankle angle in the sagittal plane decreased by $0.71^{\circ}$ (p<0.05). In result, it is confirmed that the functional foot orthotics have a significant effect on mechanical movement of ankle joint for flat foot. it is expected that this paper will be further studied and improved as a practical estimation method in the research on the effect of foot-orthotics.

회전기 및 착지기 분리 구동을 가능케 하는 새로운 무릎 보장구의 기구부 설계 (A Novel Kinematic Design of a Knee Orthosis to Allow Independent Actuations During Swing and Stance Phases)

  • 표상훈;김갑순;윤정원
    • 제어로봇시스템학회논문지
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    • 제17권8호
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    • pp.814-823
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    • 2011
  • Nowadays many neurological diseases such as stroke and Parkinson diseases are continually increasing. Orthotic devices as well as exoskeletons have been widely developed for supporting movement assistance and therapy of patients. Robotic knee orthosis can compensate stiff-knee gait of the paralyzed limb and can provide patients consistent assistance at wearable environments. With keeping a robotic orthosis wearable, however, it is not easy to develop a compact and safe actuator with fast rotation and high torque for consistent supports of patients during walking. In this paper, we propose a novel kinematic model for a robotic knee orthosis to drive a knee joint with independent actuation during swing and stance phases, which can allow an actuator with fast rotation to control swing motions and an actuator with high torque to control stance motions, respectively. The suggested kinematic model is composed of a hamstring device with a slide-crank mechanism, a quadriceps device with five-bar/six-bar links, and a patella device for knee covering. The quadriceps device operates in five-bar links with 2-dof motions during swing phase and is changed to six-bar links during stance phase by the contact motion to the patella device. The hamstring device operates in a slider-crank mechanism for entire gait cycle. The kinematics and velocity/force relations are analyzed for the quadriceps and hamstring devices. Finally, the adequate actuators for the suggested kinematic model are designed based on normal gait requirements. The suggested kinematic model will allow a robotic knee orthosis to use compact and light actuators with full support during walking.

충격 감소 및 중력 보상을 위한 이족보행로봇의 무릎-골반 관절 설계 (Design of Knee-Pelvis Joint in the Biped Robot for Shock Reduction and Gravity Compensation)

  • 김영민;김용태
    • 전기학회논문지
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    • 제64권1호
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    • pp.136-142
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    • 2015
  • In the paper, a design method of knee and pelvis joint in the biped robot is proposed for shock absorption and gravity compensation. Similarly to the human's body, the knee joints of the biped robot support most body weight and get a shock from the landing motion of the foot on the floor. The torque of joint motor is also increased sharply to keep the balance of the robot. Knee and pelvis joints with the spring are designed to compensate the gravity force and reduce the contact shock of the robot. To verify the efficiency of the proposed design method, we develope a biped robot with the joint mechanism using springs. At first, we experiment with the developed robot on the static motions such as the bent-knee posture both without load and with load on the flat ground, and the balance posture on the incline plane. The current of knee joint is measured to analyze the impact force and energy consumption of the joint motors. Also, we observe the motor current of knee and pelvis joints for the walking motion of the biped robot. The current responses of joint motors show that the proposed method has an effect on shock reduction and gravity compensation, and improve the energy efficiency of walking motions for the biped robot.