• 제목/요약/키워드: The Fall

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IMU 원신호 기반의 기계학습을 통한 충격전 낙상방향 분류 (Classification of Fall Direction Before Impact Using Machine Learning Based on IMU Raw Signals)

  • 이현빈;이창준;이정근
    • 센서학회지
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    • 제31권2호
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    • pp.96-101
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    • 2022
  • As the elderly population gradually increases, the risk of fatal fall accidents among the elderly is increasing. One way to cope with a fall accident is to determine the fall direction before impact using a wearable inertial measurement unit (IMU). In this context, a previous study proposed a method of classifying fall directions using a support vector machine with sensor velocity, acceleration, and tilt angle as input parameters. However, in this method, the IMU signals are processed through several processes, including a Kalman filter and the integration of acceleration, which involves a large amount of computation and error factors. Therefore, this paper proposes a machine learning-based method that classifies the fall direction before impact using IMU raw signals rather than processed data. In this study, we investigated the effects of the following two factors on the classification performance: (1) the usage of processed/raw signals and (2) the selection of machine learning techniques. First, as a result of comparing the processed/raw signals, the difference in sensitivities between the two methods was within 5%, indicating an equivalent level of classification performance. Second, as a result of comparing six machine learning techniques, K-nearest neighbor and naive Bayes exhibited excellent performance with a sensitivity of 86.0% and 84.1%, respectively.

낙상예방운동프로그램이 재가노인의 신체구성요소, 활동체력 및 허약수준에 미치는 효과 (Effects of a Fall Prevention Exercise Program on Body Composition, Muscle Strength and Balance, and Frailty in Community-Dwelling Elderly)

  • 김선희;김용순;송미숙
    • 가정∙방문간호학회지
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    • 제17권2호
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    • pp.95-103
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    • 2010
  • Purpose: To examine the effects of a fall prevention exercise program on the community-dwelling elderly. Methods: The nonequivalent control group pretest-posttest design involved 16. subjects in the experimental group and 17 in the control group. The experimental group received the fall prevention exercise program for 50 minutes, three times each week for 12 weeks. Results: After program participation, the experimental group of subjects showed significantly higher lower limb strength higher endurance, and higher balance than the control group of subjects. The danger of being injured in a fall was also significantly lower in the experimental group. However, there were no significant differences in body constituent factors, agility, and flexibility between the two groups after the intervention. Conclusion: The 12 week fall prevention exercise program was effective in increasing lower limb muscular strength, endurance, balance, and body strength, and in decreasing the danger status of fall injuries. These results suggest that this fall prevention exercise program could be utilized as an effective nursing intervention modality in elderly persons.

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인체의 생리적 반응과 의복 기후, 주관적 감각에 미친 계절의 영향 (The Effects of Season on Physiological Responses of Human Body, Clothing Microclimate, and Subjective Sensations)

  • 김양원
    • 대한가정학회지
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    • 제30권4호
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    • pp.15-26
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    • 1992
  • To investigate the seasonal effects on physiological responses of human body, clothing micro-climate, and subjective sensation, selected the cloths the most frequently dressed by men in spring and fall, and completed wearing trials in the climatic chamber. The results are as follows: 1. Rectal temp. ranged 36.8-37.1$^{\circ}C$ in either spring or fall, and no seasonal effect was found. 2. In skin temp., there was no seasonal effect in forehead, abdomen, and forearm. Skin temp. of chest was higher in spring than in fall. On the contrary, reverse was true in high and leg. Average skin temp. ranged 32.2-33.2$^{\circ}C$ in spring and 32.9-34.$0^{\circ}C$ in fall. 3. Average total sweat rate of spring, 79.4g/hr, was smaller than that of fall, 110.9g/hr. 4. Clothing temp. ranged 28.1-32.8$^{\circ}C$ in spring and 27.6-31.$0^{\circ}C$ in fall. Clothing humidity ranged 36.9-48.9% in spring and 38.2-51.1% in fall. Therefore, clothing microclimate was higher during fall than during spring. As results, skin temp. of the body core except chest did not show seasonal variation, but there was obvious seasonal variation in skin temp. of the extremities. Therefore, seasonal variation should be take into consideration in the experiments related to the cloth. In addition, standard for each season and the degree of work performance should be re-established in clothing micro-climate.

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노인요양원 치매노인의 성별에 따른 낙상경험 요인 비교 (Comparison of risk factors for and experiences with falls according to sex among older adults with dementia in long-term care)

  • 정은숙
    • 가정∙방문간호학회지
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    • 제24권1호
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    • pp.34-43
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    • 2017
  • Purpose: The purpose of this study was to provide basic data to develop a Fall Prevention Education Program by comparing and analyzing fall experiences and the factors that influence elderly people with dementia suffering falls. Methods: The participants were 302 patients with dementia aged 60 years or older with nursing records of hospitalization in three nursing homes located in a metropolitan area. The SPSS/Win 21.0 package was used to analyze the collected data. A logistic regression analysis was performed to identify the influence factors related to fall experiences. Results: For men, fall experiences were more frequent given the following factors: overweight; high fall risk tendency; aged 90 and above; married; dementia duration period of 5 to 9 years; and taking medication for dementia. For women, the factors included age range of 80 to 89; overweight; obese; both low and high fall risk tendency; separation by death; and having spent less than 1 year in nursing homes. Conclusion: We anticipate positive results in fall prevention education programs for the elderly with dementia if the results of this study are used as basic data, and interventions are customized to consider the sex and the relevant influence factors as to fall experiences.

건설공사의 추락재해예방을 위한 설계안전기법의 효과성 분석 (Effectiveness of Fatal Fall Accident Prevention through Design for Safety in Construction Industry)

  • 김경환;정기효
    • 대한안전경영과학회지
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    • 제25권2호
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    • pp.121-128
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    • 2023
  • Construction industry is considered as one of the most high-risk industries for work-related injuries and fatalities, accounting for more than half of fatalities in Korea. Advanced countries have recognized the critical role of designers in preventing construction accidents and have established regulations on design for safety. In line with this, the Korean government have also implemented regulations that require owners and designers to review the safety of design outcomes. However, it has been observed that designers face challenges in identifying hazards and integrating design solutions at the design stage mainly due to their shortage of required knowledge and skills. This study aimed to examine design solutions that can be applied to prevent fall accidents in the construction industry, and to establish a relationship between these solutions and fatal fall accidents occurred over the past three years in Korea. This study also analyzed the relationships of four variables (construction type, cost, work type, and fall location) with design solutions. The results indicated that all four variables have significant relationships with design solutions, with fall location showing the strongest relationship. The design solutions and their relationships with fatal fall accidents identified in this study can be utilized in identifying hazard and integrating design solutions to ensure design for safety.

직업손상과 관련된 추락환자의 중증도에 영향을 미치는 요인 (Influencing factors of the severity of occupational fall injury)

  • 주정미;탁양주
    • 한국응급구조학회지
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    • 제20권2호
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    • pp.113-125
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    • 2016
  • Purpose: The purpose of this study was to investigate factors influencing severity of occupational fall injury. Methods: A self-reported questionnaire was completed by 105 patients sustaining occupational fall injury between July 2010 and January 2013. The study instruments were developed by the National Traumatic Occupational Fatalities and National Electronic Injury Surveillance System. The questionnaire consisted of general characteristics of the subjects (30 items), workplace characteristics (12 items) and disaster characteristic (13 items). Results: Demographic factors, except age, did not affect the severity of injury. Injured patients aged 50-59 years tended to have more severe injuries than those aged 39 years. Type of transport vehicles, conditions, and the circumstances of the fall influenced injury severity. Patients transported by 119 ambulance suffered more severe fall injuries than those who were not. Electrical workers did not receive safety education wihin a year. Critical height in severe injuries was > 6 meters. Conclusion: Occupational fall injuries were influenced by patient age, types of transport vehicles, fall height, size of workplace, and safety education experience.

농촌노인의 허약상태가 건강 관련 삶의 질에 미치는 영향: 낙상예방 효능감과 사회적 지지에 의한 매개효과와 조절효과 분석 (Effects of Frailty on Health-related Quality of Life of Rural Community-dwelling Elderly: Mediating and Moderating Effects of Fall-Related Efficacy and Social Support)

  • 최경원;전경숙
    • 지역사회간호학회지
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    • 제27권4호
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    • pp.380-387
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    • 2016
  • Purpose: The purpose of this study was to examine the mediating and moderating effects of fall-related efficacy and social support on the relationship between frailty and health-related quality of life among rural community-dwelling elderly. Methods: A cross-sectional survey was conducted with a convenient sampling method, and data of 438 elderly residents living in a rural community was used. The structured questionnaire included items from the Euro Quality of life-5 Dimensions (mobility, self-care, usual activities, pain/discomfort, anxiety/ depression), fall-related efficacy and social support. Results: Analysis of the mediating effect of fall-related efficacy and social support showed that there was significant mediating influence of fall-related efficacy on the relationship between frailty and health-related quality of life. There were no moderating effects of fall-related efficacy and social support. Conclusion: The findings suggest that fall-related efficacy may play a role in reducing the effect of frailty on health-related quality of life and underscore the need to consider ways of enhancing fall-related efficacy in interventions for rural community-dwelling frail elderly.

수직형 풍동을 응용한 고공강하 시뮬레이터의 설계에 대한 연구 (A Study on the Design of Free-Fall Simulator using concept of Vertical Wind Tunnel)

  • 최상길;조진수
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2000년도 추계학술대회논문집B
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    • pp.447-452
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    • 2000
  • In this study, the design of Free-Fall Simulator was carried out using concept of vertical wind tunnel. Free-Fall Simulator is not an experimental equipment but a training equipment. Therefore Free-Fall Simulator needs a large training section compared with test section of wind tunnel and has critical limit of height. These limits bring about the difficulty of design for a return passage. Due to small area ratio, the downstream flow of training section with high speed is not decelerated adequately to the fan section. High-speed flow leads to great losses in the small area ratio diffuser and corner. So design of diffusers and corners located between training section and fan section has a great effect on the Free-Fall Simulator performance. This study used an estimation method of subsonic wind tunnel performance. It considered each section of Free-Fall Simulator as an independent section. Therefore loss of one section didn't affect loss of other sections. Because losses of corner with vane and $1^{st}$ diffuser are most parts of overall Free-Fall Simulator, this study focused on the design of these sections.

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노인전문병원 간호사의 낙상에 관한 지식 및 태도, 낙상 예방활동에 관한 연구 (Knowledge, Attitude and Prevention Activities related to fall among of Geriatric Hospital Nurse)

  • 유광수
    • 한국보건간호학회지
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    • 제31권3호
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    • pp.436-450
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    • 2017
  • Purpose: The purpose of this study is designed to identity the extent of geriatric hospital nurse's knowledge attitude and fall prevention activities toward falls, thereby identifying the relationship between them. Methods: Knowledge of the falls targeting 350 people who work in the nurse elderly hospital, located at J city, attitudes about fall prevention activity data were collected for nurses working in the geriatric hospital. The collected data were analyzed with descriptive statistics, t-test, one-way ANOVA, Scheff's test, correlation coefficients. Results: Attitude and prevention activities of fall showed that there is a correlation. Showed that age was a significant effect on falls prevention activities age 45 years and olde and attitude. The higher the fall prevention activities were found to be low. Conclusion: In relationship between knowledge, attitudes and prevention activities regarding falls, knowledge about falls had no correlation with attitude and prevention activities and a correlation was found between attitudes and prevention activity regarding falls. Accordingly, it is required to implement training program to improve nurse's attitude to falls, and repetitive fall prevention training and education is expected to contribute to increasing the practice of fall prevention activity.

낙상예방 프로그램이 뇌졸중 환자의 보행, 균형 및 낙상효능감에 미치는 효과 (Effects of Fall Prevention Program on Gait, Balance and Falls Efficacy in Stroke Patients)

  • 황지혜;정향미;이미화;이상주
    • 임상간호연구
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    • 제16권1호
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    • pp.27-37
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    • 2010
  • Purpose: This study was conducted to determine the effects of a fall prevention program on gait, balance and falls efficacy in stroke patients Methods: The study utilized a non-equivalent control group pretest and post test design. Subjects were contacted at the oriental medicine ward of D hospital in B city for strokes. The subjects were 25 in the experimental group and 25 in the control group. The fall prevention program consists of fall related exercises and fall related education. Collected data were analyzed using a t-test, Chi-Square test, Fisher's exact test by SPSS 14.0 Win program. Results: The fall prevention program with exercises and education used in this study was found to be very effective in increasing gait, balance and falls efficacy in patients with stroke. Conclusion: The fall prevention program used in this study seems appropriate for stroke patients. Thus, further research to refine the efficacy and application of this program is warranted.