• Title/Summary/Keyword: indoor activity

검색결과 253건 처리시간 0.024초

스마트폰 내장 가속도 센서를 이용한 2단계 행위 인식 시스템의 설계 및 구현 (Design and Implementation of a Two-Phase Activity Recognition System Using Smartphone's Accelerometers)

  • 김종환;김인철
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제3권2호
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    • pp.87-92
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    • 2014
  • 본 논문에서는 스마트폰 내장 가속도 센서를 이용한 2단계 행위 인식 시스템을 제안한다. 제안하는 행위 인식 시스템에서는 각 행위 별 가속도 데이터의 시간적 변화 패턴을 충분히 반영하기 위해, 1단계에서는 결정트리(DT) 학습을 수행하고, 2단계에서는 1단계 분류 결과들의 시퀀스를 이용하여 은닉 마코프 모델(HMM) 학습을 수행한다. 또한, 견고한 행위 인식기를 얻기 위해, 동일한 행위에 대해 서로 사용자와 서로 다른 스마트폰 위치와 방향으로부터 수집한 다양한 대용량 데이터를 이용하여 본 시스템을 훈련하였다. 6가지 실내 행위들에 대해 수집한 6720개의 가속도 센서 데이터를 이용한 실험을 통해, 본 시스템은 앞서 설명한 설계 방식을 기초로 높은 인식 성능을 보여주었다.

어린이집 일과유형에 따른 보육실 흥미영역구성 특성 (The Characteristics of Spatial Configuration of Activity Areas in Classrooms According to the Types of Daily Routine in Child-Care Centers in South Korea)

  • 박정아;최목화
    • 한국주거학회논문집
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    • 제25권4호
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    • pp.83-91
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    • 2014
  • The purpose of this study is to clarify the characteristics between the type of daily routine and spatial configuration of activity areas in classroom and provide alternatives for space planning of activity areas in classroom of child-care centers. This study used the content analysis on daily activity plan and floor plans through field survey. Analysis on floor plans was conducted for 35 classrooms in 9 child-care centers which allowed field survey. The results of this study were as follows; There was no significant difference for classroom size according to the type of daily routine in 3 to 5-year-old classrooms. The average size of classrooms was $61.6m^2$ for care oriented type, $41.4m^2$ for indoor activity oriented type and $48.8m^2$ for group activity oriented type. There was no significant difference in composition of activity areas in classrooms according to the type of daily routine. In case of 0 to 2-year-old classrooms, they were composed of 6 activity areas including gross-motor, role play, block building, language, creative expression, exploration/manipulation. Activity area of the most low frequency was gross-motor area. In case of 3 to 5-year-old classrooms, most classrooms were composed of all the 7 activity areas including art, tone and rhythmic, block building, role play, language, math and science. Most accessible and central areas in 0 to 2-year-old classrooms were gross-motor and role play. Also, most separate areas were exploration/manipulation and block building. Most accessible and central areas in 3 to 5-year-old classroom were art and math. Also, most separate areas were tone and rhythmic and science.

Classification of Construction Worker's Activities Towards Collective Sensing for Safety Hazards

  • Yang, Kanghyeok;Ahn, Changbum R.
    • 국제학술발표논문집
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    • The 7th International Conference on Construction Engineering and Project Management Summit Forum on Sustainable Construction and Management
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    • pp.80-88
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    • 2017
  • Although hazard identification is one of the most important steps of safety management process, numerous hazards remain unidentified in the construction workplace due to the dynamic environment of the construction site and the lack of available resource for visual inspection. To this end, our previous study proposed the collective sensing approach for safety hazard identification and showed the feasibility of identifying hazards by capturing collective abnormalities in workers' walking patterns. However, workers generally performed different activities during the construction task in the workplace. Thereby, an additional process that can identify the worker's walking activity is necessary to utilize the proposed hazard identification approach in real world settings. In this context, this study investigated the feasibility of identifying walking activities during construction task using Wearable Inertial Measurement Units (WIMU) attached to the worker's ankle. This study simulated the indoor masonry work for data collection and investigated the classification performance with three different machine learning algorithms (i.e., Decision Tree, Neural Network, and Support Vector Machine). The analysis results showed the feasibility of identifying worker's activities including walking activity using an ankle-attached WIMU. Moreover, the finding of this study will help to enhance the performance of activity recognition and hazard identification in construction.

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Exposure Characteristics of Construction Painters to Organic Solvents

  • Park, Hyunhee;Park, Hae Dong;Jang, Jae-Kil
    • Safety and Health at Work
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    • 제7권1호
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    • pp.63-71
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    • 2016
  • Background: Construction painters have not been studied well in terms of their hazards exposure. The objective of this study was to evaluate the exposure levels of total volatile organic compounds (TVOCs) for painters in the construction industry. Methods: Activity-specific personal air samplings were carried out in three waterproofing activities [polyurethane (PU), asphalt, and cement mortar] and three painting activities (epoxy, oil based, and water based) by using organic-vapor-monitor passive-sampling devices. Gas chromatograph with flame ionization detector could be used for identifying and quantifying individual organic chemicals. The levels of TVOCs, by summing up 15 targeted substances, were expressed in exposure-index (EI) values. Results: As arithmetic means in the order of concentration levels, the EIs of TVOCs in waterproofing works were 10.77, 2.42, 1.78, 1.68, 0.47, 0.07, and none detected (ND) for indoor PU-primer task, outdoor PU-primer task, outdoor PU-resin task, indoor PU-resin task, asphalt-primer task, asphalt-adhesive task, and cement-mortar task, respectively. The highest EI for painting works was 5.61 for indoor epoxyprimer task, followed by indoor epoxy-resin task (2.03), outdoor oil-based-spray-paint task (1.65), outdoor water-based-paint task (0.66), and indoor oil-based-paint task (0.15). Assuming that the operations were carried out continuously for 8 hours without breaks and by using the arithmetic means of EIs for each of the 12 tasks in this study, 58.3% (7 out of 12) exceeded the exposure limit of 100% (EI > 1.0), while 8.3% (1 out of 12) was in 50e100% of exposure limit (0.5 > EI > 1.0), and 4 tasks out of 12 were located in less than 50% of the limit range (EI < 0.5). Conclusion: From this study, we recognized that construction painters are exposed to various solvents, including carcinogens and reproductive toxins, and the levels of TVOC concentration in many of the painting tasks exceeded the exposure limits. Construction workers need to be protected from chemical agents during their painting works by using personal protective devices and/or work practice measures. Additional studies should focus on the exposure assessment of other hazards for construction workers, in order to identify high-risk tasks and to improve hazardous work environments.

유아기 신체 건강과 관련한 일상생활습관 실태 연구 (A Study on Daily Life Habits Related with the Physical Health of Young Children)

  • 이정숙;김성재
    • 아동학회지
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    • 제30권3호
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    • pp.177-196
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    • 2009
  • The purpose of this study was to provide basic understanding of healthy habits of young children by analyzing existing life patterns that affect the their physical health. 416 parents of young children from kindergartens and daycare centers have responded to a questionnaire. The collected data were analyzed by using mean, standard deviation frequency, was used by SPSS 16.0 program. The conclusion was that the young children present daily life habits, including sleeping, eating, defecating and playing habits were not positive and that the children mostly led an indoor lifestyle. From these results, observations were made that the physical activity for young children is imperative to develop the physical and mental health of the 21st century young children.

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스마트폰 센서와 기계학습을 이용한 실내외 운동 활동의 인식 (Recognition of Indoor and Outdoor Exercising Activities using Smartphone Sensors and Machine Learning)

  • 김재경;주연호
    • 창의정보문화연구
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    • 제7권4호
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    • pp.235-242
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    • 2021
  • 스마트폰은 다양한 고성능의 센서가 포함되어 있으며 센서에서 발생하는 데이터를 이용하여 인간의 활동을 분석하는 연구가 진행되어왔다. 이러한 인간 활동 인식은 생활 패턴 분석, 운동량 측정, 위험 상황 감지 등 다양한 분야에서 활용될 수 있다. 그러나 기존 연구의 경우 인간의 기본 행동의 인식에 초점을 두거나 효율적인 배터리 사용을 위해 최적의 인식 결과를 내는 방법을 연구하는 경우가 많았다. 본 논문에서는 기본 행동에 건강 관리 목적으로 실내 및 실외에서 행해지는 운동 동작을 총 10가지로 정의하여 인식하도록 하였다. 이를 위해 가속도, 자이로 및 위치 센서의 값을 수집하고 데이터 전처리 과정을 거치고, 활동을 인식하기 위해서 SVM 모델 외에 안정적인 성능을 가진 앙상블 기반의 랜덤 포레스트, 그라디언트 부스팅 모델을 결합하여 투표 기반으로 인식 결과를 결정하였다. 그 결과 높은 정확도로 정의된 활동의 인식이 가능하였으며 특히 유사한 종류의 실내 및 실외 운동 활동의 분류가 가능하였다.

지역아동센터 실내공간 가변방안을 위한 기초연구 - 디자인가이드라인 사례분석을 중심으로 - (A Basic Study on the Variability of Indoor Spaces for Local Children's Centers - Focused on the Analysis of Design Guideline -)

  • 김미영;문정민
    • 한국주거학회논문집
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    • 제26권4호
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    • pp.75-82
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    • 2015
  • Although the government has revised the child welfare act, institutionalized the establishment of local children's centers, and given financial support for them, there are a number of problems with respect to their operation. Specifically, one of main problems is their limited space. Diverse problems that go with the arrangement of limited space and usability have occurred, however there are only a few strategies to use limited space flexibly. This study assumed variability as one of the methods to solve spatial problems. As a basic research for the assumption, Analyzing the variable method and characteristics of domestic and foreign child-care facility guidelines was performed trying to take advantage of as a basic data in order to seek a variable scheme of local children centers' indoor space. For this purpose, study analysed the methods and characteristics of variability centering on aspects related to variability which are environmental design elements required by local children's centers as suggested in previous studies. The results are as follows. First, the variability of space should be planned according to activity and time, and consider the methods of division, storage, and other facilities necessary. Second, methods of variability in space can be classified into creating areas and structures that are variable. Third, as a result of analysing the environmental design elements required by local children's centers, this study discovered the following characteristics: multi-purpose usability through a combination of variable devices, transition through a variable space medium and setting up areas and expansion of indoor variability assuming usability through internal and external connections.

장애인의 이용을 고려한 스포츠시설의 면적현황 분석에 관한 연구 (A Study on the Areal Analysis of the Sports Center for the Disabled User)

  • 성기창;채철균;강태성
    • 의료ㆍ복지 건축 : 한국의료복지건축학회 논문집
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    • 제14권4호
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    • pp.31-38
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    • 2008
  • As people's interest in the increase of individual leisure time and health grows, their interest in sports is also growing day by day to improve their standards of living. In the midst of the social changes, people's awareness of the disabled's sports activities is changing as well. However, the disabled's full access to public sports centers is restricted due to the shortage of facilities, area and available programs in public sports centers including community gymnasiums. In order to solve this problem, rehabilitation sports centers have been built as part of public sports centers, but the number of rehabilitation sports centers is still small. Besides, the disabled find themselves uncomfortable when using rehabilitation sports centers because most of them are outdated and too small in size. To make matters worse, sports centers for the use of the disabled only have a negative effect on the disabled's making inroads into society by hampering them from being a part of social unification. This study made a comparative analysis on the areal state of indoor gyms and swimming pools, which are the main areal factors of rehabilitation sports centers and public sports centers. Based on this analysis, this study aims to propose a sports center use plan for both the disabled and non-disabled. As a result, the total floor area ratios of indoor gyms for the disabled were found to be higher than those of public sports centers. This is because many indoor gyms for the disabled are not well equipped with resting areas, auxiliary or supporting areas. Regarding swimming pools for the disabled, their total floor area ratios and areas were found to be lower than those of public sports centers because, in many cases, these swimming pools are used for the rehabilitation of the disabled in rehabilitation sports centers. For this reason, swimming area for individual leisure activity or hobby is insufficient.

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연안역 수상레저활동 안전사고 실태분석 및 개선방안 (Actual Analysis and Solution of Aquatic Leisure Activity Safety Accident Around Coast)

  • 정종석
    • 한국항해항만학회지
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    • 제30권3호
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    • pp.247-251
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    • 2006
  • 다양화 개성화로 확산되고 있는 21세기 고도화된 산업사회에 진입하면서 소득수준의 향상과 토요일 휴무제에 따른 여가활용 시간의 증대에 수반하여 수상레저활동의 인구가 증가한 동시에 그 내용은 매우 활동적이다. 종래 여가활동이라고 하면 정적인 옥내활동이 주류였으나, 현시점의 여가활동은 사회발전과 더불어 옥외활동, 나아가서는 스스로 활동하고 경험하는 쪽으로 전개되고 있다. 이러한 관점에서 수상 레저는 안전한 수상활동으로 성취될 수 있는데, 수상레저활동의 급성장으로 인하여 수상안전사고가 심각한 문제로 대두되고 있다. 따라서 수상 레저기구 활동자의 체계적인 안전관리를 위하여 종합적인 육성과 관리대책 마련하고자한 결론은 안전사고를 예방하기위해서는 소양교육을 실시하여야 하며 안전검사 및 등록을 의무화하여 제도권에서 활동하도록 하여야하며 수상레저활동 안전사고에 대한 피해보전을 위해서 보험에 가입할 수 있도록 강력한 제도적 보완장치가 필요하다.

Growth Regulators Prolong Bract Longevity of Potted Bougainvillea

  • Liu, Fang-Yin;Chang, Yu-Sen
    • 원예과학기술지
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    • 제29권4호
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    • pp.326-335
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    • 2011
  • When bougainvilleas are subjected to indoor low-light conditions, flower bracts regularly abscise. This study elucidates the effects of plant growth regulators on bract longevity of potted bougainvillea. Potted 'Taipei Red' bougainvillea in four different bract development stages were treated with 1-MCP (1-methylcyclopropene), NAA (1-naphthaleneacetic acid), SNA (sodium salt of naphthaleneacetic acid), IBA (indolebutyric acid), BA (6-benzylaminopurine), $KH_2PO_4$ (potassium dihydrogen phosphate), Put (diamine putrescine), SA (salicylic acid), or STS (silver thiosulfate) and were moved to indoor low-light conditions after treatments. Experimental results indicate that 1-MCP, NAA, SNA, BA, Put, and SA prolonged bract longevity, and this effect increased as bract stage increased. The effect of STS was significant in early bract stages and decreased as bract stages increased. Additionally, 1-MCP, NAA, SNA, BA, Put, SA, and STS treatment significantly reduced endogenous ACC (1-aminocyclopropene-1-carboxylate) content and ACC oxidase activity, suggesting that the inhibition of ethylene production was achieved via physiological metabolism. However, treatment with IBA or $KH_2PO_4$ had no effect on the bract longevity at any stage. In the combined chemical treatments, NAA + STS or NAA + SA were effectively for prolonging bract longevity and contained less protein or chlorophyll degradation, decrease ACC oxidase or ethylene production than the control. In conclusion, we propose that combined chemical treatment significantly prolonged the bract longevity and more effectively than single chemical treatment at any stage.