• 제목/요약/키워드: short-term

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Yolo-pose를 이용한 장단기 메모리의 낙상감지 시스템 연구 (Study of Fall Detection System of Long Short-term Memory Using Yolo-pose)

  • 정승수;김남호;유윤섭
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2022년도 추계학술대회
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    • pp.123-125
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    • 2022
  • 본 논문에서는 Yolo-pose를 이용하여 장단기 메모리(Long short-term Memory)에 적용하는 시스템을 소개한다. 영상데이터로부터 Yolo-pose를 이용하여 일상생활과 낙상으로 구분된 데이터를 추출하여 LSTM에 적용하여 학습시킨다. 학습은 오버피팅을 방지하기 위하여 8대2의 Validation을 진행하며 Confusion matrix로 나타낸다. Yolo-pose의 결과값은 sensitivity와 specificity 모두 100%를 기록하여 일상생활과 낙상을 잘 구분하는 것을 확인 하였다.

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LSTM(Long Short-Term Memory)을 활용한 Battery Package 온도 상승 예측 (Prediction of Battery Package Temperature Rise with LSTM(Long Short-Term Memory))

  • 조종화;민연아
    • 한국컴퓨터정보학회:학술대회논문집
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    • 한국컴퓨터정보학회 2024년도 제69차 동계학술대회논문집 32권1호
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    • pp.339-341
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    • 2024
  • 본 논문에서는 전기 자동차 배터리 팩 설계에서 성능 예측을 위해 전산유체해석 및 Long Short-Term Memory (LSTM)를 활용한다. 두 계산 모두의 예측이 상당한 유사성을 나타내며, 전산유체해석은 시스템 유체 역학을 고려한 상세한 물리 모델을 제공하고, LSTM은 시계열 데이터를 기반으로 한 딥러닝 모델로 효과적으로 패턴을 파악, 향후 온도 상승을 예측한다. 결과는 두 접근 모두가 효과적인 예측을 제공하며 향후 전기 자동차 배터리 팩 설계 및 최적화에서 종합적인 접근의 필요성을 강조한다. 특히, LSTM 기반 예측에 소요되는 시간은 계산 유체 역학의 약 25%로, 약 일주일 정도로 빠르게 확인 가능하다. 이는 현대 산업 환경에서 시간적 효율성이 중요한 측면을 강조하며, 계산 유체 역학의 상세한 물리 모델링과 LSTM의 빠른 예측 속도를 결합한 설계 방법론을 제안한다.

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상호작용식 메트로놈(Interactive Metronome: IM) 훈련이 지적장애 아동의 집중력과 단기기억력에 미치는 영향 (The Effects of Interactive Metronome on Short-term Memory and Attention for Children With Mental Retardation)

  • 박아름;유두한
    • 대한감각통합치료학회지
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    • 제14권1호
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    • pp.19-30
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    • 2016
  • 목적 : 본 연구는 상호작용식 메트로놈(Interactive Metronome: IM) 훈련이 지적장애 아동의 집중력과 단기기억력에 미치는 영향에 대해 알아보고자 하였다. 연구방법 : 지적장애로 진단 받은 아동 2명을 대상으로, 개별실험 연구방법(single-subject experimental research design)중 ABA 설계 사용하였다. 총 18회기로 매주 2회기씩 총 9주 진행하였다. 기초선 기간에는 IM 훈련을 하지 않은 상태에서 Electroencephalogram(EEG)를 부착하여 단축형 검사(short form test)로 뇌파를 측정하였으며, 대상자가 무작위(random)로 선택한 단기기억 과제로 측정을 실시하였다. 중재기 12회기는 IM 훈련을 40~50분간 실시한 후 단기기억 과제(shot-term memory test)를 측정 하였으며, 단축형 검사를 측정하였다. 재기초선 3회기에도 기초선 기간과 동일하게 진행하였다. 결과 : 상호작용식 메트로놈 훈련 후 집중력의 향상과 뇌파에서 변화를 보였으며, 단기기억 과제에서도 향상된 결과를 보였다. 결론 : 상호작용식 메트로놈 훈련은 지적장애 아동에게 집중력과 단기기억력의 향상을 위한 중재방법으로 기대되며, 본 연구는 이를 위한 근거 자료로 사용될 수 있을 것이다.

Mortality Burden Due to Short-term Exposure to Fine Particulate Matter in Korea

  • Jongmin Oh;Youn-Hee Lim;Changwoo Han;Dong-Wook Lee;Jisun Myung;Yun-Chul Hong;Soontae Kim;Hyun-Joo Bae
    • Journal of Preventive Medicine and Public Health
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    • 제57권2호
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    • pp.185-196
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    • 2024
  • Objectives: Excess mortality associated with long-term exposure to fine particulate matter (PM2.5) has been documented. However, research on the disease burden following short-term exposure is scarce. We investigated the cause-specific mortality burden of short-term exposure to PM2.5 by considering the potential non-linear concentration-response relationship in Korea. Methods: Daily cause-specific mortality rates and PM2.5 exposure levels from 2010 to 2019 were collected for 8 Korean cities and 9 provinces. A generalized additive mixed model was employed to estimate the non-linear relationship between PM2.5 exposure and cause-specific mortality levels. We assumed no detrimental health effects of PM2.5 concentrations below 15 ㎍/m3. Overall deaths attributable to short-term PM2.5 exposure were estimated by summing the daily numbers of excess deaths associated with ambient PM2.5 exposure. Results: Of the 2 749 704 recorded deaths, 2 453 686 (89.2%) were non-accidental, 591 267 (21.5%) were cardiovascular, and 141 066 (5.1%) were respiratory in nature. A non-linear relationship was observed between all-cause mortality and exposure to PM2.5 at lag0, whereas linear associations were evident for cause-specific mortalities. Overall, 10 814 all-cause, 7855 non-accidental, 1642 cardiovascular, and 708 respiratory deaths were attributed to short-term exposure to PM2.5. The estimated number of all-cause excess deaths due to short-term PM2.5 exposure in 2019 was 1039 (95% confidence interval, 604 to 1472). Conclusions: Our findings indicate an association between short-term PM2.5 exposure and various mortality rates (all-cause, non-accidental, cardiovascular, and respiratory) in Korea over the period from 2010 to 2019. Consequently, action plans should be developed to reduce deaths attributable to short-term exposure to PM2.5.

유전자 알고리즘을 이용한 장·단기 유출모형의 매개변수 최적화 (Parameter Optimization of Long and Short Term Runoff Models Using Genetic Algorithm)

  • 김선주;지용근;김필식
    • 한국농공학회논문집
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    • 제46권5호
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    • pp.41-52
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    • 2004
  • In this study, parameters of long and short term runoff model were optimized using genetic algorithm as a basic research for integrated water management in a watershed. In case of Korea where drought and flood occurr frequently, the integrated water management is necessary to minimize possible damage of drought and flood. Modified TANK model was optimized as a long term runoff model and storage-function model was optimized as a short term runoff model. Besides distinguished parameters were applied to modified TANK model for supplementing defect that the model estimates less runoff in the storm period. As a result of application, simulated long and short term runoff results showed 7% and 5% improvement compared with before optimized on the average. In case of modified TANK model using distinguished parameters, the simulated runoff after optimized showed more interrelationship than before optimized. Therefore, modified TANK model can be applied for the long term water balance as an integrated water management in a watershed. In case of storage-function model, simulated runoff in the storm period showed high interrelationship with observed one. These optimized models can be applied for the runoff analysis of watershed.

Short- and long-term analyses of shear lag in RC box girders considering axial equilibrium

  • Xiang, Yiqiang;He, Xiaoyang
    • Structural Engineering and Mechanics
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    • 제62권6호
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    • pp.725-737
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    • 2017
  • An analytical method considering axial equilibrium is proposed for the short- and long-term analyses of shear lag effect in reinforced concrete (RC) box girders. The axial equilibrium of box girders is taken into account by using an additional generalized displacement, referred to as the longitudinal displacement of the web. Three independent shear lag functions are introduced to describe different shear lag intensities of the top, bottom, and cantilever plates. The time-dependent material properties of the concrete are simulated by the age-adjusted effective modulus method (AEMM), while the reinforcement is assumed to behave in a linear-elastic fashion. The differential equations are derived based on the longitudinal displacement of the web, the vertical displacement of the cross section, and the shear lag functions of the flanges. The time-dependent expressions of the generalized displacements are then deduced for box girders subjected to uniformly distributed loads. The accuracy of the proposed method is validated against the finite element results regarding the short- and long-term responses of a simply-supported RC box girder. Furthermore, creep analyses considering and neglecting shrinkage are performed to quantify the time effects on the long-term behavior of a continuous RC box girder. The results show that the proposed method can well evaluate both the short- and long-term behavior of box girders, and that concrete shrinkage has a considerable impact on the concrete stresses and internal forces, while concrete creep can remarkably affect the long-term deflections.

단기간 절식 및 반복적 절식과 재식이에 따른 식욕조절호르몬과 아디포넥틴 활성의 변화 (The Effect of Food Restriction on Appetite Regulating Hormones and Adiponectin Activity)

  • 김기훈;김현국
    • Journal of Nutrition and Health
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    • 제45권1호
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    • pp.5-11
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    • 2012
  • We investigated the effects of short-term food restriction and repeated fasting and refeeding on appetite regulating hormones and adiponectin activity in rats. To investigate the acute and chronic effects of food restriction in vivo, Sprague-Dawley rats were divided into a control group (CON), a 1 day fasting group, a 2 days fasting gruop, a 3 days fasting gruop, a fasting and refeeding for 1 week gruoup and a fasting and refeeding for 2 weeks group. Blood glucose, triglyceride and total cholesterol decreased in all fasting groups compared to those in the CON group. Free fatty acid of all fasting groups was higher than those in the CON, and were lowest in the three cycle fasting and refeeding group. Blood insulin following short-term food restriction was lower than that in the CON. blood ghrelin increased significantly (p < 0.01) following the short-term food restriction, However, blood ghrelin in the repeated fasting and refeeding groups decreased significantly decreased (p < 0.01) compared to that in the CON and short-term food restriction group. In contrast, blood leptin decreased significantly (p < 0.01) in the short term food restriction group and the three cycle of fasting and refeeding group but increased in the six cycle of fasting and refeeding group. No significant differences in adiponectin contents were observed in the short-term food restriction group. But, adiponectin increased significantly (p < 0.01) following the fasting and refeeding cycles. Blood adiponectin and blood leptin levels were showed positively correlated ($r^2$ = 0.469) when all samples were analysed together.

Relationships between Gross Motor Capacity and Neuromusculoskeletal Function in Children with Cerebral Palsy after Short-Term Intensive Therapy

  • Kim, Ki-Jeon
    • The Journal of Korean Physical Therapy
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    • 제30권3호
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    • pp.90-95
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    • 2018
  • Purpose: To investigate the relationship between gross motor capacity and neuromuscular function in children with cerebral palsy (CP) through a short-term intensive intervention. Methods: Twenty-four children younger than 6 years of age (17 boys, 7 girls, mean $age{\pm}standard$ deviation, $42.71{\pm}14.43months$) who were diagnosed with CP underwent short-term intensive treatment for 8 weeks. An evaluation of gross motor function capacity using the gross motor function measure (GMFM-66 and GMFM-88) was performed to measure muscle strength, selective motor control (SMC), and spasticity, factors related to neuromusculoskeletal function. Changes in spasticity, strength, range of motion, selective motor function, and exercise intensity scores were evaluated in terms of the gross motor function classification system (GMFCS) and ages. Results: The GMFM-88 and GMFM-66 scores significantly increased, by $4.32{\pm}4.04$ and $2.41{\pm}1.51%$, respectively, following the 8-week intervention. The change in the GMFM-66 score did not reflect a statistically significant difference in the GMFCS level. However, there was a statistically significant difference in the GMFM-88 score change in individuals at GMFCS Level III, the strength and spasticity of subjects at GMFCS Levels I-II did not significantly differ (p<0.05). The changes in the GMFM-66 scores for strength, SMC, range of motion (ROM), and spasticity significantly differed according to age (p<0.05) in children aged 36 months and older. Overall, there was a statistically significant difference in strength, SMC, and spasticity (p<0.05) before and after intensive short-term treatment. Conclusion: The 8-week short-term intensive care intervention improved the motor function score of study participants, emphasizing the need for early intervention and additional research in this area.

단기 고온 스트레스가 마우스 혈청 Cortisol, Dehydroepiandrosterone Sulphate 농도에 미치는 영향 (Effects of Short-term Thermal Stress on the Mouse Serum Concentrations of Cortisol and Dehydroepiandrosterone Sulphate)

  • 차정호;최광수;최형송
    • 한국가축번식학회지
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    • 제24권1호
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    • pp.109-113
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    • 2000
  • 단기 고온스트레스가 혈청 cortisol, DHEAS 농도에 미치는 영향을 알아보기 위하여, 단기 고온스트레스 (Short-term TS)를 받은 BALB Ic 생쥐의 혈청 cortisol과 DHEAS 농도를 방사선면역측정 (RIA)을 이용하여 분석하였다. 그 결과 30분 TS를 받은 그룹(T30) 에서 대조군에 비해 cortisol 의 유의적인 증가(P<0.01)를 보였으나, 120 분 부과 (T120) 시에는 T30 에 비해 유의성 없는 감소를 나타내었다. 이에 반해 DHEAS 의 경우 30분 TS를 받은 그룹 (T30) 과 120 분 TS를 받은 그룹 (T120) 모두에서 대조군에 비해 유의성은 없으나 감소된 경향을 보였다. 특히, DHEAS 의 경우 단기고온 스트레스라는 국한된 스트레스에도 불구하고 지속적인 감소를 나타내었다. 이러한 결과로 보아 단기 고온스트레스가 혈청 cortisol과 DHEAS 농도에 영향을 미치고 있음을 확인할 수 있었다. 또한, 본 연구를 통하여 DHEAS가 스트레스 관련 호르몬임을 확인할 수 있었으며, 스트레스 마커로서 이용될 수 있을 것으로 판단되어진다.

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우슬이 뇌허혈 유발 모래쥐의 해마에서 신경세포 사멸과 단기기억력에 미치는 영향 (The Effects of Achyranthis Radix on Short-term Memory and Apoptosis in the Hippocampus of the Gerbil with Transient Global Ischemia)

  • 윤현석;송윤경;임형호
    • 한방재활의학과학회지
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    • 제21권2호
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    • pp.15-30
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    • 2011
  • Objectives : The present study investigated the effects of Achyranthis Radix on short-term memory, apoptotic neuronal cell death in the hippocampus following transient global ischemia in gerbils. Methods : The gerbils were divided into 5 groups(n=10); Sham operation group, ischemia-induced group, ischemia-induced and 50 mg/kg Achyranthis Radix-treated group, ischemia-induced and 100 mg/kg Achyranthis Radix-treated group, ischemia-induced and 200 mg/kg Achyranthis Radix-treated group. For this study, a step-down avoidance task, terminal deoxynucleotidyl transferase-mediated dUTP nick end labeling(TUNEL) assay, immunohistochemistry for caspase-3 and BrdU(5-Bromo-2'-deoxyuridine), and western blotting for bax, bcl-2 were performed. Results : The results revealed that ischemic injury impaired short-term memory and increased apoototic neuronal cell death in the hippocampal CA1(cornu ammonis area 1) region. Ischemic injury enhanced cell proliferation in the hippocampal CA1 region, the compensatory and adaptive process for excessive apoptosis. Achyranthis Radix treatment improved short-term memory by suppressing ischemia-induced apoptotic neuronal cell death in the hippocampal CA1 region. Also, Achyranthis Radix suppressed the ischemia-induced increase in cell proliferation in the hippocampal CA1 region. Conclusions : We showed that Achyranthis Radix alleviates ischemia-induced apoptotic neuronal cell death, thus facilitates the recovery of short-term memory impairment induced by ischemic cerebral injury.