• 제목/요약/키워드: Balance performance

검색결과 1,621건 처리시간 0.03초

태양광 발전 예보를 위한 UM-LDAPS 예보 모형 성능평가 (Evaluation of UM-LDAPS Prediction Model for Daily Ahead Forecast of Solar Power Generation)

  • 김창기;김현구;강용혁;윤창열
    • 한국태양에너지학회 논문집
    • /
    • 제39권2호
    • /
    • pp.71-80
    • /
    • 2019
  • Daily ahead forecast is necessary for the electricity balance between load and supply due to the variability renewable energy. Numerical weather prediction is usually employed to produce the solar irradiance as well as electric power forecast for more than 12 hours forecast horizon. UM-LDAPS model is the numerical weather prediction operated by Korea Meteorological Administration and it generates the 36 hours forecast of hourly total irradiance 4 times a day. This study attempts to evaluate the model performance against the in situ measurements at 37 ground stations from January to May, 2013. Relative mean bias error, mean absolute error and root mean square error of hourly total irradiance are averaged over all ground stations as being 8.2%, 21.2% and 29.6%, respectively. The behavior of mean bias error appears to be different; positively largest in Chupoongnyeong station but negatively largest in Daegu station. The distinct contrast might be attributed to the limitation of microphysics parameterization for thick and thin clouds in the model.

AI 환경에서 모델 전도 공격에 안전한 차분 프라이버시 기술 (Differential Privacy Technology Resistant to the Model Inversion Attack in AI Environments)

  • 박철희;홍도원
    • 정보보호학회논문지
    • /
    • 제29권3호
    • /
    • pp.589-598
    • /
    • 2019
  • 온라인상에 축적되는 디지털 데이터의 양은 폭발적으로 증가하고 있으며 이러한 데이터들은 매우 큰 잠재적 가치를 갖고 있다. 국가 및 기업들은 방대한 양의 데이터로부터 다양한 부가가치를 창출하고 있으며 데이터 분석 기술에 많은 투자를 하고 있다. 그러나 데이터 분석에서 발생하는 프라이버시 문제는 데이터의 활용을 저해하는 큰 요인으로 작용하고 있다. 최근 신경망 모델 기반의 분석 기술에 대한 프라이버시 침해 공격들이 제안됨에 따라 프라이버시를 보존하는 인공 신경망 기술에 대한 연구가 요구되고 있다. 이에 따라 엄격한 프라이버시를 보장하는 차분 프라이버시 분야에서 다양한 프라이버시 보존형 인공 신경망 기술에 대한 연구가 수행되고 있지만, 신경망 모델의 정확도와 프라이버시 보존 강도 사이의 균형이 적절하지 않은 문제점이 있다. 본 논문에서는 프라이버시와 모델의 성능을 모두 보존하고 모델 전도 공격에 저항성을 갖는 차분 프라이버시 기술을 제안한다. 또한, 프라이버시 보존 강도에 따른 모델전도 공격의 저항성을 분석한다.

Satellite Laser Ranging System at Geochang Station

  • Lim, Hyung-Chul;Sung, Ki-Pyoung;Yu, Sung-Yeol;Choi, Mansoo;Park, Eunseo;Park, Jong-Uk;Choi, Chul-Sung;Kim, Simon
    • Journal of Astronomy and Space Sciences
    • /
    • 제35권4호
    • /
    • pp.253-261
    • /
    • 2018
  • Korea Astronomy and Space Science Institute (KASI) has been developing the space optical and laser tracking (SOLT) system for space geodesy, space situational awareness, and Korean space missions. The SOLT system comprises satellite laser ranging (SLR), adaptive optics (AO), and debris laser tracking (DLT) systems, which share numerous subsystems, such as an optical telescope and tracking mount. It is designed to be capable of laser ranging up to geosynchronous Earth orbit satellites with a laser retro-reflector array, space objects imaging brighter than magnitude 10, and laser tracking low Earth orbit space debris of uncooperative targets. For the realization of multiple functions in a novel configuration, the SOLT system employs a switching mirror that is installed inside the telescope pedestal and feeds the beam path to each system. The SLR and AO systems have already been established at the Geochang station, whereas the DLT system is currently under development and the AO system is being prepared for testing. In this study, the design and development of the SOLT system are addressed and the SLR data quality is evaluated compared to the International Laser Ranging Service (ILRS) tracking stations in terms of single-shot ranging precision. The analysis results indicate that the SLR system has a good ranging performance, to a few millimeters precision. Therefore, it is expected that the SLR system will not only play an important role as a member of the ILRS tracking network, but also contribute to future Korean space missions.

근감소증 노인을 위한 범이론적 모델 적용 복합운동프로그램 개발 및 효과 검증 (Development and Effects of Combined Exercise Program for Older Adults with Sarcopenia Based on Transtheoretical Model)

  • 박서연;구미옥
    • 대한간호학회지
    • /
    • 제48권6호
    • /
    • pp.656-668
    • /
    • 2018
  • Purpose: The purpose of this study was to develop and examine the effects of combined exercise program for older adults with sarcopenia based on transtheoretical model (TTM). Methods: A non-equivalent control group with a pretest-posttest design was used. The subjects consisted of 43 older adults with sarcopenia in precontemplation stage, contemplation stage and preparation stage of TTM (experimental group: 22, control group: 21). The developed program consisted of 36 sessions for 12 weeks including combined exercise (60 minutes) and TTM based strategies for enhancing exercise behavior (10 minutes) per session. Data were collected before, immediately after the program between July 31 to October 27, 2017. The data were analyzed using independent t-test, Mann-Whitney U test with SPSS/WIN 18.0. Results: Compared with their counterparts in the control groups, older adults with sarcopenia in the experimental group showed a significantly greater improvement in process of exercise behavior change, pros and cons of decisional balance for exercise behavior, exercise self-efficacy, parameters of muscle, and the level of physical performance. Conclusion: The study findings indicate that this combined exercise program for older adults with sarcopenia based on TTM model was effective and can be recommended as a nursing intervention for older adults with sarcopenia.

심리운동과 감각통합치료가 발달장애유아의 운동기술에 미치는 영향 (Effects of Psychomotorik and Sensory Integration on the Motor Skills of Children with Development Disabilities)

  • 김일명
    • 디지털융복합연구
    • /
    • 제16권12호
    • /
    • pp.647-654
    • /
    • 2018
  • 본 연구는 또래와의 상호적으로 다양한 움직임을 이끌어 내는 그룹 심리운동과 기능적인 움직임을 이끌어내기 위한 개별 감각통합치료가 유아의 운동기술(motor skills) 향상에 미치는 영향을 비교하여 살펴보고자 하였다. 연구 대상은 본원에 재원 중인 만 4세 아동 2명을 대상으로 2017년 4월부터 2018년 1월까지 주 2회 40분 씩 각각 심리운동과 감각통합치료를 적용하였다. 연구 방법은 B-O test, DeGangi-Berk Test of sensory Integration(TSI), MOT4-6 등의 평가도구를 사용하였으며 그 중 대 동작을 필요로 하는 항목을 선별하여 사전 평가 결과와 프로그램 진행 후 사후평가 결과를 토대로 항목별 향상 정도를 그래프로 비교 분석하였다. 연구 결과는 심리운동과 감각통합치료 모두에서 운동기술 향상을 가져왔으며 특히 균형성 및 자세조절 등에서 두드러지게 향상 된 점수를 획득되어 두 영역의 프로그램이 운동기술에 긍정적인 효과가 있음을 알 수 있었다.

연료 재순환 이젝터를 이용한 연료전지-폐기물 기반 가역 고체 산화물 연료전지의 최적 설계 (Optimal Design of RSOFC System Coupled with Waste Steam Using Ejector for Fuel Recirculation)

  • 잡반티엔;이영덕;김영상;쿠엔;안국영
    • 한국수소및신에너지학회논문집
    • /
    • 제30권4호
    • /
    • pp.303-311
    • /
    • 2019
  • Reversible solid oxide fuel cell (RSOFC) has become a prospective device for energy storage and hydrogen production. Many studies have been conducted around the world focusing on system efficiency improvement and realization. The system should have not only high efficiency but also a certain level of simplicity for stable operation. External waste steam utilization was proved to remarkably increase the efficiency at solid oxide electrolysis system. In this study, RSOFC system coupled with waste steam was proposed and optimized in term of simplicity and efficiency. Ejector for fuel recirculation is selected due to its simple design and high stability. Three system configurations using ejector for fuel recirculation were investigated for performance of design condition. In parametric study, the system efficiencies at different current density were analyzed. The system configurations were simulated using validated lumped model in EBSILON(R) program. The system components, balance of plants, were designed to work in both electrolysis and fuel cell modes, and their off-design characteristics were taken into account. The base case calculation shows that, the system with suction pump results in slightly lower efficiency but stack can be operated more stable with same inlet pressure of fuel and air electrode.

의사결정나무 기법을 이용한 노인들의 자살생각 예측모형 및 의사결정 규칙 개발 (A Development of Suicidal Ideation Prediction Model and Decision Rules for the Elderly: Decision Tree Approach)

  • 김덕현;유동희;정대율
    • 한국정보시스템학회지:정보시스템연구
    • /
    • 제28권3호
    • /
    • pp.249-276
    • /
    • 2019
  • Purpose The purpose of this study is to develop a prediction model and decision rules for the elderly's suicidal ideation based on the Korean Welfare Panel survey data. By utilizing this data, we obtained many decision rules to predict the elderly's suicide ideation. Design/methodology/approach This study used classification analysis to derive decision rules to predict on the basis of decision tree technique. Weka 3.8 is used as the data mining tool in this study. The decision tree algorithm uses J48, also known as C4.5. In addition, 66.6% of the total data was divided into learning data and verification data. We considered all possible variables based on previous studies in predicting suicidal ideation of the elderly. Finally, 99 variables including the target variable were used. Classification analysis was performed by introducing sampling technique through backward elimination and data balancing. Findings As a result, there were significant differences between the data sets. The selected data sets have different, various decision tree and several rules. Based on the decision tree method, we derived the rules for suicide prevention. The decision tree derives not only the rules for the suicidal ideation of the depressed group, but also the rules for the suicidal ideation of the non-depressed group. In addition, in developing the predictive model, the problem of over-fitting due to the data imbalance phenomenon was directly identified through the application of data balancing. We could conclude that it is necessary to balance the data on the target variables in order to perform the correct classification analysis without over-fitting. In addition, although data balancing is applied, it is shown that performance is not inferior in prediction rate when compared with a biased prediction model.

Effects of functional training on strength, function level, and quality of life of persons in intensive care units

  • Seo, Byul;Shin, Won-Seob
    • Physical Therapy Rehabilitation Science
    • /
    • 제8권3호
    • /
    • pp.134-140
    • /
    • 2019
  • Objective: The purpose of this study was to investigate the effect of exercise therapy and bedside ergometer exercise on muscle strength, function level, and quality of life of persons in intensive care. Design: Randomized Controlled Trial Methods: Sixteen patients in the ICU were randomly assigned to either the exercise group (n=8) or the bedside cycle ergometer group (n=8). Activities in the ICU exercise group (rolling, sitting at the edge of the bed, transfer from sitting to standing, standing balance training, ambulation) and bedside cycle ergometer group were performed 5 times a week for 30 minutes during the ICU admission period. Medical Research Council (MRC) and Functional Status Scale-Intensive Care Unit (FSS-ICU) parameters were assessed at the time of admission to the ICU, and reevaluation was assessed on the day of ICU discharge. The Short Form-36 (SF-36) was assessed at the time of discharge from the ICU. Results: MRC and FSS-ICU were significantly increased before and after intervention in both the experimental and control groups (p<0.05). There was a significant difference between MRC and FSS-ICU in the comparison of the changes before and after the intervention (p<0.05). SF-36 was compared between groups after intervention and there was a significant difference between the experimental and the control group (p<0.05). Conclusions: Muscle strength and functional levels improved after intervention in both the experimental and control groups. The ICU exercise group was more effective than the bedside cycle ergometer group to improve muscle strength, functional level, and quality of life performance of persons in the ICU.

건물용 연료전지 기반 하이브리드 제습냉방시스템 성능 및 에너지 절감 분석 (Analysis of Performance and Energy Saving of a SOFC-Based Hybrid Desiccant Cooling System)

  • 인정현;이율호;강상규;박성진
    • 한국수소및신에너지학회논문집
    • /
    • 제30권2호
    • /
    • pp.136-146
    • /
    • 2019
  • A solid oxide fuel cell (SOFC) based hybrid desiccant cooling system model is developed to study the effect of fuel utilization rate of the SOFC on the reduction of energy consumption and $CO_2$ emission. The SOFC-based hybrid desiccant cooling system consists of an SOFC system and a Hybrid desiccant cooling system (HDCS). The SOFC system includes a stack and balance of plant (BOP), and HDCS. The HDCS consists of desiccant rotor, indirect evaporative cooler, electric heat pump (EHP), and heat exchangers. In this study, using energy load data of a commercial office building and SOFC-based HDCS model, the amount of ton of oil equivalent (TOE) and ton of $CO_2$ ($tCO_2$) are calculated and compared with the TOE and $tCO_2$ generation of the EHP using grid electricity.

운동훈련과 단백질 섭취에 따른 골격근 단백질 대사: 안정성 동위원소 추적체법을 이용한 연구결과를 중심으로 (Review on Exercise Training and Protein Intake in Skeletal Muscle Protein Metabolism)

  • 신윤아;김일영
    • 운동과학
    • /
    • 제26권2호
    • /
    • pp.103-114
    • /
    • 2017
  • INTRODUCTION: Regulation of skeletal muscle protein mass is implicated not only in exercise performance but in metabolic health. Exercise in combination with nutrition, particularly dietary protein/amino acid intake, are the pragmatic approach that effectively induces muscle anabolic response (i.e., muscle hypertrophy) through regulating protein synthesis and breakdown. PURPOSE: The purpose of this review was to summarize available data on the effect of exercise intervention and amino acids intake on muscle protein synthesis and breakdown and provide an insight into development of an effective exercise intervention and amino acids supplements, applicable to training practice. METHODS: In this review, we have reviewed currently available data mainly from stable isotope tracer studies with respect to the effect of exercise intervention and protein or amino acid supplement on muscle protein anabolic response. CONCLUSIONS: Taken together, exercise alone may not be effective in achieving a positive net muscle protein balance due to the fact that protein breakdown still exceeds protein synthesis until nutrition intake such as protein/amino acids. It appears that muscle anabolic response increases in proportional to the amount of protein intake up to 20 - 35 g depending on quality of protein, age, differences on exercise intensity, duration, and frequency, and individual's training status