• 제목/요약/키워드: f0 intervals

검색결과 147건 처리시간 0.033초

LSTM 모형을 이용한 하천 고탁수 발생 예측 연구 (Prediction of high turbidity in rivers using LSTM algorithm)

  • 박정수;이현호
    • 상하수도학회지
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    • 제34권1호
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    • pp.35-43
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    • 2020
  • Turbidity has various effects on the water quality and ecosystem of a river. High turbidity during floods increases the operation cost of a drinking water supply system. Thus, the management of turbidity is essential for providing safe water to the public. There have been various efforts to estimate turbidity in river systems for proper management and early warning of high turbidity in the water supply process. Advanced data analysis technology using machine learning has been increasingly used in water quality management processes. Artificial neural networks(ANNs) is one of the first algorithms applied, where the overfitting of a model to observed data and vanishing gradient in the backpropagation process limit the wide application of ANNs in practice. In recent years, deep learning, which overcomes the limitations of ANNs, has been applied in water quality management. LSTM(Long-Short Term Memory) is one of novel deep learning algorithms that is widely used in the analysis of time series data. In this study, LSTM is used for the prediction of high turbidity(>30 NTU) in a river from the relationship of turbidity to discharge, which enables early warning of high turbidity in a drinking water supply system. The model showed 0.98, 0.99, 0.98 and 0.99 for precision, recall, F1-score and accuracy respectively, for the prediction of high turbidity in a river with 2 hour frequency data. The sensitivity of the model to the observation intervals of data is also compared with time periods of 2 hour, 8 hour, 1 day and 2 days. The model shows higher precision with shorter observation intervals, which underscores the importance of collecting high frequency data for better management of water resources in the future.

복류(復溜)(K7) 전침자극(電鍼刺戟)이 functional MRI상 뇌기능(腦機能) 변화(變化)에 미치는 영향(影響) (A fMRI study on the cerebral activity induced by Electro-acupuncture on K7(Fuliu))

  • 강재희;이현;이병렬;홍권의;임윤경;김연진
    • Journal of Acupuncture Research
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    • 제20권4호
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    • pp.66-84
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    • 2003
  • Objectve : Recent stuides suggested that there is a strong correlation between acupuncture stimulation and its cortical activation. Another study showed that either positive or negative BOLD effects could be observed depending on anatomical structure in acupuncture. Methods : 1) Subjects and paradigms: Two separate stimulation paradigms were performed in this study. To see the effects of electro-acupuncture stimulation on K7(Fuliu), the experiment was carried out on six healthy volunteers, using the gradient echo sequence with the 3.0T whole-body MRI system(ISOL). After the needle insertion on right K7(Fuliu), 2 Hz of electric stimulation was given for 30 seconds, repeated five times, with 30 seconds' intervals. During the intervals while there was no electro-stimulation, the subjects performed motor task as a reference. The image analysis including motion correction, talairach transformation, and smoothing was done using SPM99. Results: The electro-acupuncture stimulation on K7(Fuliu) activated Brodmann's Areas of 9, 19, 23, 24, 31, 32, 39 which may be the central pathways of the electro-acupuncture stimulation on K7(Fuliu) and those brain areas may be related with the function of the electro-acupuncture stimulation on K7(Fuliu).

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밭작물소비수량에 관한 기초적 연구(II)-마늘 및 오이- (Basic Studies on the Consumptive Use of Water Required for Dry Field Crops (2) -Garlic and Cucumber-)

  • 김철기;김진한;정하우;최홍규;권영헌
    • 한국농공학회지
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    • 제31권3호
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    • pp.41-56
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    • 1989
  • The purpose of this study is to find out the basic data for irrigation plans of garlic and cucumber during the growing period, such as total amount of evapotranspiration, coefficients of evapotranspiration at each growth stage, the peak stage of evapotranspiration and the maximum evapotranspiraton, optimum irrigation point, total readily available moisture, and intervals of irrigation date. The plots of experiment were arranged with split plot design which were composed of two factors, irrigation point for main plot and soil texture for split plot, and three levels ; irrigation points with pP 1.7-2.1, pP 2.2-2.5, pP 2.6-2.8, for garlic and those with pP 1.9, pF 2.3, pP 2.7, for cucumber, soil textures of silty clay, sandy loam and sandy soil for both garlic and cucumber, with two replications. The results obtained are summarized as follows 1.There was the highest significant correlation between the avapotranspiration of garlic and cucumber and the pan evaporation, beyond all other meteorological factors considered, as mentioned in the previous paper. Therefore, the pan evaporation is enough to be used as a meteorological index measuring the quantity of evapotranspiration. 2.1/10 probability values of maximum total pan evaporation during growing period for garlic and cucumber were shown as 495.8mm and 406.8mm, respectively, and those of maximum ten day pan evaporation for garlic and cucumber, 63.8mm and 69.7mm, respectively. 3.The time that annual maximum of ten day pan evaporation can be occurred, exists at any stage between the middle of May and the late of June(harvest period) for garlic, and at any stage of growing period for cucumber. 4.The magnitude of evapotranspiration and of its coefficient for garlic and cucumber was occurred in the order of pF 1.7-2.1>pF 2.2-2.5>pF 2.6-2.8 and of pF 1.9>pF 2.3>pF2.7 respectively in aspect of irrigation point and of sandy loam>silty clay>sandy soil in aspect of soil texture for both garlic and cucumber. 5.The magnitude of leaf area index was shown in the order of pF 2.2-2.5>pF 1.7-2.1>pF 2.6-2.8 for garlic and of pF 1.9>pF 2.3>pF 2.7 for cucumber in aspect of irrigation point, and of sandy loam>sandy soil>silty clay in aspect of soil texture for both garlic and cucumber. 6.1/10 probability value of evapotranspiration and its coefficient during the growing period for garlic were shown as 391.7mm and 0.79 respectively, while those of cucumber, 423.lmm and 1.04 respectively. 7.The time the maximum evapotranspiration of garlic can be occurred is at the date of thirtieth before harvest period and the time for cucumber is presumed to be at the date of sixtieth to seventieth after transplanting, At that time, 1/10 probability value of ten day evapotranspiration and its coefficient for garlic is presumed to be 65.lmm and 1.02 respectively, while those of cucumber, 94.8mm and 1.36 respectively. 8.In aspect of irrigation point, the weight of raw garlic and cucumber were increased in the order of pF 2.2-2.5>pF 1.7-2.1>pF 2.6-2.8 and of pF 1.9>pF 2.3>pF 2.7 respectively. Therefore, optimum irrigation point for garlic and cucumber is presumed to be pF 2.2-2.5 and pF 1.9 respectively, when the significance of yield between the different irrigation treatments is considered. 9.Except the mulching period of garlic that soil moisture extraction patterns were about the same, those of garlic and cucumber have shown that maximum extraction rate exists at 7cm deep layer at the beginning stage after removing mulching for garlic and at the beginning stage of growth for cucumber and that extraction rates of 21cm to 35cm deep layer are increased as getting closer to the late stage of growth. 10.Total readily available moisture of garlic in silty clay, sandy loam, sandy soil become to be 18.71-24.96mm, 19.08-25.43mm, 10.35- 13.80mm respctively on the basis of the optimum irrigation point with pF 2.2-2.5, while that of cucumber, 11.8lmm, 12.03mm, 6.39mm respectively on the basis of the optimum irrigation point with pF 1.9. 11.The intervals of irrigation date of garlic and cucumber at the growth stage of maximum consumptive use become to be about three and a half days and one and a half days respectively, on the basis of each optimum irrgation point.

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Bone-Anchored Hearing Aid Implant에 대한 1.5 T와 3.0 T에서 MRI 안전성의 생체외 평가 (In Vitro Assessment of MRI Safety at 1.5 T and 3.0 T for Bone-Anchored Hearing Aid Implant)

  • 연규진;김현수;이승근;이태수
    • 대한방사선기술학회지:방사선기술과학
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    • 제40권1호
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    • pp.19-25
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    • 2017
  • 본 연구는 1.5 T와 3.0 T Magnetic Resonance Imaging에서 Bone-Anchored Hearing Aid (BAHA) implant의 수평인력, 회전력, 그리고 자화감수성 인공물의 크기를 표준측정 방법에 의해 측정하여 MR 안전성을 평가하였다. BAHA implant의 고정장치와 지지대는 0.5%의 철(iron)이 포함 된 티타늄으로 만들어졌으며, 길이는 10 mm (고정장치 4 mm, 지지대 6 mm), 최대 직경은 7.0 mm이다. 수평인력 측정장치와 자화감수성 인공물 측정장치는 각각 American Society for Testing and Materials (ASTM) F2052-06, F2119-07을 참조하여 아크릴을 이용해 제작했으며, 회전력 측정은 원형 플라스틱 용기를 이용한 측정장치를 사용하였다. 자기유도에 의한 BAHA implnat의 수평인력은 주자장이 가장 큰 지점인 96 cm지점에서 최대 변위각을 측정하였고, 회전력은 원형용기 내부의 $45^{\circ}$간격의 실선 위에 놓았을 때 나타난 회전형태를 정성적 평가기준으로 측정하였다. 자화감수성 인공물은 황산구리($CuS0_4$) 용액이 채워진 용기의 중앙에 BAHA implant를 매달아 영상을 획득한 후 Susceptibility Artifact Measurement (SAM) software를 이용해 크기를 측정하였다. 측정결과 수평인력은 1.5 T와 3.0 T에서 변위각과 변위력은 모두 0으로 나타났다. 회전력은 1.5 T에서는 0(no torque), 3.0 T에서는 +1(mild torque)로 나타났다. 자화감수성 인공물은 최소 13.20 mm, 최대 38.91 mm의 크기로 나타났다. 따라서 1.5 T, 3.0 T의 MR 환경에서 BAHA implant는 환자에게 안전하다.

Physical Characteristics of Small Space Objects at High Orbits Based on Optical Methods

  • El-Hameed, Afaf M. Abd;Attia, Gamal F.;Abdel-Aziz, Yehia
    • Journal of Astronomy and Space Sciences
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    • 제34권1호
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    • pp.31-35
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    • 2017
  • Optical observation is one of the most common techniques used for characterizing the physical properties of unknown objects and debris in space. This research presents measurements and properties of the new object 96019 from ground-based optical methods. Optical observations of this small object were performed using a charge-coupled device (CCD) camera and the Santel-500 telescope at the Zvenigorod Observatory. The orbital elements and physical properties of this object, such as area-to-mass ratio, have been determined. The results show that this small object has a low area-to-mass ratio, between 0.009 and $0.12m^2/kg$. The light curve of object 96019 is given: Over the time intervals, variations in brightness are analyzed and the maximum brightness was found to be 12.4 magnitudes. The observational results show that, this object brightens by about three magnitudes over a time span of three minutes. Based on these observations, the characteristics and physical properties of this object are discussed.

넷 제로에너지주택의 부하매칭에 관한 연구 (A Study of Load Matching on the Net-Zero Energy House)

  • 김법전;임희원;김덕성;신우철
    • 한국태양에너지학회 논문집
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    • 제38권4호
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    • pp.55-66
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    • 2018
  • nZEH (net-Zero Energy House) is defined as a self-sufficient energy building where the sum of energy output generated from new & renewable energy system and annual energy consumption is zero. The electricity generated by new & renewable energy system with the form of distributed generation is preferentially supplied to electrical demand, and surplus electricity is transmitted back to grid. Due to the recent expansion of houses with photovoltaic system and the nZEH mandatory by 2025, the rapid increase of distributed generation is expected. Which means, we must prepare for an electricity-power accident and stable electricity supply. Also electricity charges have to be reduce and the grid-connected should be operated efficiently. The introduction of ESS is suggested as a solution, so the analysis of the load matching and grid interaction is required to optimize ESS design. This study analyzed the load matching and grid interaction by expected consumption behavior using actual data measured in one-minute intervals. The experiment was conducted in three nZEH with photovoltaic system, called all-electric houses. LCF (Load Cover Factor), SCF (Supply Cover Factor) and $f_{grid}$ (Grid Interaction Index) were evaluated as an analysis indicator. As a result, LCF, SCF and $f_{grid}$ of A house were 0.25, 0.23 and 0.27 respectively; That of B house were 0.23, 0.23, 0.19, and that of C were 0.20, 0.19, 0.27 respectively.

혼용된 2종의 살균제 살포 농도 및 간격에 따른 잔디 동전마름병 방제효과 (Control Effect on Dollar Spot Disease Caused by Sclerotinia homoeocarpa under Different Application Rates and Intervals with Two Mixed Fungicides)

  • 장석원;정석우;김세훈;박종현;이지영
    • Weed & Turfgrass Science
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    • 제2권4호
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    • pp.408-412
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    • 2013
  • Sclerotinia homoeocarpa F.T. Bennett에 의한 동전마름병은 우리나라 골프장에서 지역에 관계없이 일반적이며 경제적으로 가장 중요한 잔디 병 중 하나이다. 크리핑벤트그래스로 조성된 골프장 그린에서 propiconazole과 boscalid를 혼합제로 하여 방제효과를 평가하였다. 혼합제의 약량은 기준량과 기준량의 1/2량, 2/3량으로 하였고, 살포간격은 각각 10일과 15일 간격으로 3회 처리하였다. 동전마름병은 2개 포장의 무처리구에서 각각 반복별 평균 48.3, 60.0%의 발생을 보였다. 각 처리구는 1개의 처리구(기준량의 1/2 처리구로 15일 간격 살포)를 제외하고 처리별 통계적 유의성은 없었다. 따라서 현장에서 농약회사에서 추천하는 기준량의 농도보다 낮은 농도(기준량의 2/3 및 1/2 농도)로 15일 간격으로 살포하게 될 경우 기준량에 준하는 약효를 얻을 수 있으므로 살포 농약량, 인력, 병원균의 약제 저항성 등을 낮추는 효과를 보일 것으로 예상된다.

청년 1인 가구의 건강 관련 삶의 질 영향요인: 회복탄력성의 매개효과를 중심으로 (Factors influencing health-related quality of life for young single-person households: the mediating effect of resilience)

  • 이수진;이수진;김향란
    • Journal of Korean Biological Nursing Science
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    • 제25권3호
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    • pp.160-171
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    • 2023
  • Purpose: To identify factors influencing health-related quality of life for young single-person households, this study investigated physical and mental health status, health behavior, depression, resilience, and health-related quality of life. Methods: An online survey was administered to members of young single-person households from March 22 to 30, 2022. The data were analyzed using the chi-square test, independent t-test, one-way analysis of variance, Pearson correlation coefficients, multiple regression, and a simple mediation model applying the PROCESS macro model 4 with 95% bias-corrected bootstrapped confidence intervals. Results: The participants were 229 members of young single-person households. Health-related quality of life showed significant relationships with residence (t = 2.80, p = .006), month (F = 3.70, p = .026), mental health status (F = 20.33, p < . 001), and high-intensity exercise (F = 7.35, p = .001) among general and health-related characteristics. Health-related quality of life had significant correlations with depression (r = -.72, p < .001) and resilience (r = .58, p < .001). Multiple regression analysis showed that depression (β = -.57, p < .001) and resilience (β = .21, p < .001) influenced health-related quality of life. Moreover, resilience had a mediating effect between depression and health-related quality of life (indirect effect = -0.002, 95% bias-corrected bootstrapped confidence interval = -0.003 to -0.001). Conclusion: Members of young single-person households tended to be more vulnerable to emergency situations, such as during the coronavirus disease 2019 pandemic, when lockdowns and quarantines were frequent. To improve health-related quality of life in young single-person households, people with high levels of depression or low levels of resilience need special attention and support to promote mental health.

대구경 선집속 탐촉자를 이용한 실리콘 웨이퍼에서의 램파 전파 특성 분석 (Investigation on lamb wave propagation in silicon wafer using large aperture line-focused transducer)

  • 정윤재;양승수;유민재;김영환
    • 한국음향학회지
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    • 제37권4호
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    • pp.174-180
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    • 2018
  • 본 연구에서는 이방성 매질인 (100), (111) 방향의 실리콘 웨이퍼에서 램파의 전파 특성을 PVDF-(Polyvinylidene Fluoride) 선집속 탐촉자를 이용하여 분석하였다. 램파가 분산성을 가지기 때문에 탐촉자와 시편 사이의 거리 z를 바꿔가며 측정하는 V(f,z)방법을 변형하여 사용하였다. 또한 이방성을 확인하기 위해 선집속 탐촉자가 사용되었고, 실리콘 웨이퍼를 $1^{\circ}$ 간격으로 $180^{\circ}$ 회전시켜 측정하였다. 실험 결과, $A_0$ 모드와 $S_0$ 모드를 확인할 수 있었다. $S_0$ 모드의 속력 분포에서 각 결정 방향의 구조와 연관된 이방성을 확인할 수 있었고, $A_0$ 모드의 속력은 등방성으로 나타났다. 이는 실리콘의 결정구조와 램파의 각 모드의 진동양상과 부합하는 결과이다.

용융염법으로 합성한 Ba-ferrite 입자의 특성 (Properties of ba-ferrite Particles Synthesized by Molten Salt Method)

  • 오영우
    • 한국전기전자재료학회논문지
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    • 제13권6호
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    • pp.545-550
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    • 2000
  • In order to synthesize Ba-ferrite particles by molten salt method KCl and NaCl were added to basic composition to 50% by weight. X was varied from 0.0 to 1.0 to control the magnetic properties in $BaFe_{12-2x}$/ $Co_{x}$ / $Ti_{x}$ / $O_{19}$ and 1 mol% of $SiO_2$was added to control the aspect ratio of hexagonal platelets. And the effects of reaction temperatures were examined by varying the temperature from 85$0^{\circ}C$ to 120$0^{\circ}C$ with 5$0^{\circ}C$ intervals. Eutectic composition of NaCl and KCl lowered the crystallizing temperature of Ba-ferrite in molten salts than using KCl and NaCl separatly. The morphology of resulting Ba-ferrite particles was clearly hexagonal-shaped plates. $H_{c}$ and $M_{r}$ were decreased when F $e^{3+}$ was substitued with $Co^{2+}$ and $Ti^{4+}$ from x=0 to x=1.0 in $BaFe_{12-2x}$/ $Co_{x}$ / $Ti_{x}$ / $O_{19}$ . Adding 1mol% $SiO_2$in molten salt method increased the size but shortened c-axis of the hexagonal ferrites and this result is an opposite phenomenon compared with the result in solid-statge reaction.n.ion.n.

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