• 제목/요약/키워드: Energy control model

검색결과 1,462건 처리시간 0.035초

상수도관망의 피해율 저감을 위한 가압장 최적운영기법 개발 (Development of optimum pump operation technique for the damage rate reduction of water distribution system)

  • 권혁재
    • 한국수자원학회논문집
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    • 제52권5호
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    • pp.373-380
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    • 2019
  • 본 연구에서는 상수도관망의 피해율 저감을 위한 최적의 펌프운영기법을 제안하였다. 펌프운영시스템은 효과적인 펌프운영을 위하여 개발되었다. 이를 위해 펌프와 소통할 수 있는 압력센서가 상수도관망의 관말단부에 설치되었다. 펌프운영시스템은 관말단의 센서로 부터 수신된 데이터를 통하여 펌프를 제어하게 된다. 따라서 펌프운영시스템은 관말단부에 충분한 유량을 전달할 수 있는 압력을 유지할 수 있고 불필요한 압력을 줄일 수 있다. 펌프운영시스템의 효과를 입증하기 위해 신뢰성해석모형이 사용되었고 기존의 펌프운영시스템과 새로운 펌프운영시스템의 운영결과를 통하여 상수도관의 파괴확률을 정량적으로 비교하였다. 이를 위해서 부정류해석을 수행하였고 그 결과는 파괴확률을 산정하는데 사용되었다. 그 결과, 새로 제시된 펌프운영시스템은 상수도관의 파괴확률을 현저히 낮출 수 있음을 확인할 수 있었다.

A Systems Engineering Approach for Predicting NPP Response under Steam Generator Tube Rupture Conditions using Machine Learning

  • Tran Canh Hai, Nguyen;Aya, Diab
    • 시스템엔지니어링학술지
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    • 제18권2호
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    • pp.94-107
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    • 2022
  • Accidents prevention and mitigation is the highest priority of nuclear power plant (NPP) operation, particularly in the aftermath of the Fukushima Daiichi accident, which has reignited public anxieties and skepticism regarding nuclear energy usage. To deal with accident scenarios more effectively, operators must have ample and precise information about key safety parameters as well as their future trajectories. This work investigates the potential of machine learning in forecasting NPP response in real-time to provide an additional validation method and help reduce human error, especially in accident situations where operators are under a lot of stress. First, a base-case SGTR simulation is carried out by the best-estimate code RELAP5/MOD3.4 to confirm the validity of the model against results reported in the APR1400 Design Control Document (DCD). Then, uncertainty quantification is performed by coupling RELAP5/MOD3.4 and the statistical tool DAKOTA to generate a large enough dataset for the construction and training of neural-based machine learning (ML) models, namely LSTM, GRU, and hybrid CNN-LSTM. Finally, the accuracy and reliability of these models in forecasting system response are tested by their performance on fresh data. To facilitate and oversee the process of developing the ML models, a Systems Engineering (SE) methodology is used to ensure that the work is consistently in line with the originating mission statement and that the findings obtained at each subsequent phase are valid.

차륜형 캐터필러 및 좌석 위치 가변 구조를 갖는 휠체어 계단 이동 보조기기의 직진 주행 보정에 관한 연구 (A Study on the Correction of Straight Driving of Wheelchair Assistive Device to Move the Stairs with Wheel Type Caterpillar and Seat Position Variable Structure)

  • 엄수홍;정지안;이원영;신진우;이응혁
    • 전기전자학회논문지
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    • 제26권4호
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    • pp.602-613
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    • 2022
  • 본 논문은 차륜형 캐터필러 및 좌석 위치 가변 구조를 갖는 휠체어 계단 이동 보조기기의 구조에서 비롯되는 계단 이동 중 직진 주행 이탈 상황을 모델링 하고 추정 및 보정하는 알고리즘을 제안하였다. 주행 이탈 상황은 플랫폼의 Yawing 상황 모델 분석으로 주행 환경 특성상 Roll, Pitch와 Yaw 사이에 관계를 이용하여 Yaw값 변화 추이를 추정 하였으며, 차륜 구동 제어기의 제어변수 및 좌석 위치 제어 변수로 활용하였다. 정량적 검증 결과 약 10°의 Yawing 상황에서 약 7초 내외로 직진성 보정을 확인 하였으며, 좌석 위치 변화로 경로 보정간 회전 각속도를 47.5% 감소 시켜 직진성 보정에 효과가 있음을 확인 하였다.

A machine learning-based model for the estimation of the critical thermo-electrical responses of the sandwich structure with magneto-electro-elastic face sheet

  • Zhou, Xiao;Wang, Pinyi;Al-Dhaifallah, Mujahed;Rawa, Muhyaddin;Khadimallah, Mohamed Amine
    • Advances in nano research
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    • 제12권1호
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    • pp.81-99
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    • 2022
  • The aim of current work is to evaluate thermo-electrical characteristics of graphene nanoplatelets Reinforced Composite (GNPRC) coupled with magneto-electro-elastic (MEE) face sheet. In this regard, a cylindrical smart nanocomposite made of GNPRC with an external MEE layer is considered. The bonding between the layers are assumed to be perfect. Because of the layer nature of the structure, the material characteristics of the whole structure is regarded as graded. Both mechanical and thermal boundary conditions are applied to this structure. The main objective of this work is to determine critical temperature and critical voltage as a function of thermal condition, support type, GNP weight fraction, and MEE thickness. The governing equation of the multilayer nanocomposites cylindrical shell is derived. The generalized differential quadrature method (GDQM) is employed to numerically solve the differential equations. This method is integrated with Deep Learning Network (DNN) with ADADELTA optimizer to determine the critical conditions of the current sandwich structure. This the first time that effects of several conditions including surrounding temperature, MEE layer thickness, and pattern of the layers of the GNPRC is investigated on two main parameters critical temperature and critical voltage of the nanostructure. Furthermore, Maxwell equation is derived for modeling of the MEE. The outcome reveals that MEE layer, temperature change, GNP weight function, and GNP distribution patterns GNP weight function have significant influence on the critical temperature and voltage of cylindrical shell made from GNP nanocomposites core with MEE face sheet on outer of the shell.

Impact of openings on the structural performance of ferrocement I-Beams under flexural loads

  • Yousry B.I. Shaheen;Ghada M. Hekal;Ayman M. Elshaboury;Ashraf M. Mahmoud
    • Structural Engineering and Mechanics
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    • 제90권4호
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    • pp.371-390
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    • 2024
  • Investigating the impact of openings on the structural behavior of ferrocement I-beams with two distinct types of reinforcing metallic and non-metallic meshes is the primary goal of the current study. Up until failure, eight 250x200x2200 mm reinforced concrete I-beams were tested under flexural loadings. Depending on the kind of meshes used for reinforcement, the beams are split into two series. A control I-beam with no openings and three beams with one, two, and three openings, respectively, are found in each series. The two series are reinforced with three layers of welded steel meshes and two layers of tensar meshes, respectively, in order to maintain a constant reinforcement ratio. Structural parameters of investigated beams, including first crack, ultimate load, deflection, ductility index, energy absorption, strain characteristics, crack pattern, and failure mode were reported. The number of mesh layers, the volume fraction of reinforcement, and the kind of reinforcing materials are the primary factors that vary. This article presents the outcomes of a study that examined the experimental and numerical performance of ferrocement reinforced concrete I-beams with and without openings reinforced with welded steel mesh and tensar mesh separately. Utilizing ANSYS-16.0 software, nonlinear finite element analysis (NLFEA) was applied to illustrate how composite RC I-beams with openings behaved. In addition, a parametric study is conducted to explore the variables that can most significantly impact the mechanical behavior of the proposed model, such as the number of openings. The FE simulations produced an acceptable degree of experimental value estimation, as demonstrated by the obtained experimental and numerical results. It is also noteworthy to demonstrate that the strength gained by specimens without openings reinforced with tensar meshes was, on average, 22% less than that of specimens reinforced with welded steel meshes. For specimens with openings, this value is become on average 10%.

고압나트륨등 보광 온실의 열적 거동 및 엽온 분석 (Thermal Behavior and Leaf Temperature in a High Pressure Sodium Lamp Supplemented Greenhouse)

  • 윤승리;김진현;신민주;김동필;방지웅;정호정;안태인
    • 생물환경조절학회지
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    • 제32권1호
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    • pp.48-56
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    • 2023
  • 고압나트륨등(high-pressure sodium, HPS 램프)은 작물 생육 발달에 필요한 충분한 양의 광합성유효방사를 제공하는 동시에 복사열을 통해 온실 난방 부하를 절감할 수 있어 겨울철 시설원예 보광 조명으로 널리 이용되고 있다. 그러나 겨울철에 생육 중기를 맞이하는 시설 과채류의 경우, 작물의 정단부가 복사열에 영향을 많이 받고, 캐노피 위치에 따라 엽온 차이가 증가될 수 있다. 또한 온실 기온 역시 보광등에서 발생한 열이 상부로 상승 및 정체되면서 불필요한 에너지 낭비 및 온도 불균일성 역시 심화될 수 있다. 따라서 본 연구의 목표는 CFD 열전달 해석을 통해 HPS 램프에 의한 열적 특성 및 생육 단계별 수평적 엽온 변화를 분석하고, 온실 내 수직적 기온 및 작물의 캐노피별 엽온을 측정하여, 온실 내 환경 균일성 제고 및 효과적 에너지 활용 방안을 모색하는 것이었다. 생육 초기, 중기, 및 후기를 대변하는 초장(1.0, 1.6, 2.2m)에서의 정단부 수평적 엽온을 CFD 시뮬레이션을 통해 분석하였다. 또한 HPS 램프 작동 이후 수직적 기온과 캐노피 높이별 엽온을 측정하였다. 실험 결과, 보광 시 엽온과 기온 간의 차이가 커지고, 수직적 기온 역시 불균일해짐을 알 수 있었다. 생육 단계가 진전될수록, 고온의 복사열이 중심부에 집중되며, 상단부 수평적 엽온 편차가 커지고, 균일성 역시 떨어지는 것을 알 수 있었다. 열획득 모델을 통한 수치해석 결과, 보광등이 2022년12월 기간 난방부하에 약 50.1% 기여하는 것을 알 수 있었다. 평균절대오차 및 평균제곱근 오차는 생육 초기 및 생육 중기 모두0.5 이하로, 실측값과 예측값에 높은 일치도를 보였다. 수직적 기온 및 엽온 분포와 생육 단계별 수평적 엽온 분포에 관한 본 연구의 결과는 효율적 에너지 관리 및 작물 생육 발달에 관한 의사결정에 도움이 될 수 있을 것으로 생각된다.

투과 감마선 계측신호의 Cross correlation 기법 적용에 의한 다중상 유체의 유량측정 (The Flow-rate Measurements in a Multi-phase Flow Pipeline by Using a Clamp-on Sealed Radioisotope Cross Correlation Flowmeter)

  • 김진섭;김종범;김재호;이나영;정성희
    • Journal of Radiation Protection and Research
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    • 제33권1호
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    • pp.13-20
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    • 2008
  • 석유 및 정유관련 산업에서 다중상(multi-phase flow) 유체의 배관 내 흐름은 일반적인 현상의 하나이다. 그러나 각각의 상에 대한 정확한 유량측정은 항상 정확한 결과획득을 얻는데 장애의 근원으로 작용하였다. 일반 상업용 유량계는 일정 이상의 기포가 포함된 유체 흐름의 경우 유량계측에 상당한 오차를 유발한다. 본 연구에서는 ${\gamma}$-ray attenuation 기법을 이용하여 clamp-on 타입으로 배관 외부에서 다중상 유체흐름의 유량 측정을 수행하였다. 사용된 밀봉 감마선원으로는 $^{137}Cs$ 20 mCi와 17 mCi 두 개의 동위원소를 사용하였으며, 감마선 검출기로는 $2"{\times}2"$ NaI(Tl) 섬광계수관을 이용하였다. 방사선 검출기로부터 데이터를 수집하고 각각의 데이터에 대해 푸리에 변환과 필터링을 통해 노이즈를 최소화하였다. 복원된 신호에 대해 상호상관함수(cross correlation function)를 적용하여 두 검출기 사이의 통과시간(transit time)을 측정함으로써 유량을 산정하였다. 배관 내 기포함량 측정을 통해 유량을 보정해줌으로써 측정유량의 정확도를 높였다. 두 선원간의 거리가 4D(D; inner diameter) 그리고 본 실험의 측정조건(N/S: $0.12{\sim}0.15$, sampling time ${\Delta}\;t$: 4msec) 하에서 기포량(단면적 대비 $6.1\;%{\sim}9.2\;%$) 보정을 통해 산정된 유량은 계측오차가 실제 평균유량 대비 1.7 % 이하인 정확도를 보였다. 또한 두 밀봉 감마선원 간의 거리가 가까울수록 통과시간 측정에 정확도가 향상되므로 보다 정확한 유량측정이 가능하였다. 본 연구를 통해 다중상 혼합유체의 유량을 밀봉감마선원과 상호상관 기법으로 이용하여 계측할 수 있음을 확인하였다. 방사성동위원소의 선택 및 계측시스템의 최적화 조건 등에 대한 추가연구가 수행된다면 석유화학 산업과 같은 장치산업의 유지관리 측면에 경제적으로 크게 기여할 수 있을 것으로 판단된다.

韓.洋方 協診治療를 위한 三叉神經痛의 文獻的 硏究 (Study of literature on the Trigeminal Neuralgia for cooperative treatment of Oriental and Occidental medicine)

  • 성병곤;오춘근;임규상
    • 한방안이비인후피부과학회지
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    • 제13권2호
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    • pp.112-139
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    • 2000
  • I examined and referred to literatures of every generations on the nicknames, causes, herb medications and acupucture treatments of ptosis(上胞下垂). And then the results were obtained as follows. We've compared and analyzed Occidental and Oriental medical causes, symptoms and treatments of Primary trigeminal neuralgia and wanted to get better effects by a cooperative analysis. So the examination and analysis of the recent treatment tendency and reference bibliography show the following results. 1. Trigeminal neuralgia is nerve systematic disease appearing in the distribution scope of trigeminal nerve. It's characterized by extreme pain accompanying with a repeated and simultaneous fit from several seconds to 1-2 minutes. 2. Though there are many hypothesis on the trigeminal neuralgia, but now many doctors agree that when trigeminal nerve is under the local out of sheath conditions resulting from receiving a chronic stimulus, and the nucleus of trigeminal nerve fire, owing to decrease of pain control function and abnormal occurrence of action potential, it would be appeared. 3. The Oriental medical name of trigeminal neuralgia is generally Dootong, Doopoong, Myuntong, Pyundootong, Pyundoopoong, and Myuntong is the nearest in Occidental medicine. 4. The Oriental medical cause of trigeminal neuralgia is usually divided into Wekam and Naesang. The first one is caused by Poonghan, Poongyul, Damhwa and wicked energy enter into the body, the mechanical energy is obstructed and can't move any more, so the pain appears by them. The other cause is the hurt by emotion. And it would be loss of the transportain of liver and obstructed, so result into Kanwulhwahwa, Kanpoongnaedong and the pain appears. 5. There are two methods of curing trigeminal neuralgia. As a medication, primary method is prescribing Carbamazepine and the second is using Phenytoin or Baclofen. And as a operation, Drug injection of trigeminal nerve, Amputation of branches of trigeminal nerve, Retrogasserian glycerol rhizotomy, Radiofrequency gangliolysis, Neurovascular decompression can be used. 6. There are several herb medicines for Trigeminal neuralgia. First, Chungung is good for Hwaejeetong, Keopoongjedam, Hwalhyuljeetong. Second, Jeongal, Jiryong, Okong is used for Sikpoonghekyung, Tongkyungjeetong. Third, Baekjee, Sesin, Cheonma, Manhyungja is efficacious in Sinonhepyo. Sanpoongjeetong. Fourth, for falling of liver's Wulhwa, Yongdamcho, Hyungge, Kukwha can be used. And also Saengjihwang, Hwangkm is good for going down the fever of Yangmyungwiyul and finally, Baekkangjam. Moryu can be effective for Jaumjamyang, Haekyungjitong. The other medicines can be used as assistant analgesics, and it also efficacious. 7. Generally the points of pain on the face and the points of Soyangkyung and Yangmyungkyung is used for Acupuntual therapy, because the two meridians passed on the face. Hakwan. Sabaek, Kwanryo, Keoryo, Hyubkeo, Taeyang, Jeechang, Younghyang, Eoyo, Chanjuk. Yangbaek. Sajukkong. Dooyoo, Kwangsangjum, Sengjang, Poongjee is used for taking near point and Joksamlee, Naejung, Habkok is used for taking distant point. 8. Dansam or Danggui injection which have a effect for Hwalhyulhwaeo, Sokyunghwalak and Vit B1, Vit B2, Vit B12, $2\%$ Hydrochloroprocaine, $1\%$ Lidocaine injection to pain point for local analgesics had so good effect. And external application and moxibustion are used for another treatment. 9. It proved that through mouse model, both Herb medication group and Drug medication group are efficacious for trigeminal neuralgia similarly and also the cooperative medication group shows more effective result than the only drug medication group.

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Long Term Average Spectrum을 이용한 성악가들의 Speaking Voice 분석 (Long Term Average Spectrum Characteristics of Speaking Voice of Western Operatic Singers)

  • 이경철;홍석진;진성민
    • 대한후두음성언어의학회지
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    • 제15권2호
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    • pp.122-127
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    • 2004
  • Background and Objectives : Many studies have described and analyzed singer's formant and it has been shown that the epilaryngeal tube in the human airway is responsible for vocal ring, or the singer's formant. A similar phenomenon produced by trained singers in their speech led some authors to examine the speaker's ring. This study was designed to analyze the speaking voice of the singers and speaker's ring. Baterials and Methods : Ten tenors, fifteen baritones, fifteen sopranos and ten mezzo sopranos attending the music college, department of vocal music were chosen for this study. Fifteen male and fifteen female untrained normal speakers were chosen for control group. Each subject was asked to produce a sample of a sustained spoken vowel /ah/ sound for at least five seconds and read sentence 'Kaeul'. The sound data was analyzed using the Fast Fourier Transform(FFT) - based power spectrum, Long term average(LTA) power spectrum using the FFT algorithm of the Computerized Speech Lab(CSL, Kay elemetrics, Model 4300B, USA). Statistical analysis was performed using the Mann-Whitney test of the Statistical Package for Social Sciences(SPSS). Results : For LTA Power spectrum of/ah/ sound, a significant increase was seen in the 2,500-3,500Hz region(p<0.01) in four trained singer group compared with untrained speaker group, and a significant increase in the 9,000-10,000Hz region(p<0.01) in soparano group. Similarly, in sentence 'Kaeul', there was a significant increase in energy in the tenor, baritone, mezzo soprano group compared with the untrained speaker group in the 2,500-3,500Hz region(p<0.01), and a significant increase in all frequency region(p<0.01) in the soprano group. Conclusions : The LTA power spectrum suggests that trained singers group show more energy concentration in the 'singer's formant' region in the speaking voice, and authors believe this region to be the 'speaker's ring'. Further research is needed on the effect of singing training on the resonance of the speaking voice.

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Alkyl-3,4-dihydroxybenzoate와 N-Alkyl-3,4-dihydroxybenzamide 유도체들의 가수분해 반응성과 멜라닌 생성 저해활성에 관한 홀로그램(H) QSAR 분석 (Hydrolytic Reactivity and Holographic Quantitative Structure-Activity Relationship Analyses on the Melanogenesis Inhibitory Activities of Alkyl-3,4-dihydroxybenzoate and N-Alkyl-3,4-dihydroxybenzamide Derivatives)

  • 성낙도;정훈성;김상진
    • 대한화장품학회지
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    • 제30권4호
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    • pp.491-497
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    • 2004
  • 일련의 Alkyl-3,4-dihydroxybenzoate (A)와 N-Alkyl-3,4-dihydroxybenzamide (B) 유도체들의 치환기($R_l$$R_2$) 변화에 따른 멜라닌생성 저해활성 관계들을 HQSAR 방법으로 분석하였다. 멜라닌생성 저해활성에 관하여 유도된 HQSAR 모델은 매우 양호한 예측성(cross-validated $r^2_{cv.},\;q^2=0.674)$과 적합성(non-cross-validated, $r^2_{ncv}=0.936)$을 나타내었다. 멜라닌생성 저해활성과 가수분해 반응성은 공히, (A)가 (B)보다 컸으며(A$R_l$-치환기가 $R_2$-치환기보다 저해활성에 의존적인 경향을 나타내었다$(R_l>R_2)$. 또한, 경계분자궤도(FMO) 이론에 따라 가수분해 반응은 (A), (B)의 LUMO와 물분자의 HOMO 사이에 강한 상호작용으로 orbital-control 반응인 친핵성 첨가-제거반응$(Ad_{N-E})$이 주로 일어나는 것을 알 수 있었다.