• 제목/요약/키워드: Deep Cycle

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핀치포인트온도차에 따른 해양온도차발전용 유기랭킨사이클의 성능분석 (Performance analysis of an organic Rankine cycle for ocean thermal energy conversion system according to pinch point temperature difference)

  • 김준성;김도엽;강호근;김유택
    • Journal of Advanced Marine Engineering and Technology
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    • 제40권6호
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    • pp.476-483
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    • 2016
  • 해양온도차발전용 유기랭킨사이클은 해양의 표층수와 심층수사이의 온도차를 이용하여 발전하는 사이클이다. 작동유체는 유기랭킨사이클의 열역학적 성능에 있어 중요한 요소이다. 유기랭킨사이클의 열역학적 분석방법으로 핀치포인트분석이 있다. 본 연구는 열교환기내 핀치포인트온도차의 변화와 열원 및 열침의 출구온도의 변화에 따른 열역학적 성능분석을 수행하였다. 핀치포인트분석법에 따라 설계한 해양온도차발전용 단순랭킨사이클에 7종의 단일 작동유체를 적용하여 열역학적 성능을 분석하였다. 성능분석결과 열교환기에서 핀치포인트온도차와 열원 및 열침의 온도변화가 작을수록 사이클 총 비가역성 및 총 엑서지 파괴인자가 감소하였으며, 제2법칙 효율은 상승하였다. 또한 비가역성은 열역학적 변화가 발생한 곳에서 크게 변화하였다. RE245fa2는 선정한 작동유체 중에서 가장 우수한 열역학적 성능을 보여주었으며, 모든 작동유체의 성능은 유사하였다. 열교환기 및 작동유체 선정에 있어 열역학적 성능과 함께 다양한 요소들에 대해서도 엄밀한 이론적 근거가 필요하다.

해양혼합층 모델 적용을 통한 고해상도 지역예측모델 성능개선에 대한 연구 (A Study on Improvement of High Resolution Regional NWP by Applying Ocean Mixed Layer Model)

  • 민재식;지준범;장민;박정균
    • 대기
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    • 제27권3호
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    • pp.317-329
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    • 2017
  • Ocean mixed layer (OML) depth affects diurnal cycle of sea surface temperature (SST) induced by change of solar radiation absorption and heat budget in ocean. The diurnal SST variation can lead to convection over the ocean, which can impact on localized precipitation both over coastal and inland. In this study, we investigate the OML characteristics affecting the diurnal cycle of SST for the Korean Peninsula and surrounding areas. To analyze OML characteristics, HYCOM oceanic mixed layer depth (MLD) and wind field at 10 m from ERA-interim during 2008~2016 are used. In the winter, MLD is deeply formed when the strong wind field is located on perpendicular to continental slope over deep seafloor areas. Besides, cooling SST-induced vertical mixing in OML is reinforced by dry cold air originated from Siberia. The OML in summer is shallowly distributed about 20 m. In order to estimate the impact of OML model in high resolution NWP model, four experimental simulations are performed. At this time, the prognostic scheme of skin SST is applied in NWP to simulate diurnal SST. The simulation results show that CNTL (off-OML) overestimates diurnal cycle of SST, while EXPs (on-OML) indicate similar results to observations. The prediction performance for precipitation of EXPs shows improvement compared with CNTL over coastal as well as inland. This results suggest that the application of the OML model in summer season can contribute to improving the prediction for performance of SST and precipitation over coastal area and inland.

The Effect of Thermal Diffusivity on the System Efficiency of a DOTEC Cycle

  • Yoon, Jung-In;Choi, Kwang-Hwan;Kwakye-Boateng, Patricia;Son, Chang-Hyo;Kim, Hyeon-Ju;Lee, Ho-Saeng
    • 동력기계공학회지
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    • 제17권5호
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    • pp.58-63
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    • 2013
  • In this study, the effect of deep ocean condenser inlet temperature ($T_{DOI}$), condenser inlet pressure ($P_{cond,in}$), and thermal diffusivity on system efficiency of some selected refrigerants was analyzed using HYSYS. The proposed DOTEC cycle is similar to the reheat Rankine cycle but eliminates irreversibilities by bleeding a fraction of the steam between certain stages of the turbine. The evaporator inlet mass flow rate, inlet temperature of turbine 1, turbine efficiency and inlet and outlet temperature of heat source were imposed. The working fluids considered are sorted in ascending order of their molecular weights as R717, R600a and R152a. Results indicated that a fluid with a lower boiling point temperature like R717 needs a corresponding high heat source and/or evaporator inlet pressure. Also, the response of thermal diffusivity closely follows the change in TDOI as an increase in $T_{DOI}$ increases $P_{cond,in}$ which reduces thermal diffusivity and system efficiency. Furthermore, the fluid with the nominal boiling point temperature has the highest efficiency with efficiency decreasing with an increase in TDOI.

Reverting Gene Expression Pattern of Cancer into Normal-Like Using Cycle-Consistent Adversarial Network

  • Lee, Chan-hee;Ahn, TaeJin
    • International Journal of Advanced Culture Technology
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    • 제6권4호
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    • pp.275-283
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    • 2018
  • Cancer show distinct pattern of gene expression when it is compared to normal. This difference results malignant characteristic of cancer. Many cancer drugs are targeting this difference so that it can selectively kill cancer cells. One of the recent demand for personalized treating cancer is retrieving normal tissue from a patient so that the gene expression difference between cancer and normal be assessed. However, in most clinical situation it is hard to retrieve normal tissue from a patient. This is because biopsy of normal tissues may cause damage to the organ function or a risk of infection or side effect what a patient to take. Thus, there is a challenge to estimate normal cell's gene expression where cancers are originated from without taking additional biopsy. In this paper, we propose in-silico based prediction of normal cell's gene expression from gene expression data of a tumor sample. We call this challenge as reverting the cancer into normal. We divided this challenge into two parts. The first part is making a generator that is able to fool a pretrained discriminator. Pretrained discriminator is from the training of public data (9,601 cancers, 7,240 normals) which shows 0.997 of accuracy to discriminate if a given gene expression pattern is cancer or normal. Deceiving this pretrained discriminator means our method is capable of generating very normal-like gene expression data. The second part of the challenge is to address whether generated normal is similar to true reverse form of the input cancer data. We used, cycle-consistent adversarial networks to approach our challenges, since this network is capable of translating one domain to the other while maintaining original domain's feature and at the same time adding the new domain's feature. We evaluated that, if we put cancer data into a cycle-consistent adversarial network, it could retain most of the information from the input (cancer) and at the same time change the data into normal. We also evaluated if this generated gene expression of normal tissue would be the biological reverse form of the gene expression of cancer used as an input.

Dog-Species Classification through CycleGAN and Standard Data Augmentation

  • Chan, Park;Nammee, Moon
    • Journal of Information Processing Systems
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    • 제19권1호
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    • pp.67-79
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    • 2023
  • In the image field, data augmentation refers to increasing the amount of data through an editing method such as rotating or cropping a photo. In this study, a generative adversarial network (GAN) image was created using CycleGAN, and various colors of dogs were reflected through data augmentation. In particular, dog data from the Stanford Dogs Dataset and Oxford-IIIT Pet Dataset were used, and 10 breeds of dog, corresponding to 300 images each, were selected. Subsequently, a GAN image was generated using CycleGAN, and four learning groups were established: 2,000 original photos (group I); 2,000 original photos + 1,000 GAN images (group II); 3,000 original photos (group III); and 3,000 original photos + 1,000 GAN images (group IV). The amount of data in each learning group was augmented using existing data augmentation methods such as rotating, cropping, erasing, and distorting. The augmented photo data were used to train the MobileNet_v3_Large, ResNet-152, InceptionResNet_v2, and NASNet_Large frameworks to evaluate the classification accuracy and loss. The top-3 accuracy for each deep neural network model was as follows: MobileNet_v3_Large of 86.4% (group I), 85.4% (group II), 90.4% (group III), and 89.2% (group IV); ResNet-152 of 82.4% (group I), 83.7% (group II), 84.7% (group III), and 84.9% (group IV); InceptionResNet_v2 of 90.7% (group I), 88.4% (group II), 93.3% (group III), and 93.1% (group IV); and NASNet_Large of 85% (group I), 88.1% (group II), 91.8% (group III), and 92% (group IV). The InceptionResNet_v2 model exhibited the highest image classification accuracy, and the NASNet_Large model exhibited the highest increase in the accuracy owing to data augmentation.

사용후핵연료 심층처분을 위한 지하연구시설(URL)의 필요성 및 접근 방안 (Preliminary Review on Function, Needs and Approach of Underground Research Laboratory for Deep Geological Disposal of Spent Nuclear Fuel in Korea)

  • 배대석;고용권;이상진;김현주;최병일
    • 방사성폐기물학회지
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    • 제11권2호
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    • pp.157-178
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    • 2013
  • 사용후핵연료 최종처분을 위해 심층처분은 세계적으로 가장 선호되는 방법이다. 이를 위해 선진국들은 자국 여건에 가장 잘 부합되는 고유의 처분시스템 개발에 주력하고 있거나, 일부 확보하여 상용처분사업에 적용하고 있다. 현재까지 알려진 대부분의 심층처분시스템은 공학적 및 천연방벽으로 구성된 다중방벽시스템이다. 이들 처분시스템은 수 천 년 ~ 수 십만 년 이상의 성능기간이 대하여 성능 안전성의 입증이 확인되어야 후속 상용처분사업에 적용 가능하다. 입증 현안과제들은 처분시스템의 상능 안전성 확보를 위해 수행되는 모든 행위 즉, 조사, 분석, 해석, 평가, 설계, 건설, 운영 및 폐쇄에 이르는 전 과정에 있어서 추진 과정과 결과에 대한 실현 가능성과 실증에 필요한 내용들이 해당된다. 이를 위해 대부분의 선진국들은 자국내 분포하는 대표적인 선호암종 지역에서 지하연구시설(URL)을 건설하여 실증 시연프로그램을 수행하거나 완성단계에 있다. 이 과정과 결과들은 후속되는 최종처분장 부지선정 과정에 평가기준으로 활용될 것이며, 최종처분시설의 성능 안전성평가에 필수적으로 적용하게 된다. 지하연구시설은 또한 규제-일반대중-전문가 등 다양한 이해당사자들로 하여금 심층처분의 안전성 수준에 대한 이해제고와 토론의 마당으로서 핵심적인 역할과 기능을 할 것으로 기대된다.

한라산 아고산대의 동결기 기온 및 지온변화 (Variationsin Air and Ground Temperatures During a Frozen Season in the Subalpine Zone of Mt. Halla)

  • 김태호
    • 한국지형학회지
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    • 제20권3호
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    • pp.95-107
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    • 2013
  • 한라산 아고산대 표고 1,710m 지점의 나지에서 동결기를 중심으로 212일간 지상 55cm 높이의 기온과 지중 2cm, 10cm 및 20cm 깊이의 지온을 관측하여 주빙하성 지형형성환경을 조사하였다. 관측기간의 평균기온은 $-0.1^{\circ}C$이며, 깊이별 평균지온은 2cm $1.8^{\circ}C$, 10cm $2.6^{\circ}C$, 20cm $3.2^{\circ}C$이다. 2cm 깊이에서는 1월부터 3월까지 영하의 월평균지온이 관측되었으나 다른 깊이에서는 출현하지 않았다. 동결융해 사이클의 출현횟수는 55cm 높이에서 72회인 반면 지중 2cm 깊이에서 17회, 10cm 깊이에서 8회, 20cm 깊이에서 3회로 지중으로 내려가면서 크게 감소하였다. 지상과 2cm 깊이에서의 동결융해는 일일 주기가 탁월한 반면 10cm와 20cm 깊이에서는 수일 주기로 출현하였다. 또한 2cm 깊이에서 12월 중순~4월 중순, 10cm 깊이에서 2월 말~4월 중순, 20cm 깊이에서 4월 초순~중순에 일평균지온이 대체로 $0^{\circ}C$ 밑으로 내려가는 계절적 동결기가 출현하였다. 관측지점은 1월부터 4월 초순까지 55cm 이상의 눈으로 덮여 있다가 4월 16일에 전부 사라졌다. 12월 하순 2cm 깊이에 형성된 계절적 동토층은 적설의 단열효과로 인하여 3월 말~4월 초에 10cm 깊이에 도달하였다. 4월 7일부터 14일까지 깊이 20cm를 넘는 최대동결심을 보이나 이후 급속하게 융해되어 17일 이후 계절적 동토층은 출현하지 않았다. 융해진행기에도 잔설이 남아 있는 관측지점에는 융해진행기보다 동결진행기에 주빙하 프로세스가 더 탁월하게 진행되며, 일주기성 동결융해 사이클의 발생심도와 최대동결심을 고려하면 한라산 아고산대의 사면물질이동은 주로 동상포행에 의해 발생한다.

Analytical Study on Stall Stagnation Boundaries in Axial-Flow Compressor and Duct Systems

  • Yamaguchi, Nobuyuki
    • International Journal of Fluid Machinery and Systems
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    • 제6권2호
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    • pp.56-74
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    • 2013
  • Stall stagnations in the system of axial-flow compressors and ducts occur in transition from deep surge conditions to decayed or converged stall conditions. The present study is concerned with the boundaries between the deep surges and the stagnation stalls on the basis of analytical results by a code on surge transients analysis and simulation. The fundamental acoustical-geometrical stagnation boundaries were made clear from examinations of the results on a variety of duct configurations coupled with a nine-stage compressor and a single stage fan. The boundary was found to be formed by three parts, i.e., B- and A-boundaries, and an intermediate zone. The B-boundary occurs for the suction-duct having a length of about a quarter of the wave-length of the first resonance in the case of very short and fat plenum-type delivery duct. On the other hand, the A-boundary occurs for the long and narrow duct-type delivery flow-path having a length about a fifth of the wavelength and relatively small sectional area in the case of short and narrow suction ducts. In addition to this, the reduced surge-cycle frequencies with respect to the duct lengths are observed to have respective limiting values at the stagnation boundaries. The reduced frequency for the B-boundary is related with a limiting value of the Greitzer's B parameter. The tendency and the characteristic features of the related flow behaviors in the neighborhood of the boundaries were also made clearer.

Proposal of an Improved Concept Design for the Deep Geological Disposal System of Spent Nuclear Fuel in Korea

  • Lee, Jongyoul;Kim, Inyoung;Ju, HeeJae;Choi, Heuijoo;Cho, Dongkeun
    • 방사성폐기물학회지
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    • 제18권spc호
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    • pp.1-19
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    • 2020
  • Based on the current high-level radioactive waste management basic plan and the analysis results of spent nuclear fuel characteristics, such as dimensions and decay heat, an improved geological disposal concept for spent nuclear fuel from domestic nuclear power plants was proposed in this study. To this end, disposal container concepts for spent nuclear fuel from two types of reactors, pressurized water reactor (PWR) and Canada deuterium uranium (CANDU), considering the dimensions and interim storage method, were derived. In addition, considering the cooling time of the spent nuclear fuel at the time of disposal, according to the current basic plan-based scenarios, the amount of decay heat capacity for a disposal container was determined. Furthermore, improved disposal concepts for each disposal container were proposed, and analyses were conducted to determine whether the design requirements for the temperature limit were satisfied. Then, the disposal efficiencies of these disposal concepts were compared with those of the existing disposal concepts. The results indicated that the disposal area was reduced by approximately 20%, and the disposal density was increased by more than 20%.

한부모가족 부 .모의 생활시간 분석 (Analysis of Time Use of Mother and Father in Single-Parent Family)

  • 조영희
    • 가정과삶의질연구
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    • 제22권1호
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    • pp.139-151
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    • 2004
  • The purposes of this study were to examine the time use on weekdays and weekends by the time amount of each activities and compare time amounts of single parent with that of two parents family. So two methods were applied, one was secondary data analysis ,the other was deep-interview. The major findings of analysis of time use were as follows; 1) Mothers in single parent family used significantly less time amount of household labor and family care than them in two parent family 2) Fathers in single parent family used significantly more time amount of household labor but used significantly less time amounts of family care than them in two parent family And 3) Mothers in single parent family used significantly more time amounts of household labor and family care than fathers in single parent family. The results of deep-interview were as follows; roughly the amounts of household labor time, family care time, leisure time were of little quantity and absence of spouse, family size, family life cycle stage, economic condition, sex role identity, psychological factor maybe seemed important.