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Performances of Li-Ion Batteries Using LiNi1-x-yCoxMnyO2 as Cathode Active Materials in Frequency Regulation Application for Power Systems

  • Choi, Jin Hyeok;Kwon, Soon-Jong;Lim, Jungho;Lim, Ji-Hun;Lee, Sung-Eun;Park, Kwangyong
    • KEPCO Journal on Electric Power and Energy
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    • 제6권4호
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    • pp.461-466
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    • 2020
  • There are many application fields of electrical energy storage such as load shifting, integration with renewables, frequency or voltage supports, and so on. Especially, the frequency regulation is needed to stabilize the electric power system, and there have to be more than 1 GW as power reserve in Korea. Ni-rich layered oxide cathode materials have been investigated as a cathode material for Li-ion batteries because of their higher discharge capacity and lower cost than lithium cobalt oxide. Nonetheless, most of them have been investigated using small coin cells, and therefore, there is a limit to understand the deterioration mode of Ni-rich layered oxides in commercial high energy Li-ion batteries. In this paper, the pouch-type 20 Ah-scale Li-ion full cells are fabricated using Ni-rich layered oxides as a cathode and graphite as an anode. Above all, two test conditions for the application of frequency regulation were established in order to examine the performances of cells. Then, the electrochemical performances of two types of Ni-rich layered oxides are compared, and the long-term performance and degradation mode of the cell using cathode material with high nickel contents among them were investigated in the frequency regulation conditions.

실시간 거시지표 예측과 증시뉴스 마이닝을 통한 주가 예측시스템 모델연구 (Research model on stock price prediction system through real-time Macroeconomics index and stock news mining analysis)

  • 홍성혁
    • 한국융합학회논문지
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    • 제12권7호
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    • pp.31-36
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    • 2021
  • 중국 우한발 코로나 19 바이러스로 인하여 세계 경제가 침체하여, 미국연방준비제도를 비롯한 대부분 국가에서는 통화량을 늘려 경기를 부양하는 정책을 내놓았다. 주식 투자자들 대부분은 기업에 대한 재무제표 분석이 없이 유명 유튜버의 추천종목이나 지인의 말만 듣고 투자하는 경향이 있어서 주식투자의 손실 가능성이 크다. 따라서, 본 연구에서는 기존 자동매매 조건에서 발전된 인공지능 딥러닝 기법을 이용하여 주가에 영향을 미치는 거시지표를 분석하고 예측하여 주가에 미치는 상관관계를 통한 개별주가예측에 가중치를 부여하고 주가를 예측한다. 또한, 주가는 실시간 증시뉴스에 민감하게 반응하기 때문에 증시뉴스 텍스트 마이닝을 통하여 인공지능으로 예측된 주가에 가중치를 반영하여 더 정확한 주가 예측을 하여 주식 투자자에게 매매의 판단 근거를 제공하여 건전한 주식투자가 되도록 이바지하였다.

Effect of limestone calcined clay cement (LC3) on the fire safety of concrete structures

  • Gupta, Sanchit;Singh, Dheerendra;Gupta, Trilok;Chaudhary, Sandeep
    • Computers and Concrete
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    • 제29권4호
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    • pp.263-278
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    • 2022
  • Limestone calcined clay cement (LC3) is a low carbon alternative to conventional cement. Literature shows that using limestone and calcined clay in LC3 increases the thermal degradation of LC3 pastes and can increase the magnitude of fire risk in LC3 concrete structures. Higher thermal degradation of LC3 paste prompts this study toward understanding the fire performance of LC3 concrete and the associated magnitude of fire risk. For fire performance, concrete prepared using ordinary Portland cement (OPC), pozzolanic Portland cement (PPC) and LC3 were exposed to 16 scenarios of different elevated temperatures (400℃, 600℃, 800℃, and 1000℃) for different durations (0.5 h, 1 h, 2 h, and 4 h). After exposure to elevated temperatures, mass loss, residual ultrasonic pulse velocity (rUPV) and residual compressive strength (rCS) were measured as the residual properties of concrete. XRD (X-ray diffraction), TGA (thermogravimetric analysis) and three-factor ANOVA (analysis of variance) are also used to compare the fire performance of LC3 with OPC and PPC. Monte Carlo simulation has been used to assess the magnitude of fire risk in LC3 structures and devise recommendations for the robust application of LC3. Results show that LC3 concrete has weaker fire performance, with average rCS being 11.06% and 1.73% lower than OPC and PPC concrete. Analysis of 106 fire scenarios, in Indian context, shows lower rCS and higher failure probability for LC3 (95.05%, 2.22%) than OPC (98.16%, 0.22%) and PPC (96.48%, 1.14%). For robust application, either LC3 can be restricted to residential and educational structures (failure probability <0.5%), or LC3 can have reserve strength (factor of safety >1.08).

준 지도 이상 탐지 기법의 성능 향상을 위한 섭동을 활용한 초구 기반 비정상 데이터 증강 기법 (Abnormal Data Augmentation Method Using Perturbation Based on Hypersphere for Semi-Supervised Anomaly Detection)

  • 정병길;권준형;민동준;이상근
    • 정보보호학회논문지
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    • 제32권4호
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    • pp.647-660
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    • 2022
  • 최근 정상 데이터와 일부 비정상 데이터를 보유한 환경에서 딥러닝 기반 준 지도 학습 이상 탐지 기법이 매우 효과적으로 동작함이 알려져 있다. 하지만 사이버 보안 분야와 같이 실제 시스템에 대한 알려지지 않은 공격 등 비정상 데이터 확보가 어려운 환경에서는 비정상 데이터 부족이 발생할 가능성이 있다. 본 논문은 비정상 데이터가 정상 데이터보다 극히 작은 환경에서 준 지도 이상 탐지 기법에 적용 가능한 섭동을 활용한 초구 기반 비정상 데이터 증강 기법인 ADA-PH(Abnormal Data Augmentation Method using Perturbation based on Hypersphere)를 제안한다. ADA-PH는 정상 데이터를 잘 표현할 수 있는 초구의 중심으로부터 상대적으로 먼 거리에 위치한 샘플에 대해 적대적 섭동을 추가함으로써 비정상 데이터를 생성한다. 제안하는 기법은 비정상 데이터가 극소수로 존재하는 네트워크 침입 탐지 데이터셋에 대하여 데이터 증강을 수행하지 않았을 경우보다 평균적으로 23.63% 향상된 AUC가 도출되었고, 다른 증강 기법들과 비교했을 때 가장 높은 AUC가 또한 도출되었다. 또한, 실제 비정상 데이터에 유사한지에 대한 정량적 및 정성적 분석을 수행하였다.

양수발전의 비시장 가치 추정 (Estimation of the Economic Value of Pumped Storage Power Generation in Korea)

  • 원두환
    • 아태비즈니스연구
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    • 제13권1호
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    • pp.263-275
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    • 2022
  • Purpose - This study estimated the non-market value of pumped storage power generation using the contingent valuation method(CVM). Design/methodology/approach - CVM, a non-market value estimation method, was used. The perception of pumped storage power generation and the willingness to pay(WTP) for pumped storage power generation were investigated among 612 randomly selected households. Findings - It was analyzed that the average value per household was 7309.99 won/month, and the sources of these benefits were 1819.37 won due to the improvement of power generation efficiency, 1320.48 won due to the improvement of power system reliability, 2359.24 won due to the stabilization of electricity rates, 2110.89 won due to water resource management It was assumed that a circle occurred. If the average monthly benefit per household is expanded to cover countries across the country, it is estimated that the annual value to our society from pumped storage power generation will be KRW 1.796.6 trillion. Research implications or Originality - It is necessary to consider the operation of pumped-water power generation by reflecting the value of pumped-up power generation that is not evaluated in the market. Since Korea's electricity market is isolated in a state where it is impossible to connect with other countries, it may be vulnerable to a stable electricity operation system. Therefore, there is a need for a facility that can stably secure reserve power and produce power quickly when necessary. If pumped-water power generation is actively used for power operation, a more stable power system can be secured.

엉덩허리근에 대한 수동 신장이 폐 기능에 미치는 영향 (The Effects of Passive Stretching of the Iliopsoas Muscles on Pulmonary Function)

  • 한동욱
    • 대한물리의학회지
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    • 제17권3호
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    • pp.79-86
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    • 2022
  • PURPOSE: By virtue of its location, the iliopsoas muscle has the potential to affect the function of the diaphragm. Therefore, the purpose of this study was to investigate the effects of passive stretching of the iliopsoas muscles on pulmonary function. METHODS: Twenty male university students participated in this study. Subjects with low back pain, negative results on the modified Thomas test, and chest breathing patterns not directly related to the function of the iliopsoas muscles were excluded from this study. A digital pulmonary function measuring device (Pony FX, COSMED Inc, Italy) was used to test pulmonary function. The test was performed three times: the first test before passive stretching, the second test 10 minutes after the first test, and the third after passive stretching. Passive stretching was performed 5 times for each of the left and right iliopsoas muscles. Passive stretching was carried out for 20 seconds followed by a 10-second break. The SPSSWIN (ver. 27.0) statistics program was used for data analysis, and the significance level was α =.05. RESULTS: Among slow vital capacity (SVC) parameters, tidal volume (VT), inspiratory reserve volume (IRV), inspiratory capacity (IC) and vital capacity (VC) improved significantly after passive stretching. Also, among the maximal effort vital capacity (MEVC) parameters, forced vital capacity(FVC) and forced expiratory volume in one second(FEV1) improved significantly after passive stretching. CONCLUSION: The results showed that among the various pulmonary function parameters measured, passive stretching of the iliopsoas muscles can improve the SVC and MEVC. Therefore, passive stretching of the iliopsoas muscles may be considered for use as a treatment method to improve pulmonary function.

Comparative experimental study on seismic retrofitting methods for full-scale interior reinforced concrete frame joints

  • Yang Chen;Xiaofang Song;Yingjun Gan;Chong Ren
    • Structural Engineering and Mechanics
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    • 제86권3호
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    • pp.385-397
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    • 2023
  • This study presents an experiment and analysis to compare the seismic behavior of full-scale reinforced concrete beam-column joint strengthened by prestressed steel strips, externally bonded steel plate, and CFRP sheets. For experimental investigation, five specimens, including one joint without any retrofitting, one joint retrofitted by externally bonded steel plate, one joint retrofitted by CFRP sheets, and two joints retrofitted by prestressed steel strips, were tested under cyclic-reserve loading. The failure mode, strain response, shear deformation, hysteresis behavior, energy dissipation capacity, stiffness degradation and damage indexes of all specimens were analyzed according to experimental study. It was found that prestressed steel strips, steel plate and CFRP sheets improved shear resistance, energy dissipation capacity, stiffness degradation behavior and reduced the shear deformation of the joint core area, as well as changed the failure pattern of the specimen, which led to the failure mode changed from the combination of flexural failure of beams and shear failure of joints core to the flexural failure of beams. In addition, the beam-column joint retrofitted by steel plate exhibited a high bearing capacity, energy consumption capacity and low damage index compared with the joint strengthened by prestressed steel strip, and the prestressed steel strips reinforced joint showed a high strength, energy dissipation capacity and low shear deformation, stirrups strains and damage index compared to the CFRP reinforced joint, which indicated that the frame joints strengthened with steel plate exhibited the most excellent seismic behavior, followed by the prestressed steel strips.

VoD 시스템에서 선반입 기법을 이용한 대화식 동작의 설계 (Design of Interactive Operations using Prefetching in VoD System)

  • 김순철
    • 한국산업정보학회논문지
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    • 제15권2호
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    • pp.31-39
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    • 2010
  • VoD(Video-on-Demand) 시스템에서 다루는 데이터는 대용량이면서 실시간에 처리되어야 하는 연속 매체의 특성을 지니고 있다. 대용량의 데이터가 차지하는 저장 공간과 전송 대역폭을 줄이기 위해 사용되는 압축 기법과 데이터의 실시간 처리를 보장하기 위한 자원의 예약 기법은 모두 연속 매체를 처리하는데 있어 필수적이다. VoD 시스템에서는 사용자들에게 영화의 재생뿐만 아니라 고속 전진이나 고속 후진과 같은 대화식 동작도 함께 제공할 수 있어야 하는데 대화식 동작이 야기하는 데이터 요구량의 변화는 디스크 대역폭, 통신망 대역폭, 메모리와 같은 시스템 자원의 관리를 어렵게 한다. VoD 시스템의 경우 기 저장된 비디오 데이터를 처리하기 때문에 데이터 블록에 대한 선반입이 가능하다. 본 논문에서는 가변 비트율의 비디오 데이터를 처리하는 VoD 서버에서 서버의 버퍼를 이용하여 데이터 블록들을 선반입함으로써 대화식 동작을 지원할 수 있는 버퍼 관리 기법을 제안한다. 본 논문에서 제안한 버퍼 관리 기법은 모의실험 결과 수용 사용자 수에서 LRU 기법에 비해 약 34%의 성능 향상을 보였다.

항만 하역 노동력의 최적 규모 결정에 관하여 (A Study on Determining the Optimal Amount of Labor Force for Cargo Handling in the Harbor)

  • 이철영;장영준
    • 한국항만학회지
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    • 제3권1호
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    • pp.35-55
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    • 1989
  • Today, about 99% of total import and export cargo in Korea is being transported through the port. The general trends of cargo handling show increases in capacity and speed, In order to cope with these trends, it is not only required to raise the efficiencies of port operation and function but also necessary to decide the optimal amount of the skilled labor force for cargo handling in the port. Cargo handling in the port is basically relied on the cargo handling facilities. Therefore, it is very important to reserve the amount of labor force for cargo handling system has been developed up to a certain level but the personnel management system which is the superior structure has not been followed well. In this study, therefore, we show a method to determine the required amount of labor force for cargo handling considering the amount of cargo and type of cargo handling work per each cargo, and the optimal amount labor force in cope with the fluctuation of the basic cargo handling labor force with respect to the time of in and out cargo flow in the viewpoint of minimizing the expences due to reservation of extra labor force than needed and firing employment of labor force using the Dynamic Programming. The derived algorithm is introduced into the computer simulation for Pusan port with the analyzed real data such as amount of cargo handling in the port with respect to working hour, cargo capacity, working step, the ratio of cargo handling facility and actual number of workers and we estimated the required labor force. As a result of analysis the labor force of Pusan port showed the over-employment such as maximum 21.4%, minimum 8.2% when we assumed that the averages of actual working hours and days were 8 hours in a day and 20 day in a month.

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한국 경기만의 기후 변화에 따른 해수 물리적 특성 및 해수면 영향과 적응 대책 (Variability of Sea Water Characteristics and Sea Levels Due to Climate Change and Appropriate Adaptation Strategies in Gyeonggi Bay)

  • 이수아
    • 해양환경안전학회지
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    • 제29권2호
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    • pp.98-105
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    • 2023
  • 세계 5대 갯벌해역으로 유명한 한국 서해 경기만의 기후변화 영향을 파악하고, 기후변화 영향을 최소화하기 위한 적응방안 연구하였다. 경기만의 기후변화 영향으로 2100년에 수온은 1.2 ℃ 증가하고, 염분이 1.1 PSU 감소하며, 해수면은 35.2 cm 상승하는 것으로 예측되었다. 또한 해수면 상승의 효과로 150.5 km2의 해안지역이 침수될 것으로 예상되었다. 기후변화로 인한 경기만 생태환경 영향을 최소화하기 위한 적응대책으로는 1) 경기만 자체 자연환경의 적응능력 유지를 위한 지원, 2) 생물 서식지 확보를 위한 인간 활동 조정 등 두가지 방안이 제시되었다.