• Title/Summary/Keyword: 스마트 에너지

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A Design and Analysis of Pressure Predictive Model for Oscillating Water Column Wave Energy Converters Based on Machine Learning (진동수주 파력발전장치를 위한 머신러닝 기반 압력 예측모델 설계 및 분석)

  • Seo, Dong-Woo;Huh, Taesang;Kim, Myungil;Oh, Jae-Won;Cho, Su-Gil
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.11
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    • pp.672-682
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    • 2020
  • The Korea Nowadays, which is research on digital twin technology for efficient operation in various industrial/manufacturing sites, is being actively conducted, and gradual depletion of fossil fuels and environmental pollution issues require new renewable/eco-friendly power generation methods, such as wave power plants. In wave power generation, however, which generates electricity from the energy of waves, it is very important to understand and predict the amount of power generation and operational efficiency factors, such as breakdown, because these are closely related by wave energy with high variability. Therefore, it is necessary to derive a meaningful correlation between highly volatile data, such as wave height data and sensor data in an oscillating water column (OWC) chamber. Secondly, the methodological study, which can predict the desired information, should be conducted by learning the prediction situation with the extracted data based on the derived correlation. This study designed a workflow-based training model using a machine learning framework to predict the pressure of the OWC. In addition, the validity of the pressure prediction analysis was verified through a verification and evaluation dataset using an IoT sensor data to enable smart operation and maintenance with the digital twin of the wave generation system.

Effects of Organic Passivation Films on Properties of Polymer Solar Cells with P3HT:PC61BM Active Layers (유기 패시베이션 박막이 P3HT:PC61BM 활성층을 갖는 고분자 태양전지의 특성에 미치는 영향)

  • Lee, Sang Hee;Park, Byung Min;Cho, Yang Keun;Chang, Ho Jung;Jung, Jae Jin;Pyee, Jaeho
    • Journal of the Microelectronics and Packaging Society
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    • v.21 no.4
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    • pp.105-110
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    • 2014
  • It is required to improve the efficiency and the reliability of the polymer solar cells (PSCs) as the energy saving optical device for the future application of the smart farm facilities. In this study, we fabricated the bulk hetero junction PSCs with organic passivation film layer for the reliability improvement of the devices. The effects of the passivation layer on the electrical properties of the PSCs were studied. The materials of passivation layer are composed of poly vinyl alcohol (PVA) and ammonium dichromate, and the passivation films were fabricated by the spin coating method on the P3HT:$PC_{61}BM$/LiF/Al substrate. The prepared structure of the device is the glass/ITO/PEDOT:PSS/P3HT:$PC_{61}BM$/LiF/Al/passivation layer. The performances of the PSCs with the organic passivation film showed better electrical properties compared with the PSCs without passivation layers. The power conversion efficiency (PCE) values of passivated PSCs decreased from 3.0 to 1.3% after air exposure for 140 hrs. In contrast, the PCE values for the devices without passivation decreased sharply from 3.5 to 0.1% under the same exposure condition.

Piezoelectric Properties of Lead-free $Ba(Ti_{0.8}Zr_{0.2})O_3-(Ba_{0.7}Ca_{0.3})TiO_3$ Ceramics for Haptic piezoelectric Actuator (햅틱 압전 액츄에이터용 $Ba(Ti_{0.8}Zr_{0.2})O_3-(Ba_{0.7}Ca_{0.3})TiO_3$ 무면 세라믹스의 압전특성)

  • Park, Min-Ho;Lee, Kab-Soo;Yoo, Ju-Hyun
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2010.06a
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    • pp.304-304
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    • 2010
  • 최근 생활에 편리하며 휴대하기 좋은 전자기기들이 개발되고 있다. 휴대폰이나 MP3와 같은 전자기기들은 거의 필수품이라고 할 정도로 우리의 일상생활에 근접하여 있다. 그 종 대표적으로 휴대폰의 종류로 스마트폰과 같은 터치스크린을 이용한 사례는 점차 상승하고 있으며 시간이 지날수록 그 수요는 더욱 많아지고 있다. 때문에 몰입감 제공을 위하여 햅틱장치의 채용이 일반화 되고 있다. 햅틱장치란 가상환경이나 원거리에 있는 환경과 사용자가 상호 작용할 때 사용자에게 촉감이나 힘의 정보를 전달하여 주는 장치로 진동 및 회동 저항에 의해 사용자로 하여금 촉감들 느낄 수 있도록 하는 장치를 뜻한다. 즉, 현실감을 전달을 중점으로 하는 햅틱장치는 빠른 응답 속도와, 진동의 주파수와 크기는 독립적으로 제어가 가능해야 하며 기계적 수용기들을 직접적으로 자극할 수 있어야 한다. 하지만 모바일 햅틱장치의 경우 크기 및 소비전력의 문제로 모든 스펙을 만족하기에는 어려워 좀 더 한정적인 느낌을 제공할 수 없다. 현재까지 모바일 장치에서 햅틱 피드백을 위하여 진동모터나, 솔레노이드, 압전 액츄에이터 등이 많이 사용되어 지고 있다. 그 중 압전 액츄에이터는 입력에너지를 기계적 출력에너지로 변환되는 효과를 이용 한 것으로 압력 센서, 초음파 센서 등 많은 분야에서 응용되고 있으며 변위 범위는 작지만, 크기가 매우 작고 변위 정밀도가 높으며 발생력과 응답속도가 빠르다는 장점이 존재한다. 이를 이용한 햅틱 압전 엑츄에이터의 제작에 사용되는 압전 세라믹스는 높은 전기적 특성을 가질수록 더 졸은 효율을 가지며 이로 인하여 보다 좋은 전기적 특성을 가지는 압전 세라믹스를 필요로 한다. 현재 많이 사용되는 PZT계 세라믹스는 우수한 전기적 특성으로 많이 사용되고 있지만 Pb의 유독성으로 인한 환경문제로 Pb가 포함된 제품을 제한하고 있어 현재 Lead-free의 연구가 이루어지고 있다. Lead-free중 Ba$(Ti_{0.8}Zr_{0.2})O_3$(BZT)는 PZT계 세라믹스를 대체할 차세대 압전 재료로 주목받고 있다. 일반적으로 Lead-free의 압전계수($d_{33}$=100~300pC/N)는 비교적 낮은 값을 보이지만 BZT의 압전계수(BZT $d_{33}$~620pC/N)는 PZT계 세라믹스의 압전계수($d_{33}$=500~600pC/N)와 비교하여 부족하지 않은 압전계수를 보여주며 PZT를 대체할 재료로 주목받고 있다. 본 실험은 햅틱 압전 엑츄에이터용 무연 압전세라믹스의 제작을 위하여 Ba$(Ti_{0.8}Zr_{0.2})O_3-(Ba_{0.7}Ca_{0.3})-TiO_3$(BZT -BCT)의 조성으로 유전 및 압전 특성을 조사하였다.

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An Experimental Study on Flow Distributor Performance with Single-Train Passive Safety System of SMART-ITL (SMART-ITL 1 계열 피동안전계통을 이용한 유동분사기 성능에 대한 실험연구)

  • Ryu, Sung Uk;Bae, Hwang;Yang, Jin Hwa;Jeon, Byong Guk;Yun, Eun Koo;Kim, Jaemin;Bang, Yoon Gon;Kim, Myung Joon;Yi, Sung-Jae;Park, Hyun-Sik
    • Journal of Energy Engineering
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    • v.25 no.4
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    • pp.124-132
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    • 2016
  • In order to estimate the effect of flow distributors connected to an upper nozzle of CMT(Core Makeup Tank) on the thermal-hydraulic characteristics in the tank, a simplified 2 inch Small Break Loss of Coolant Accident(SBLOCA) was simulated by skipping the decay power and Passive Residual Heat Removal System(PRHRS) actuation. The CMT is a part of safety injection systems in the SMART (System Integrated Modular Advanced Reactor). Each test was performed with reliable boundary conditions. It means that the pressure distribution is provided with repeatable and reproducible behavior during SBLOCA simulations. The maximum flow rates were achieved at around 350 seconds after the initial opening of the isolation valve installed in CMT. After a short period of decreased flow rate, it attained a steady injection flow rate after about 1,250 seconds. This unstable injection period of the CMT coolant is due to the condensation of steam injected into the upper part of CMT. The steady injection flow rate was about 8.4% higher with B-type distributor than that with A-type distributor. The gravity injection during hot condition tests were in good agreement with that during cold condition tests except for the early stages.

Stakeholder Oriented Economical Efficiency Analysis on the Scenario to Implement Smart Transportation Services (지능형 운송 서비스 구축 시나리오에 대한 이해관계자 중심 경제성 분석)

  • Shin, KwangSup;Moon, Yongma;Hur, Wonchang;Kim, Woo Je
    • Journal of the Korea Society for Simulation
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    • v.24 no.1
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    • pp.35-43
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    • 2015
  • This research proposed a new method to evaluate the objective validity to launch smart transportation services that various stakeholders are complicatedly inter-connected. First of all, we have designed the fundamental business model to form the smart transportation services and defined the stakeholders taking part in the services. Also, the criteria to evaluate the economical validity has been proposed based on the relationship among stakeholders. Especially, in the case EV drivers and charging service providers, the economical validity depends on the scale of spreading. Therefore, we have compared the two extreme scenarios, the poor and stable level of EV spreading. According to the result, it may be said that EV drivers and charging service providers cannot be guaranteed the economical validity due to the burden of initial investment. On the contrary to this, suppliers of EV and charging gears may secure more than a certain level of profit. In addition, the government may have great profit due to reducing the CO2 emission and cost for importing energy sources. Therefore, it is needed to enhance the level of supporting EV drivers and charging service providers at the first stage. Also, the impact of the ratio of EV and charging service stations on the economical validity of smart transportation should be further investigated.

Investigation on the Consumption of Caffeinated beverages by High School Students in Gyeonggi-do (경기도내 고등학생의 카페인 함유 음료 섭취 실태 조사)

  • Do, Young-Sook;Kang, Suk-Ho;Kim, Han-Teak;Yoon, Mi-Hye;Choi, Jeong-Bun
    • Journal of Food Hygiene and Safety
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    • v.29 no.2
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    • pp.105-116
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    • 2014
  • Surveys on the consumption of caffeinated beverages by high school students (n=886) were performed. Of the students, 97.0% consumed a variety of caffeinated beverages, including carbonated drinks (90.0%), processed milk and cocoa (79.0%), coffee (63.0), teas (52.1), energy drinks (16.4%) and nourishment drinks (15.5%). The frequency of intake per student was 8.2 times per week. Caffeine intake through the caffeinated beverages was 41.53 mg/day, which was accounted for by coffee (51.5%), carbonated drinks (19.6%), processed milk and cocoa (11.5%), teas (11.4%), energy drinks (5.0%) and nourishment drinks (1.1%). Students with high levels of stress, those who consumed snacks twice a day, and those who used a computer (or smart phone) for more than 3 hours per day showed significantly higher caffeine intake. The groups with high caffeine intake experienced heart palpitations, insomnia and pollakiuria. Students indicated that they consumed the caffeinated beverages for the taste (57.9%), waking up (18.0%), thirst (13.2%), etc. (10.9%). They tended to consume drinks with a high content of caffeine to sleep less. In addition, they rarely checked the label, and showed a lack of awareness of the caffeine contents in the beverages, which calls for education.

Modbus TCP based Solar Power Plant Monitoring System using Raspberry Pi (라즈베리파이를 이용한 Modbus TCP 기반 태양광 발전소 모니터링 시스템)

  • Park, Jin-Hwan;Kim, Chang-Bok
    • Journal of Advanced Navigation Technology
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    • v.24 no.6
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    • pp.620-626
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    • 2020
  • This research propose and simulate a solar power generation system monitoring system based on Modbus TCP communication using RaspberryPi, an IOT equipment, as a master and an inverter as a slave. In this model, various sensors are added to the RaspberryPi to add necessary information for monitoring solar power plants, and power generation prediction and monitoring information are transmitted to the smart phone through real-time power generation prediction. In addition, information that is continuously generated by the solar power plant is built on the server as big data, and a deep learning model for predicting power generation is trained and updated. As a result of the study, stable communication was possible based on Modbus TCP with the Raspberry Pi in the inverter, and real-time prediction was possible with the deep learning model learned in the Raspberry Pi. The server was able to train various deep learning models with big data, and it was confirmed that LSTM showed the best error with a learning error of 0.0069, a test error of 0.0075, and an RMSE of 0.0866. This model suggested that it is possible to implement a real-time monitoring system that is simpler, more convenient, and can predict the amount of power generation for inverters of various manufacturers.

Design of Submarine Cable for Capacity Extension of Power Line (전력선 용량증대를 위한 해저케이블 설계)

  • Son, Hong-Chul;Moon, Chae-Joo;Kim, Dong-Sub
    • The Journal of the Korea institute of electronic communication sciences
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    • v.17 no.1
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    • pp.77-84
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    • 2022
  • A submarine power cable is a transmission cable for carrying electric power below the surface of the water. Recently, submarine cables transfer power from offshore renewable energy schemes to shore, e.g. wind, wave and tidal systems, and these cables are either buried in the seabed or lie on the ocean floor, depending on their location. Since these power cables are used in the extreme environments, they are made to withstand in harsh conditions and temperatures, and strong currents. However, undersea conditions are severe enough to cause all sorts of damage to offshore cables, these conditions result in cable faults that disrupt power transmission. In this paper, we explore the design criteria for such cables and the procedures and challenges of installation, and cable transfer splicing system. The specification of submarine cable designed with 3 circuits of 154kV which is composed of the existing single circuit and new double circuits, and power capacity of 100MVA per cable line. The determination of new submarine cable burial depth and cable arrangement method with both existing and new cables are studied. We have calculated the permission values of cable power capacity for underground route, the values show the over 100MW per cable line.

A Study on the Development of H2 Fuel Cell Education Platform: Meta-Fuelcell (연료전지 교육 플랫폼 Meta-Fuelcell 개발에 관한 연구)

  • Duong, Thuy Trang;Gwak, Kyung-Min;Shin, Hyun-Jun;Rho, Young-J.
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.22 no.5
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    • pp.29-35
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    • 2022
  • This paper proposes a fuel cell education framework installed on a Metaverse environment, which is to reduce the burden of education costs and improve the effect of education or learning. This Meta-Fuel cell platform utilizes the Unity 3D Web and enables not only theoretical education but also hands-on training. The platform was designed and developed to accommodate a variety of unit education contents, such as ppt documents, videos, etc. The platform, therdore, integrates ppt and video demonstrations for theoretical education, as well as software content "STACK-Up" for hands-on training. Theoretical education section provides specialized liberal arts knowledge on hydrogen, including renewable energy, hydrogen economy, and fuel cells. The software "STACK-Up" provides a hands-on practice on assembling the stack parts. Stack is the very core component of fuel cells. The Meta-Fuelcell platform improves the limitations of face-to-face education. It provides educators with the opportunities of non-face-to-face education without restrictions such as educational place, time, and occupancy. On the other hand, learners can choose educational themes, order, etc. It provides educators and learners with interesting experiences to be active in the metaverse space. This platform is being applied experimentally to a education project which is to develop advanced manpower in the fuel cell industry. Its improvement is in progress.

Validation of a physical activity classification table in Korean adults and elderly using a doubly labeled water method (한국 성인과 노인을 대상으로 이중표식수법을 이용한 신체활동분류표 타당도 평가)

  • Hye-Ji Han ;Ha-Yeon Jun;Jonghoon Park;Kazuko Ishikawa-Takata;Eun-Kyung Kim
    • Journal of Nutrition and Health
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    • v.56 no.4
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    • pp.391-403
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    • 2023
  • Purpose: This study evaluated the validity of a physical activity classification table (PACT) based on total energy expenditure (TEE) and physical activity level (PAL) measured using the doubly labeled water (DLW) method in Korean adults and the elderly. Methods: A total of 141 (male 70, female 71) adults and elderly were included. The reference standards TEEDLW, PALDLW were measured over a 14-day period using DLW. A 24-hour physical activity diary was kept for three days (two days during the week and one day on the weekend). PALPACT was calculated by classifying the activity type and intensity using the PACT. PALPACT was multiplied by resting energy expenditure measured by indirect calorimetry to estimate TEEPACT. Results: The mean age of the study participants was 50.5 ± 18.8 years, and the mean body mass index was 23.4 ± 3.3 kg/m2. A comparison of TEEDLW and TEEPACT by sex and age showed no significant differences. The bias, the difference between TEEDLW and TEEPACT, was male 17.3 kcal/day and female -4.5 kcal/day. The percentage of accurate predictions (values within ± 10% of the TEEDLW) of TEEPACT was 58.6% in males and 54.9% in females, with the highest prediction values in the age group 40-64 years (70.9%) in males and over 65 years (73.9%) in females. The spearman correlation coefficient (r) between TEEPACT and TEEDLW was 0.769, indicating a significant positive correlation (p < 0.001). Conclusion: In this study, the use of a new PACT for calculating TEE and PAL was evaluated as valid. A web version of the software program and a smartphone application need to be developed using PACT to make it easier to apply for research purposes.