• 제목/요약/키워드: energy simulation

검색결과 8,045건 처리시간 0.037초

풍력발전기 디지털트윈 개발을 위한 드라이브트레인 시뮬레이션 모델의 기계학습 연구 (A Study on Machine Learning of the Drivetrain Simulation Model for Development of Wind Turbine Digital Twin)

  • 최요나단;김탁곤
    • 한국시뮬레이션학회논문지
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    • 제32권3호
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    • pp.33-41
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    • 2023
  • 최근 전 세계가 탄소중립에 관심이 높아지면서 재생에너지 발전량이 증가하고 있다. 하지만 재생에너지는 간헐성과 변동성이 심해 발전량 예측이 어렵고, 정확하지 않은 발전량 예측은 전력 계통에 부정적인 영향을 끼칠 수 있다. 이에 본 연구에서는 풍력발전기 발전량 예측 문제를 해결할 방법으로 디지털트윈 개념을 적용하였다. 풍력발전기의 회전이 발전량과 높은 상관관계를 갖는 부분을 반영하여 풍력발전기 드라이브트레인 회전 거동을 주로 모의하는 기계학습된 모델을 개발하였다. 회전 거동을 모의하는 드라이브트레인 시뮬레이션 모델의 기반은 잘 알려진 회전 시스템을 모의하는 시스템 상태방정식으로 설정되었다. 또한 제조사로부터 제공되지 않은 파라미터들에 대하여 시뮬레이션 기반 기계학습을 수행하였다. 기계학습된 드라이 브트레인 모델은 27개의 실제 풍력발전기 운영데이터 세트를 활용하여 검증되었다. 검증 결과, 드라이브트레인 모델은 실제 풍력발전기 운영데이터 세트와 비교하여 평균 4.41%의 오차를 보였다. 결과적으로 기계학습된 드라이브트레인 모델은 실제 풍력발전기 드라이브트레인 시스템을 잘 모사한다고 평가하였다.

사무소건물의 에너지절약형 냉방시스템 성능분석에 관한 연구 (A Study on the Perfomance Analysis of Low Energy Cooling Systems in Office building)

  • 박창봉;이언구
    • 한국태양에너지학회 논문집
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    • 제30권6호
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    • pp.89-94
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    • 2010
  • A large portion of the energy cost of a building is cooling and heating to maintain a comfortable indoor environment. Air conditioning is now one of the important parts in the building design, as increase in energy consumption and pollutant emission in energy conversion process. In this study, elements that affects the energy consumption of model building are identified and the perfomance analysis of the alternative a Low Energy Cooling Systems considering characteristics of model building and energy saving performance is analyzed. In this study, elements that affect the energy consumption of office building are identified and energy saving performance of the alternative air conditioning system is analyzed. As a result, applied to earn and suggest basic data for energy saving measures. In this study, EnergyPlus simulation program was used to evaluate the energy load when alternative Low Energy Cooling Systems are applied to the model building. The reliability of simulation program is verified by comparing actual energy load from operation data of building management office and predicted energy load using simulation program. For Low Energy Cooling System application which considers the purpose and characteristics of the building, reasonable and energy-saving air conditioning method obtained by analyzing energy consumption elements for each expected air conditioning methods is used to deduct result of this study.

Experiment of Hypersonic Waverider Vehicle

  • Lian, Xiaochun;Wu, Dingyi;Xiao, Hong
    • 한국추진공학회:학술대회논문집
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    • 한국추진공학회 2008년 영문 학술대회
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    • pp.105-108
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    • 2008
  • The purpose of the current study is to examine the aerodynamic characteristics of hypersonic waverider vehicle by simulation and experiment. The simulation was accomplished using NS aerodynamic codes developed in Northwestern Polytechncal University. The objective of experiment are twofold. The first is to examine the accuracy of simulation. The second is to examine the effects of shockwave an d boundary layer interactions on aero dynamic performance hypersonic configurations.

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수치바람모의에 의한 저해상도 국가 바람지도의 구축 (Establishment of the Low-Resolution National Wind Map by Numerical Wind Simulation)

  • 김현구;장문석;경남호;이화운;최현정;김동혁
    • 한국태양에너지학회 논문집
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    • 제26권4호
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    • pp.31-38
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    • 2006
  • The national goal of wind energy dissemination has to be determined rationally based on technically available wind resource potential. For an accurate and scientific estimation of wind resource potential, a wind map is requisite. This paper introduces the national wind map of Korea established by numerical wind simulation. Therefore, quantification of national wind resource potential is now possible and is anticipating to be used as a core index for policy and strategy building of wind energy dissemination and technology development.

건물에너지 분석 방법론 비교 - Steady-state simulation에서부터 Data-driven 방법론의 비교 분석 - (Comparing Methodology of Building Energy Analysis - Comparative Analysis from steady-state simulation to data-driven Analysis -)

  • 조수연;이승복
    • KIEAE Journal
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    • 제17권5호
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    • pp.77-86
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    • 2017
  • Purpose: Because of the growing concern over fossil fuel use and increasing demand for greenhouse gas emission reduction since the 1990s, the building energy analysis field has produced various types of methods, which are being applied more often and broadly than ever. A lot of research products have been actively proposed in the area of the building energy simulation for over 50 years around the world. However, in the last 20 years, there have been only a few research cases where the trend of building energy analysis is examined, estimated or compared. This research aims to investigate a trend of the building energy analysis by focusing on methodology and characteristics of each method. Method: The research papers addressing the building energy analysis are classified into two types of method: engineering analysis and algorithm estimation. Especially, EPG(Energy Performance Gap), which is the limit both for the existing engineering method and the single algorithm-based estimation method, results from comparing data of two different levels- in other words, real time data and simulation data. Result: When one or more ensemble algorithms are used, more accurate estimations of energy consumption and performance are produced, and thereby improving the problem of energy performance gap.

4MW 에너지저장장치의 전력계통 주파수 조정 운전제어를 위한 실증 (Demonstration to Operate and Control Frequency Regulation of Power System by 4MW Energy Storage System)

  • 임건표;한현규;장병훈;양승권;윤용범
    • 전기학회논문지P
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    • 제63권3호
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    • pp.169-177
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    • 2014
  • Operation and control system has been installed and tested to use energy storage system(ESS) for frequency regulation at 4MW class of ESS demonstration facility installed at Jeju island, Korea in 2013. Simulation tests were performed by programing language C# for power system of Jeju island to develop control algorithm. Site simulation tests were performed in control system itself without connecting power system and energy storage system. Control algorithm was coded, modified and tested to load to controller and communication system and human-machine interface were developed and tested in the process of simulation tests. After similar results to that of simulation tests by programing language were obtained, power system and energy storage system demonstration facility were connected to control system by communication system. Energy storage system for frequency regulation was tested for actual frequency and simulation frequency. The site tests showed the similar results to that of simulation tests and the control systems is possible to be operated for frequency regulation. Faster response of energy storage system for frequency regulation, less costs and less capacity of energy storage systems which cover for frequency regulation of power plants. It is expected that more studies for time-reduction and time-delay elements can make less capacity of energy storage system cover more role of frequency regulation of power plants.

BIM 기반의 미시적 에너지 시뮬레이션에 관한 연구 -조도센서등의 조도 및 에너지 분석을 중심으로 (A Study of Microscopic Energy Simulation based on BIM - Illuminance & Energy Analysis of Illuminance Sensor Lighting)

  • 백지웅
    • 한국산학기술학회논문지
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    • 제20권1호
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    • pp.384-390
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    • 2019
  • 친환경 저에너지 중점의 건축설계의 중요성이 점점 커져가고 있다. 또 한편으로는 좀 더 미시적인 관점의 에너지 절약 설계 기법이 요구되고 있다. 이러한 분위기 속에서 에너지 시뮬레이션의 필요성이 점차 증가하고 있으며, 특히 BIM 기반의 에너지 시뮬레이션은 높은 효율성으로 인해 주목받고 있다. 하지만 BIM의 데이터는 아직까지는 미시적인 에너지와 관련된 파라메터가 적용되어 있지 않다. 따라서 본 연구는 조도 센서에 의한 조명 제어 시뮬레이션을 통해 센서 조명 파라메터의 생성 필요성에 대해서 연구하고자 한다. 연구는 BIM을 통해 생성된 데이터를 바탕으로 조도 센서를 설치하고 조도 시뮬레이션을 통해 센서등의 스케줄 데이터를 생성하였다. 그리고 이렇게 생성된 스케줄 데이터를 바탕으로 에너지 시뮬레이션을 실시하여 소비전력의 감소율을 확인하였다. 연구에 따르면 조명에 따른 열부하량과 소비전력량이 각각 20%이상 감소하는 것으로 나타났다. 따라서 센서 조명 파라메터는 미시적인 에너지 절약 설계를 위해서 BIM 데이터 내에 생성될 필요가 있다고 판단된다. 본 연구는 센서 조명 파라메터의 생성에 국한된 것이 아니라, 이와 같이 미시적인 변인들을 검토하고 BIM 데이터 내에 적용할 필요가 있음을 밝히기 위해 수행되었다.

직류전기철도에서 운행시격에 따른 에너지저장장치의 효율에 관한 연구 (A Study on the Efficiency of Energy Storage System Applied to the Power Traction System of DC Electric Railway)

  • 김성대;최규형
    • 한국철도학회:학술대회논문집
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    • 한국철도학회 2011년도 정기총회 및 추계학술대회 논문집
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    • pp.754-760
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    • 2011
  • In the DC traction system, a large load current of electric railcar leads to a voltage drop when a vehicle starts, and the regenerative power generated by brake system increases the catenary voltage. To minimize the voltage fluctuation during the train operation and make use of the regenerative power, several types of energy storage systems are being studied. The energy storage system that is being recently introduced consists of the supercapacitors for energy storage and the bi-direction DC/DC converter for charge/discharge control. The efficiency of the energy storage system depends on the train operation pattern. In this paper, the operation efficiency of the energy storage system was quantitatively analyzed via simulation study taking consideration of the train operation patterns. The simulation was conducted changing the headway of trains with the energy storage system that uses the bi-direction DC/DC converter and supercapacitor. The simulation results showed that the operation efficiency of the energy storage system increases as the headway increase.

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초고층 공동주택의 세대별 냉난방부하 시뮬레이션 결과 및 에너지 실사용량과의 비교 분석 (A Comparative Analysis of Energy Simulation Results and Actual Energy Consumption on Super High-rise Apartments)

  • 서혜수;김병선
    • 한국태양에너지학회 논문집
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    • 제31권4호
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    • pp.34-40
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    • 2011
  • Apartment Housing has been increasing steadily, particularly our current super high-rise apartment houses that represent the culture has become a trend in Korea. These super high-rise apartment houses' curtain wall system increases heating and cooling loads, it is expected to vary by each unit's thermal properties. In this study, measured indoor environment and energy simulation results were compared to actual energy consumption. As a result, the various factors that affect heating and cooling loads, such as direction, plan type and glazing area, influence each unit's load characteristic. In particular, according to the electricity costs savings behavior, the occupant's thermal discomfort is expected to be large in summer. Therefore, to reduce heating and cooling load for each unit requires a reasonable plan.

모노파일 해상풍력발전의 이송과 설치를 위한 일정계획 및 비용분석 시뮬레이션 (Scheduling and Cost Estimation Simulation for Transportation and Installation of the Offshore Monopile Wind Turbines)

  • 김보람;손명조;장왕석;김태완;홍기용
    • 한국CDE학회논문집
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    • 제20권2호
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    • pp.193-209
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    • 2015
  • For reasons such as global warming, depletion of fossil fuels and the danger of nuclear energy the research and development of renewable energy is actively underway. Wind energy has advantages over another renewable energy in terms of location requirements, energy efficiency and reliability. Nowadays the research and development area is expanded to offshore because it can supply more wind reliability and free from noise pollution. In this study, the monopile offshore wind turbine transportation and installation (T&I) process are investigated. In addition, the schedule and cost for the process are estimated by discrete event simulation. For the simulation, simulation models for various means of T&I are developed. The optimum T&I execution plan with shortest duration and lowest cost can be found by using different mission start day and T&I means.