• Title/Summary/Keyword: energy market-based control

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Mid- and Short-term Power Generation Forecasting using Hybrid Model (하이브리드 모델을 이용하여 중단기 태양발전량 예측)

  • Nam-Rye Son
    • Journal of the Korean Society of Industry Convergence
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    • v.26 no.4_2
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    • pp.715-724
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    • 2023
  • Solar energy forecasting is essential for (1) power system planning, management, and operation, requiring accurate predictions. It is crucial for (2) ensuring a continuous and sustainable power supply to customers and (3) optimizing the operation and control of renewable energy systems and the electricity market. Recently, research has been focusing on developing solar energy forecasting models that can provide daily plans for power usage and production and be verified in the electricity market. In these prediction models, various data, including solar energy generation and climate data, are chosen to be utilized in the forecasting process. The most commonly used climate data (such as temperature, relative humidity, precipitation, solar radiation, and wind speed) significantly influence the fluctuations in solar energy generation based on weather conditions. Therefore, this paper proposes a hybrid forecasting model by combining the strengths of the Prophet model and the GRU model, which exhibits excellent predictive performance. The forecasting periods for solar energy generation are tested in short-term (2 days, 7 days) and medium-term (15 days, 30 days) scenarios. The experimental results demonstrate that the proposed approach outperforms the conventional Prophet model by more than twice in terms of Root Mean Square Error (RMSE) and surpasses the modified GRU model by more than 1.5 times, showcasing superior performance.

Fault Detection and Diagnosis Methods for Polymer Electrolyte Fuel Cell System (고분자전해질연료전지를 위한 고장 검출 및 진단 기술)

  • LEE, WON-YONG;PARK, GU-GON;SOHN, YOUNG-JUN;KIM, SEUNG-GON;KIM, MINJIN
    • Journal of Hydrogen and New Energy
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    • v.28 no.3
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    • pp.252-272
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    • 2017
  • Fuel cell systems have to satisfy acceptable operating reliability, sufficient lifetime and price to enter the market in competition with existing products. Fuel cells are made up of complex element technologies and various problems related to the failure of the components can affect the reliability and safety of the system. This problem can be overcome by introducing a monitoring and supervisory control system in addition to automatic control to detect the failure of the fuel cell quickly and properly diagnose the performance degradation. For the fault detection and diagnosis of polymer electrolyte fuel cells, the model based method using the theoretical superposition value and the non-model based method of checking the signal tendency or the converted signal characteristic can be applied. The methods analyzed in this paper can contribute to the development of integrated monitoring and control technology for the whole system as well as the stack.

Determination of Secondary Reserve Requirement Through Interaction-dependent Clearance Between Ex-ante and Ex-post

  • Kim, Sun Kyo;Park, Joon-Hyung;Yoon, Yong Tae
    • Journal of Electrical Engineering and Technology
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    • v.9 no.1
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    • pp.71-79
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    • 2014
  • This paper discusses a method for the determination of frequency control reserve requirement with consideration of the interaction between ex-ante planning and real-time balancing. In proposed method, we consider the fact that the delivered energy for tertiary control reserve is determined based on required capacity for secondary control reserve and the expected amount of load errors. Uncertain load errors are derived by Brownian motion, an optimization method is suggested using a stochastic programming. In a short, we propose an interactive dependent method for determining secondary control reserve requirement based on the principle that it satisfies to minimize the total cost. As a result, this paper provides will analyze for an example model to demonstrate the capabilities of the method.

DSM Resources Evaluation and Customer Behavior Analysis (DSM 자원평가 및 소비자 행태 분석)

  • Ahn, Nam-Seong;Park, Min-Hyuk;Rhu, Jae-Gook
    • Korean System Dynamics Review
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    • v.5 no.1
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    • pp.49-71
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    • 2004
  • Demand-side Management can be defined as'any utility activity aimed at modifying customers' use of energy to produce desired changes in the utility's load shape'. Customers benefit by being able to control energy costs and improve quality of life and become more productive. Utilities benefit from DSM's value as a resource that enhances asset utilization and reduces both fuel costs and environmental emissions. The scope of DSM includes load management through rate schedules and conservation by improving energy effciency and using electricity consumption effectively. This paper study the DSM resource evaluation and customer behavior analysis todesign the DSM Program plan in response to customer needs. We develop basic system dynamics model to analysis the customer behavior based on a survey research. The DSM Program participants in the Hi- efficiency Inverter, Electric motor and efficient lighting applicancies operating by Conservation program 2002 become the survey objects. DSM resource evaluation evaluate firstt the distribution potentialities of each machine and then forecast the degree of diffusion. We apply the system dynamic approach to simulate the dynamic DSM market situation at the domestic beginning. This model will give the energy Planner the opportunity to create different scenarios for DSM program planning. Also it will lead to increased understanding of the dynamic DSM market

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Allocation Strategies of Controllable Loads for Load Aggregator in Power Market (부하관리사업자의 부하배분 전략)

  • Lee, C.J.;Cho, K.S.;Kim, H.C.;Park, J.B.;Shin, J.R.;Kim, S.S.
    • Proceedings of the KIEE Conference
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    • 2003.07a
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    • pp.630-632
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    • 2003
  • This paper describes allocation strategies of controllable loads for load aggregator in power market with the direct load control (DLC) program, which is carried out the two-way confirmation procedure. So, it is needed to the priority among the controllable loads to perform effectively and quickly the confirmation task. In this paper, allocation strategies for market operator and/or load aggregator are proposed, which are based on the basic load patterns defined in this paper. To verify the soundness of proposed strategies. case study on a sample system is performed.

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A Study of Energy Security Cooperation and its Integration Potential in South America through Brazilian Leadership (남미지역 에너지안보 협력과 통합 가능성 연구 : 브라질의 리더십 역할 고찰)

  • Ha, Sang-Sub
    • Journal of International Area Studies (JIAS)
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    • v.15 no.1
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    • pp.83-108
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    • 2011
  • South America has vast energy resources with the renewable and non-renewable sources. However, many countries in the region are unable to guarantee adequate energy security both of energy supply and demand. Currently the possibility of energy security is high through regional energy integration based on the potential economic benefits. The difference of regulation system with the individual countries in the region impose strong barriers to integration process. Security of energy supply and its demand as well is fundamental issues in this region and regional energy cooperation is essential for getting rid of the insecurity of energy supplies. Despite of this problem, currently Latin American countries made a great effort to make multilateral energy security regime through projecting great energy infrastructure network(e.g. IIRSA) or mechanism especially in South America, which can give countries access to the region's reserve supplies by providing regulations and pricing mechanism with a shared energy market in this region. Brazil's active leading in the formulation of such movement toward energy security integration and participation of energy infrastructure network is good initiative to enforce this great energy security change. Politically and economically, Brazil's geographical position and the level of market size and oil and natural gas resources, in addition the leadership in renewable energy sources make it a sound candidate to take over the coordination of the secure integration of region's energy market. However, on the conditions of existing many obstacles such as, control of the output of the region's power plant, energy flows, the environmental matter within local community must be overcome to make more advance process and steps. Finally, to secure more institutional approach, this region must settle regional disputes resolution regime urgently.

Doors open and close during regenerative energy harvester developed (자동문 개폐 시 회생에너지 하베스트 개발)

  • Park, Won-hyeon;Kim, Min;Jeong, Jae-hoon;Lee, Dong-heon;Byun, Gi-sik;Kim, Gwan-hyung
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2015.10a
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    • pp.257-258
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    • 2015
  • Korean power consumption of the electrical supply problems due to excess demand is repeated every year, the interest in energy increasing social and personal cost has been subject to the number of ways to reduce this cost increases. Automatic doors and automatic door installation market is increasing every year and frequently, when used in general commercial and communal porch consumption based on average 300 times a day power is 70[W] degree is a monthly average usage is about 50.4[KW]. The level can not ignore the power consumption due to switching frequency is large. In this paper, by converting the energy to be discarded in the automatic doors to the inverter and the regenerative energy and to develop control systems for power regeneration to reduce the power consumption by utilizing automatic contact auxiliary power.

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Development of Control Program for Methane-hydrogen Fuel Conversion Based on Oxygen Concentration in Exhaust Gas (배기가스 내 산소 농도 기반 메탄-수소 연료 전환 제어 프로그램 개발)

  • EUNJU SHIN;YOUNG BAE KIM
    • Journal of Hydrogen and New Energy
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    • v.34 no.1
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    • pp.38-46
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    • 2023
  • Carbon neutrality policies have been strengthened to reduce emissions, and the importance of technology road maps has been emphasized. In the global industrial boiler market, carbon neutrality is implemented through fuel diversification of methane-hydrogen mixture gas. However, various problems such as flashback and flame unstability arise. There is a limit to implementing the actual system as it remains in the early stage. Therefore, it is necessary to secure the source technology of methane-hydrogen hybrid combustion system applicable to industrial fields. In this study, control program for methane-hydrogen fuel conversion was developed to expect various parameters. After determining the hydrogen mixing ratio and the input air flow, the fuel conversion control algorithm was constructed to get the parameters that achieve the target oxygen concentration in the exhaust gas. LabVIEW program was used to derive correlations among hydrogen mixing rate, oxygen concentration in exhaust gas, input amount of air and heating value.

Determination of Incentive Level of Direct Load Control Program Based on California lest (캘리포니아 테스트에 기초한 직접부하제어 프로그램의 적정 인센티브 산정)

  • 박종배;김민수;신중린;전영환
    • Journal of Energy Engineering
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    • v.11 no.4
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    • pp.342-349
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    • 2002
  • This paper presents the determination of incentive level of Direct Load Control (DLC) program based on California Test. In the most of the Demand-Side Management (DSM) program, the variables art given by constant value during the DSM program's life time. But, in the case of DLC, variables are depen-dent on the executing number and time of the DLC per year. Therefore, we formulate a newly designed Cal-ifornia Test technique to overcome these problems and to apply effectively to the determination of incentive level of the DLC program. We perform case studies for various scenarios using a proposed formulation and review incentive level of the current DLC program. And we propose a plan to activate the DLC program in the competitive electricity market.

A Performance Analysis of 60 Horsepower Vertical Mounted Gasoline Engine Applied to Multi-copter of Unmanned Aircraft Vehicle (무인 멀티콥터에 적용된 60마력급 직립형 가솔린 엔진의 성능 분석)

  • RYUNKYUNG KIM;KYUNGWAN KO;SUNGGI KWON;GYECHOON PARK
    • Journal of Hydrogen and New Energy
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    • v.34 no.6
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    • pp.758-766
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    • 2023
  • Multi-copter of unmanned aerial vehicle (UAV) was initially developed as strategic technology in the only military field, but it is developing into an industrial field with a wide range of applications in the civil sector based on the development and convergence of aviation technology and information and communication technology. Currently, the degree of utilization of multi-copter is increasing in various industries for the purpose of performing classic tactical missions, logistics transportation, farm management, internet supply, video filming, weather management, life-saving, etc, and active technology development responding to market demand. Existing commercial multi-copter mainly use an electric energy propulsion system consisting of an electric battery and a brushless direct current (BLDC) motor. It is the limitations for usage in the flying time (up to 20 minutes) and payload (less than 20 kg). this study aims to overcome these limitations and expand the commercialization of engine-powered multi-copter of UAV in various industries in the futures.