• 제목/요약/키워드: energy and power production

검색결과 858건 처리시간 0.027초

빅데이터를 활용한 머신러닝 기반 태양에너지 발전량 예측 모델 (Implementation of machine learning-based prediction model for solar power generation)

  • 김종민;이준형
    • 융합보안논문지
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    • 제22권2호
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    • pp.99-104
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    • 2022
  • 본 연구는 기후변화에 따른 전남 영암지역의 기상변화와 태양광 에너지 생산량의 빅데이터 분석을 통해 상관관계를 도출하여 태양광 에너지 생산 예측 모델을 제시하였다. 사용된 데이터는 공공데이터에서 제공하는 2016년 1월부터 2019년 12월까지의 영암지역의 날씨와 태양에너지 생산량 데이터를 사용하였다. 머신러닝 기법을 활용하여 기상변화와 태양광 에너지 생산량의 회귀분석을 통하여 지역의 날씨와 태양광 에너지 생산량과의 상관 관계식을 도출 하였다. 도출된 예측식을 적용하여 지역의 태양에너지 생산을 계산하였으며, 이를 생산지수로 표현하여 3단계로 구분하였다. 이 같이 구분된 3단계의 생산지수를 통해 향후 기후변화에 따른 태양에너지 생산량을 예측하고, 농업 활동에 있어 중요한 바로미터로 활용될 것이라 판단된다.

신재생에너지 발전원을 고려한 발전기 예방정비계획수립에 관한 연구 (A Study on Generator Maintenance Scheduling Considering Renewable Energy Generators)

  • 이연찬;오웅진;최재석;정명훈
    • 전기학회논문지
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    • 제67권5호
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    • pp.601-610
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    • 2018
  • The purpose of this paper is to establish a new optimum Generator Maintenance Scheduling(GMS) considering renewable energy generator. In this paper, the total renewable energy generation is estimated using hourly capacity factor of renewable energy generator. The GMS was optimized with the objective function of maximizing the minimum reserve rate, minimizing the probabilistic production cost, minimizing the loss of load expectation, and minimizing $CO_2$ emissions. In the case study of this paper, GMS considering renewable energy and GMS not considering renewable energy are shown by each objective function. And it shows scenarios of the reliability, the environmental and economical factors when two nuclear power plants inputted and ten coal thermal power plants shut downed respectively.

Importance of pumped storage hydroelectric power plant in Turkey

  • Aras, Egemen
    • Advances in Energy Research
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    • 제5권3호
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    • pp.239-254
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    • 2017
  • The world began to search for new energy sources with increasing energy demand. Renewable energy sources are as hydropower important for alternative energy. Countries with high hydroelectric potentials continue to work to utilize hydroelectric power plants in the most efficient way. Pumped storage hydropower plants are an important investment to meet the growing energy needs at peak times and to store energy. Although it produces energy in many countries, pumped storage hydropower plants have not begun to be built in Turkey which has high hydroelectric potential. A new era will be opened for energy production in Turkey where a large number of pumped storage hydropower plants projects are in study phase with the construction of pumped storage hydropower plants and first nuclear power plant.

가스 열병합발전 최적 시뮬레이션 분석을 통한 집단에너지 사업자에 미치는 8차 전력 수급계획의 영향 분석 (Analysis of the Impact of the 8th Basic Plan for Long-term Electricity Supply and Demand on the District Heating Business Through Optimal Simulation of Gas CHP)

  • 김영국;오광민;김래현
    • Korean Chemical Engineering Research
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    • 제56권5호
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    • pp.655-662
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    • 2018
  • 신 기후체제 출범에 따른 기후변화의 효율적 대응을 위해 정부는 분산형 전원의 확대를 모색하고 있다. 이 중 가스열병합발전(CHP)을 중심으로 하는 집단에너지 시스템이 가장 현실적인 대안으로써 받아들여지고 있다. 한편 최근 발표된 8차 전력수급 기본계획을 통해 정부는 기저 발전 중심에서 친환경 발전 위주로 에너지 패러다임의 변화를 공표하였다. 본 연구에서는 이러한 에너지 패러다임의 변화가 CHP의 열 생산 패턴을 변화시켜 집단에너지 공헌이익에 미칠 수 있는 정량적인 손익 효과를 분석하는 연구를 수행하였다. 이를 위해 먼저 상용화된 전력시장 종합분석 프로그램을 활용하여 7,8차 수급계획별 전력시장 장기 시뮬레이션을 수행하였다. 또한 현재 수도권에서 830 MW급 CHP를 운영 중인 사업자의 실적을 활용하여 CHP 운전 Mode별로 전력생산량과 열 생산량을 산정할 수 있는 CHP 운영모델을 구성하였다. 이를 바탕으로 상용화된 집단에너지 최적운영 프로그램을 통해 CHP의 Life-Cycle 동안의 최대의 운영수익을 실현할 수 있는 운전 최적화를 수행하였다. 그 결과 정부의 에너지 패러다임의 변화는 CHP의 급전지시량을 증가시키고 이로 인해 열 생산원가가 하락하여 사업자의 공헌이익이 30년 동안 909억 증가함을 확인할 수 있었다.

풍력단지의 발전량 추계적 모형 제안에 관한 연구 (Development of a Stochastic Model for Wind Power Production)

  • 류종현;최동구
    • 경영과학
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    • 제33권1호
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    • pp.35-47
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    • 2016
  • Generation of electricity using wind power has received considerable attention worldwide in recent years mainly due to its minimal environmental impact. However, volatility of wind power production causes additional problems to provide reliable electricity to an electrical grid regarding power system operations, power system planning, and wind farm operations. Those problems require appropriate stochastic models for the electricity generation output of wind power. In this study, we review previous literatures for developing the stochastic model for the wind power generation, and propose a systematic procedure for developing a stochastic model. This procedure shows a way to build an ARIMA model of volatile wind power generation using historical data, and we suggest some important considerations. In addition, we apply this procedure into a case study for a wind farm in the Republic of Korea, Shinan wind farm, and shows that our proposed model is helpful for capturing the volatility of wind power generation.

Energy Efficient Processing Engine in LDPC Application with High-Speed Charge Recovery Logic

  • Zhang, Yimeng;Huang, Mengshu;Wang, Nan;Goto, Satoshi;Yoshihara, Tsutomu
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제12권3호
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    • pp.341-352
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    • 2012
  • This paper presents a Processing Engine (PE) which is used in Low Density Parity Codec (LDPC) application with a novel charge-recovery logic called pseudo-NMOS boost logic (pNBL), to achieve high-speed and low power dissipation. pNBL is a high-overdriven and low area consuming charge recovery logic, which belongs to boost logic family. Proposed Processing Engine is used in LDPC circuit to reduce operating power dissipation and increase the processing speed. To demonstrate the performance of proposed PE, a test chip is designed and fabricated with 0.18 2m CMOS technology. Simulation results indicate that proposed PE with pNBL dissipates only 1 pJ/cycle when working at the frequency of 403 MHz, which is only 36% of PE with the conventional static CMOS gates. The measurement results show that the test chip can work as high as 609 MHz with the energy dissipation of 2.1 pJ/cycle.

Preliminary hydrodynamic assessments of a new hybrid wind wave energy conversion concept

  • Allan C de Oliveira
    • Ocean Systems Engineering
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    • 제13권1호
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    • pp.21-41
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    • 2023
  • Decarbonization and energy transition can be considered as a main concern even for the oil industry. One of the initiatives to reduce emissions under studies considers the use of renewable energy as a complimentary supply of electric energy of the production platforms. Wind energy has a higher TRL (Technology Readiness Level) than other types of energy converters and has been considered in these studies. However, other types of renewable energy have potential to be used and hybrid concepts considering wind platforms can help to push the technological development of other types of energy converters and improve their efficiency. In this article, a preliminary hydrodynamic assessment of a new concept of hybrid wind and wave energy conversion platform was performed, in order to evaluate the potential of wave power extraction. A multiple OWCs (Oscillating Water Column) WEC (Wave Energy Converter) design was adopted for the analysis and some simplifications were adopted to permit using a frequency domain approach to evaluate the mean wave power estimation for the location. Other strategies were used in the OWC design to create resonance in the sea energy range to try to maximize the potential power to be extracted, with good results.

인버터 DSM 프로그램 보급과 시장 전망 (Evaluation of Inverter DSM Program in KEPCO and Market Diffusion)

  • 이학주;박재덕;김용진;이수목
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2006년도 제37회 하계학술대회 논문집 A
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    • pp.370-371
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    • 2006
  • The electric demand increase, financial need for new power plant constructions and environmental problem have led to search for more efficient energy Production and energy conservation technology. To minimize the construction of power plants and reduce total power consumption include installation of inverters to motors used for pumps and fans. However, the high price of inverters is the biggest obstacle to their wide use. Accordingly, to maximize the effect of energy saving by the expanded use of inverters, governmental economic support as ell as the analysis of energy saving effect. his paper presents he present state analysis of inverter DSM program and propose he improvement for activation of inverter DSM program.

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Comparative Analysis of a Competitive Technology for Major Future Energy Resources

  • Koo Young-Duk;Kim Eun-Sun;Park Young-Seo
    • Journal of information and communication convergence engineering
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    • 제3권2호
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    • pp.101-104
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    • 2005
  • Recently advanced countries are making every effort to promote the efficiency of electric power production and supply, to deal with the environmental problems, and to develop the new energy. In particular, they are driving forward to develop various technologies for electric power in mid-long term, that are technology for building infrastructure of power transportation, establishing service network for account management using electronic technologies, elevating economic productivity by innovative electronic technologies, control-ling the discharge of global warming gas, using clean efficient energy, and so forth. However, power technology of Korea lagged behind than technology of advanced countries. Also, resources for developing power technology are limited in our country. Therefore, it is necessary to improve the efficiency of R&D investment. For it, our country must compare and analyze with technologies of advanced countries which are taking competitive advantage in the main future energy. Through comparative analysis, limited R&D resources of our country must be concentrated on technologies that can secure competitive advantage from now on.