• Title/Summary/Keyword: Weather generation

Search Result 374, Processing Time 0.029 seconds

Analysis of prediction model for solar power generation (태양광 발전을 위한 발전량 예측 모델 분석)

  • Song, Jae-Ju;Jeong, Yoon-Su;Lee, Sang-Ho
    • Journal of Digital Convergence
    • /
    • v.12 no.3
    • /
    • pp.243-248
    • /
    • 2014
  • Recently, solar energy is expanding to combination of computing in real time by tracking the position of the sun to estimate the angle of inclination and make up freshly correcting a part of the solar radiation. Solar power is need that reliably linked technology to power generation system renewable energy in order to efficient power production that is difficult to output predict based on the position of the sun rise. In this paper, we analysis of prediction model for solar power generation to estimate the predictive value of solar power generation in the development of real-time weather data. Photovoltaic power generation input the correction factor such as temperature, module characteristics by the solar generator module and the location of the local angle of inclination to analyze the predictive power generation algorithm for the prediction calculation to predict the final generation. In addition, the proposed model in real-time national weather service forecast for medium-term and real-time observations used as input data to perform the short-term prediction models.

Development of Daily PV Power Forecasting Models using ELM (ELM을 이용한 일별 태양광발전량 예측모델 개발)

  • Lee, Chang-Sung;Ji, Pyeong-Shik
    • The Transactions of the Korean Institute of Electrical Engineers P
    • /
    • v.64 no.3
    • /
    • pp.164-168
    • /
    • 2015
  • Due to the uncertainty of weather, it is difficult to construct an accurate forecasting model for daily PV power generation. It is very important work to know PV power in next day to manage power system. In this paper, correlation analysis between weather and power generation was carried out and daily PV power forecasting models based on Extreme Learning Machine(ELM) was presented. Performance of district ELM model was compared with single ELM model. The proposed method has been tested using actual data set measured in 2014.

Development of Web-GIS based SWAT Data Generation System (Web-GIS 기반 SWAT 자료 공급 시스템 구축)

  • Nam, Won-Ho;Choi, Jin-Yong;Hong, Eun-Mi;Kim, Hak-Kwan
    • Journal of The Korean Society of Agricultural Engineers
    • /
    • v.51 no.6
    • /
    • pp.1-9
    • /
    • 2009
  • Watershed topographical data is essential for the management for water resources and watershed management in terms of hydrology analysis. Collecting watershed topographical and meteorological data is the first step for simulating hydrological models and calculating hydrological components. This study describes a specialized Web-based Geographic Information Systems, Soil Water Assessment Tool model data generation system, which was developed to support SWAT model operation using Web-GIS capability for map browsing, online watershed delineation and topographical and meteorological data extraction. This system tested its operability extracting watershed topographical and meteorological data in real time and the extracted spatial and weather data were seamlessly imported to ArcSWAT system demonstrating its usability. The Web-GIS would be useful to users who are willing to operate SWAT models for the various watershed management purposes in terms of spatial and weather preparing.

Real Time Simulation Method for Stand-Alone of Wind Power Generation System (풍력발전시스템의 단독운전을 위한 실시간 시뮬레이션 방법)

  • Han, Sang-Geun;Park, Min-Won;Yu, In-Keun
    • Proceedings of the KIEE Conference
    • /
    • 2003.04a
    • /
    • pp.349-351
    • /
    • 2003
  • A real time simulation method for the stand-alone Wind Power Generation System (WPGS) based on the real-time digital simulator (RTDS) is proposed in this paper for the simulations under the real weather conditions. The wind turbine characteristic equation of a wind turbine is reconstructed in the RTDS, and then the real data of weather conditions are interfaced to the RTDS through the analogue input Ports of the RTDS. The outcomes of the simulation demonstrate the effectiveness of the proposed simulation scheme in this paper. The results show that the cost effective verifying for the efficiency and stability of the WPGS.

  • PDF

Multiple Linear Regression Analysis of PV Power Forecasting for Evaluation and Selection of Suitable PV Sites (태양광 발전소 건설부지 평가 및 선정을 위한 선형회귀분석 기반 태양광 발전량 추정 모델)

  • Heo, Jae;Park, Bumsoo;Kim, Byungil;Han, SangUk
    • Korean Journal of Construction Engineering and Management
    • /
    • v.20 no.6
    • /
    • pp.126-131
    • /
    • 2019
  • The estimation of available solar energy at particular locations is critical to find and assess suitable locations of PV sites. The amount of PV power generation is however affected by various geographical factors (e.g., weather), which may make it difficult to identify the complex relationship between affecting factors and power outputs and to apply findings from one study to another in different locations. This study thus undertakes a regression analysis using data collected from 172 PV plants spatially distributed in Korea to identify critical weather conditions and estimate the potential power generation of PV systems. Such data also include solar radiation, precipitation, fine dust, humidity, temperature, cloud amount, sunshine duration, and wind speed. The estimated PV power generation is then compared to the actual PV power generation to evaluate prediction performance. As a result, the proposed model achieves a MAPE of 11.696(%) and an R-squred of 0.979. It is also found that the variables, excluding humidity, are all statistically significant in predicting the efficiency of PV power generation. According, this study may facilitate the understanding of what weather conditions can be considered and the estimation of PV power generation for evaluating and determining suitable locations of PV facilities.

The study for developing Wind and Photovoltaic power hybrid generation system and monitoring (풍력.태양광 복합 발전 시스템 개발 및 모니터링에 관한 연구)

  • Park, Kunhyun;Kang, Chulung;Lim, Jonghwan;Park, Euijang
    • 한국신재생에너지학회:학술대회논문집
    • /
    • 2010.06a
    • /
    • pp.183.1-183.1
    • /
    • 2010
  • Recently, the increased interest in environmental issues has led to extensive research for development of green energy generation systems. However, only one type of generation system may not be sufficient for stand-alone mode because it cannot cope with the irregularity of weather condition. A hybrid generation system is able to make up for the weakness of each system. In this paper, a stand-alone hybrid wind/PV system is developed that can guarantee the stable energy supply. The system is suitable for power supply under 50W, and a vertical savonius type of blade was designed and applied for the wind generation system.

  • PDF

WEB-BASED MONITORING FOR PHOTOVOLTAIC/WIND POWER GENERATION FACILITIES (태양광/풍력 발전설비의 웹기반 모니터링기술)

  • Park, Se-Jun;Yoon, Jeong-Phil;Cha, In-Su
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
    • /
    • 2004.11b
    • /
    • pp.33-37
    • /
    • 2004
  • Photovoltaic energy and wind energy are highly dependent on the season, time and extremely intermittent energy sources. Because of these reasons, in view of the reliability the photovoltaic and the wind power generation system have many problems(energy conversion, energy storage, load control etc.) comparing with conventional power plant. In order to solve these existing problems, hybrid generation system composed of photovoltaic(500W) and wind power system(400W) was suggested But, hybrid generation system cannot always generate stable output due to the varying weather condition So, the auxiliary power compensation unit that uses elastic energy of spiral spring was added to hybrid generation system for the present study. It was partly confirmed that hybrid generation system was generated a stable outputs by spiral spring was continuously provided to load.

  • PDF

Design of short-term forecasting model of distributed generation power for wind power (풍력 발전을 위한 분산형 전원전력의 단기예측 모델 설계)

  • Song, Jae-Ju;Jeong, Yoon-Su;Lee, Sang-Ho
    • Journal of Digital Convergence
    • /
    • v.12 no.3
    • /
    • pp.211-218
    • /
    • 2014
  • Recently, wind energy is expanding to combination of computing to forecast of wind power generation as well as intelligent of wind powerturbine. Wind power is rise and fall depending on weather conditions and difficult to predict the output for efficient power production. Wind power is need to reliably linked technology in order to efficient power generation. In this paper, distributed power generation forecasts to enhance the predicted and actual power generation in order to minimize the difference between the power of distributed power short-term prediction model is designed. The proposed model for prediction of short-term combining the physical models and statistical models were produced in a physical model of the predicted value predicted by the lattice points within the branch prediction to extract the value of a physical model by applying the estimated value of a statistical model for estimating power generation final gas phase produces a predicted value. Also, the proposed model in real-time National Weather Service forecast for medium-term and real-time observations used as input data to perform the short-term prediction models.

Improvement of Power Generation through Energy Harvesting Technology in Low Sunlight Section (낮은 일조량 구간에서 에너지 하베스팅 기술을 통한 발전량 향상)

  • Yoon, Yongho
    • The Journal of the Institute of Internet, Broadcasting and Communication
    • /
    • v.22 no.3
    • /
    • pp.201-206
    • /
    • 2022
  • Energy harvesting is a concept introduced in 1954 by Bell Labs in the US while conducting research on solar cells that convert sunlight into energy. Such energy harvesting technology is a technology that collects wasted or unused energy in daily life and recycles it as electric power. In particular In the case of a photovoltaic power generation system, energy harvesting can be applied by storing electricity generated by using a battery to reduce power consumption generated by the inverter in the form of loss of power generation in cloudy weather compared to sunny days. Therefore, in this paper, energy harvesting technology is applied in the low sunlight section such as sunrise, sunset, and cloudy weather to improve the amount of power generation by recovering the power that is below the minimum operating voltage of the inverter and dissipated. Accordingly, the research contents were verified through the development of systems and algorithms according to the amount of solar power generation and the development of systems and algorithms using low power generated in sunset, sunrise, and other environments.

The Development Strategy of the Future Aviation Weather Service Technologies and Realization of NARAE-Weather (미래 항공기상서비스 기술개발 전략과 NARAE-Weather 실현)

  • Park, Y.M.;Kang, T.G.;Ku, B.J.;Kim, S.I.;Kim, S.C.;Ahn, D.S.;Lee, J.H.;Jung, I.G.;Ryu, J.G.
    • Electronics and Telecommunications Trends
    • /
    • v.36 no.4
    • /
    • pp.48-60
    • /
    • 2021
  • Following the global air-traffic market growth outlook, urgency of technical development is needed in responding to changes in the international air-traffic management paradigm and to prepare technology securing and spreading strategies, which are consistent with systematic aviation weather service policies and evolution direction. Although air traffic has decreased significantly due to COVID-19, normalcy is expected from 2024, as announced by IATA. According to the future air transportation market outlook and development trends of related technologies, Korea has established and implementing the next-generation air transportation system construction plan(NARAE) to secure international competitiveness and leadership in the future. Therefore, this paper describes the technical, economic background and requirements of numerical model-based aviation weather R&D projects for successful implementation of domestic NARAE plans and providing aviation safety and air traffic service efficiency. Furthermore, we proposed numerical-model-based technology development content, strategies and detailed load-map.