[논문]A Study on Solar Radiation Prediction using Artificial Neural Network

Zhang, Fengming; Cho, Kyeong-Hee; Lim, Jin-Taek; Choi, Jae-Seok; Lee, Young-Mi; Lee, Kwang-Y.

A Study on Solar Radiation Prediction using Artificial Neural Network
인공지능신경회로망을 이용한 태양광 예측 원문보기

Zhang, Fengming (Gyengsang National University) , Cho, Kyeong-Hee (Gyengsang National University) , Lim, Jin-Taek (Gyengsang National University) , Choi, Jae-Seok (Gyengsang National University) , Lee, Young-Mi (Ecobrain) , Lee, Kwang-Y. (Baylor University)

Renewable energy resources such as wind, wave, solar, micro hydro, tidal and biomass etc. are becoming importance stage by stage because of considering effect of the environment. Solar energy is one of the most successful sources of renewable energy for the production of electrical energy following solar energy. And, the solar/photovoltaic cell generators depend on the solar radiation, which is a random variable so this poses difficulty in the system scheduling and energy dispatching, as the schedule of the photovoltaic cell generators availability is not known in advance. This paper proposes to use the two-layered artificial neural networks for predicting the actual solar radiation from the previous values of the same variable.

* AI 자동 식별 결과로 적합하지 않은 문장이 있을 수 있으니, 이용에 유의하시기 바랍니다.

문제 정의

In this paper, an ANN modeled solar radiation(SR) prediction program was developed to simulate solar radiation of a site using that of another station, for each pair of stations and each combination between them. This paper is focused on a study for solar radiation prediction for reliability evaluation of power system considering photovoltaic cell generators eventually.
This paper proposed the methods predicting solar radiation using artificial neural network for probabilistic reliability evaluation of photovoltaic cell generators. It is useful method when the IPPs(Independent Power Plants) may want to construct its future photovoltaic cell generators at specific area.

제안 방법

This paper reports an ANN model for short term solar radiation prediction, which uses back propagation algorithm. In this paper, an ANN modeled solar radiation(SR) prediction program was developed to simulate solar radiation of a site using that of another station, for each pair of stations and each combination between them. This paper is focused on a study for solar radiation prediction for reliability evaluation of power system considering photovoltaic cell generators eventually.
The mean square error (MSE) differences between observed and estimated values were used to evaluate the performance of the neural networks during the training phase. MSE were computed by (3)

이론/모형

This paper reports an ANN model for short term solar radiation prediction, which uses back propagation algorithm. In this paper, an ANN modeled solar radiation(SR) prediction program was developed to simulate solar radiation of a site using that of another station, for each pair of stations and each combination between them.

내보내기 구분	파일저장 인쇄 메일전송
구성항목	기본정보 상세정보 관리번호, 논문명, 저널/프로시딩명, 저자 , 발행년, 권, 호, 시작페이지, 끝페이지, 발행기관 관리번호, 논문명, 대등논문명, 저자 , 저널/프로시딩명, 발행기관, 발행년, 발행언어, 권, 호, 시작페이지, 끝페이지, ISBN, ISSN, 주제분야, 키워드, 초록(한글), 초록(영문), 저자(소속기관)
저장형식	Text(ASCII format) Excel format RefWorks Direct Export RIS format (for Reference Manager, ProCite, EndNote), Scholar's Aids, Mendeley
메일정보	받는사람 (필수) @ 보내는사람 (선택) @ 제목 내용 KISTI 검색결과 이메일 서비스
안내	총 건의 자료가 검색되었습니다. 다운받으실 자료의 인덱스를 입력하세요. (1-10,000) 검색결과의 순서대로 최대 10,000건 까지 다운로드가 가능합니다. 데이타가 많을 경우 속도가 느려질 수 있습니다.(최대 2~3분 소요) 다운로드 파일은 UTF-8 형태로 저장됩니다. 파일의 내용이 제대로 보이지 않을실 때는 웹브라우저 상단의 보기 -> 인코딩 -> 자동선택 여부를 확인하십시오. ~ Text(ASCII format) Excel format

연합인증

A Study on Solar Radiation Prediction using Artificial Neural Network
인공지능신경회로망을 이용한 태양광 예측 원문보기

Abstract ▼ AI-Helper

AI 본문요약
AI-Helper

문제 정의

제안 방법

이론/모형

이 논문을 인용한 문헌

관련 콘텐츠

원문 보기

이 논문과 함께 이용한 콘텐츠

AI-Helper ※ AI-Helper는 오픈소스 모델을 사용합니다.

선택된 텍스트

연합인증

A Study on Solar Radiation Prediction using Artificial Neural Network 인공지능신경회로망을 이용한 태양광 예측 원문보기

Abstract ▼ AI-Helper

AI 본문요약 엑셀 다운로드 AI-Helper

문제 정의

제안 방법

이론/모형

이 논문을 인용한 문헌

관련 콘텐츠

원문 보기

이 논문과 함께 이용한 콘텐츠

AI-Helper ※ AI-Helper는 오픈소스 모델을 사용합니다.

선택된 텍스트

A Study on Solar Radiation Prediction using Artificial Neural Network
인공지능신경회로망을 이용한 태양광 예측 원문보기

AI 본문요약
AI-Helper