TY - JOUR
T1 - Estimation method of prediction interval of solar irradiance based on Just-In-Time modeling for photovoltaic output prediction
AU - Yamazaki, Tomohide
AU - Homma, Hayato
AU - Wakao, Shinji
AU - Fujimoto, Yu
AU - Hayashi, Yasuhiro
N1 - Publisher Copyright:
© 2015 The Institute of Electrical Engineers of Japan.
PY - 2015/3/1
Y1 - 2015/3/1
N2 - PV system recently attracts much attention on the back of environmental problems, antinuclear power movements and energy problems. Therefore, a large scale introduction of PV system is expected in the near future. On the other hand, a lot of PV systems connected to the power system bring on some problems. For example, a system voltage often drifts from the norm when the reverse power flow increase. Accordingly, it is necessary to perform an optimal system operation in order to utilize a solar energy to the maximum by installing energy buffers, e.g. storage batteries. Especially, the forecast information i.e., the reliability as well as predicted solar irradiance is essential for the effective operation. In this paper, we propose a way to estimate the prediction interval of the solar irradiance as an index of reliability by using Just-In-Time Modeling (JIT Modeling). We consider the accuracy of the prediction interval under many conditions and derive the high-precision estimation method. In addition, we also talk about the future outlook of this study.
AB - PV system recently attracts much attention on the back of environmental problems, antinuclear power movements and energy problems. Therefore, a large scale introduction of PV system is expected in the near future. On the other hand, a lot of PV systems connected to the power system bring on some problems. For example, a system voltage often drifts from the norm when the reverse power flow increase. Accordingly, it is necessary to perform an optimal system operation in order to utilize a solar energy to the maximum by installing energy buffers, e.g. storage batteries. Especially, the forecast information i.e., the reliability as well as predicted solar irradiance is essential for the effective operation. In this paper, we propose a way to estimate the prediction interval of the solar irradiance as an index of reliability by using Just-In-Time Modeling (JIT Modeling). We consider the accuracy of the prediction interval under many conditions and derive the high-precision estimation method. In addition, we also talk about the future outlook of this study.
KW - Forecast of solar irradiance
KW - Just-In-Time modeling
KW - Kernel density estimation
KW - Photovoltaics
KW - Prediction interval
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U2 - 10.1541/ieejpes.135.160
DO - 10.1541/ieejpes.135.160
M3 - Article
AN - SCOPUS:84923852248
SN - 0385-4213
VL - 135
SP - 160
EP - 167
JO - IEEJ Transactions on Power and Energy
JF - IEEJ Transactions on Power and Energy
IS - 3
ER -