Satellite image analysis and a hybrid ESSS/ANN model to forecast solar irradiance in the tropics

Zibo Dong,Dazhi Yang,Thomas Reindl, Wilfred M Walsh

Energy Conversion and Management（2014）

引用 107|浏览3

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摘要

•Satellite image analysis is performed and cloud cover index is classified using self-organizing maps (SOM).•The ESSS model is used to forecast cloud cover index.•Solar irradiance is estimated using multi-layer perceptron (MLP).•The proposed model shows better accuracy than other investigated models.

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关键词

Hourly solar irradiance forecasting,Satellite image analysis,Self-organizing maps,Exponential smoothing state space model,Multi-layer perceptron

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