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Supervised Machine Learning in Wind Forecasting and Ramp Event Prediction

Supervised Machine Learning in Wind Forecasting and Ramp Event Prediction

Paperback

Series: Wind Energy Engineering

Technology & EngineeringGeneral ScienceWeather

ISBN10: 0128213531
ISBN13: 9780128213537
Publisher: Academic Press
Published: Jan 31 2020
Pages: 216
Weight: 0.65
Height: 0.46 Width: 6.00 Depth: 9.00
Language: English

Supervised Machine Learning in Wind Forecasting and Ramp Event Prediction provides an up-to- date overview on the broad area of wind generation and forecasting, with a focus on the role and need of Machine Learning in this emerging field of knowledge. Various regression models and signal decomposition techniques are presented and analyzed, including least-square, twin support and random forest regression, all with supervised Machine Learning. The specific topics of ramp event prediction and wake interactions are addressed in this book, along with forecasted performance.

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