Supervised Machine Learning in Wind Forecasting and Ramp Event Prediction

Written By Harsh S. Dhiman
Supervised Machine Learning in Wind Forecasting and Ramp Event Prediction
  • Publsiher : Academic Press
  • Release : 21 January 2020
  • ISBN : 0128213671
  • Pages : 216 pages
  • Rating : 4/5 from 21 reviews
GET THIS BOOKSupervised Machine Learning in Wind Forecasting and Ramp Event Prediction


Read or download book entitled Supervised Machine Learning in Wind Forecasting and Ramp Event Prediction written by Harsh S. Dhiman which was release on 21 January 2020, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: 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. Wind speed forecasting has become an essential component to ensure power system security, reliability and safe operation, making this reference useful for all researchers and professionals researching renewable energy, wind energy forecasting and generation. Features various supervised machine learning based regression models Offers global case studies for turbine wind farm layouts Includes state-of-the-art models and methodologies in wind forecasting

Supervised Machine Learning in Wind Forecasting and Ramp Event Prediction

Supervised Machine Learning in Wind Forecasting and Ramp Event Prediction
  • Author : Harsh S. Dhiman,Dipankar Deb,Valentina E. Balas
  • Publisher : Academic Press
  • Release Date : 2020-01-21
  • Total pages : 216
  • ISBN : 0128213671
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Summary : 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 ...

Supervised Machine Learning in Wind Forecasting and Ramp Event Prediction

Supervised Machine Learning in Wind Forecasting and Ramp Event Prediction
  • Author : Harsh S. Dhiman,Valentina Emilia Balas
  • Publisher : Academic Press
  • Release Date : 2020-01-20
  • Total pages : 216
  • ISBN : 0128213671
GET BOOK

Summary : 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 ...

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  • Publisher : Springer Nature
  • Release Date : 2021-11-09
  • Total pages : 186
  • ISBN : 0128213671
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Summary : This book constitutes the refereed proceedings of the 15th International Conference on Discovery Science, DS 2012, held in Lyon, France, in October 2012. The 22 papers presented in this volume were carefully reviewed and selected from 46 submissions. The field of discovery science aims at inducing and validating new scientific hypotheses from data. The ...