Optimization, Uncertainty and Machine Learning in Wind Energy Conversion Systems

Optimization, Uncertainty and Machine Learning in Wind Energy Conversion Systems

Everson, Richard; Mitra, Kishalay; Fieldsend, Jonathan

Springer Verlag, Singapore

01/2025

266

Dura

9789819779086

Pré-lançamento - envio 15 a 20 dias após a sua edição

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Part 1 State-of-the-art in Optimization, Uncertainty handling, Machine Learning methods, and Wake models.- Chapter 1. Introduction.- Chpater 2. Multi-objective optimisation with uncertainty: considerations for wind farm optimisation.- Chapter 3. Offline Multi-Objective Optimisation using Surrogate-Assisted Evolutionary Algorithms with Uncertainty Quantification.- Chapter 4. Bayesian optimisation for expensive computational fluid dynamics design problems.- Chapter 5. Multidisciplinary uncertainty modelling using Copulas.
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Multi-Objective Optimization;Evolutionary Algorithms;Detailed And Reduced Rrder Wind Wake Models;Machine Learning Based Surrogate Models;Bayesian Optimization;Optimization Under Uncertainty;Wind Energy Conservation Systems