A Generic Acceleration Framework for Grid-based Wind Farm Layout Optimization

This letter proposes an acceleration framework for the grid model of wind farm layout optimization (WFLO-GM), using consensus-based scenario decomposition and an ℓp-box equivalence to enable efficient binary integer programming (BIP) via alternating direction method of multipliers (ADMM). Case studi...

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Vydáno v:IEEE transactions on sustainable energy s. 1 - 4
Hlavní autoři: Du, Yunfei, Shen, Xinwei, Luo, Yangfan, Huang, Zehai, Lu, Boan
Médium: Journal Article
Jazyk:angličtina
Vydáno: IEEE 2025
Témata:
acceleration framework
binary integer programming
Computational modeling
Convex functions
grid model
Integer programming
Layout
Optimization
Particle swarm optimization
Rotors
scenario decomposition
Training
Wind farm layout optimization
Wind farms
Wind speed
ISSN:1949-3029, 1949-3037
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Shrnutí:This letter proposes an acceleration framework for the grid model of wind farm layout optimization (WFLO-GM), using consensus-based scenario decomposition and an ℓp-box equivalence to enable efficient binary integer programming (BIP) via alternating direction method of multipliers (ADMM). Case studies at different model scales show that compared to the direct solution, the proposed framework reduces solution time by more than 20 times while preserving optimality, and achieves better layout results in large-scale WFLO-GM.
ISSN:1949-3029
1949-3037
DOI:10.1109/TSTE.2025.3609006