Duality-Free Decomposition Based Data-Driven Stochastic Security-Constrained Unit Commitment

To incorporate the superiority of both stochastic and robust approaches, a data-driven stochastic optimization is employed to solve the security-constrained unit commitment model. This approach makes the most use of the historical data to generate a set of possible probability distributions for wind...

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Bibliographic Details
Published in:	IEEE transactions on sustainable energy Vol. 10; no. 1; pp. 82 - 93
Main Authors:	Ding, Tao, Yang, Qingrun, Liu, Xiyuan, Huang, Can, Yang, Yongheng, Wang, Min, Blaabjerg, Frede
Format:	Journal Article
Language:	English
Published:	Piscataway IEEE 01.01.2019 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Computational modeling Computer applications Computing time Constraints Cybersecurity Data buses Data-driven stochastic optimization Decomposition distributionally robust optimization duality-free decomposition Mathematical models Optimization Probability distribution Probability theory Robustness Robustness (mathematics) security-constrained unit commitment Stochastic processes Uncertainty Unit commitment Wind power Wind power generation Wind speed
ISSN:	1949-3029, 1949-3037
Online Access:	Get full text
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