Distributionally robust hierarchical multi-objective voltage risk management for unbalanced distribution systems
•A novel Wasserstein-based distributionally robust method for voltage risk assessment is proposed.•A new risk management model is proposed for unbalanced DSs, which is formulated as a hierarchical multi-objective structure.•Multiple uncertainties in different levels and objectives are formulated by...
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Veröffentlicht in: | International journal of electrical power & energy systems 2023-12, Vol.154, p.109446, Article 109446 |
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Hauptverfasser: | , , , , , , |
Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | •A novel Wasserstein-based distributionally robust method for voltage risk assessment is proposed.•A new risk management model is proposed for unbalanced DSs, which is formulated as a hierarchical multi-objective structure.•Multiple uncertainties in different levels and objectives are formulated by the corresponding Wasserstein ambiguity sets.•Hierarchical multi-objective DRO model is reformulated into tractable bilevel mixed-integer convex programs.
The large-scale integration of renewable energy generators (REGs) is key to reducing carbon emissions. However, the intermittency of REG outputs poses operational risk challenges on distribution systems (DSs). This paper proposes a novel Wasserstein-based distributionally robust assessment for the voltage risk index that represents both likelihood and non-linearly increasing severity of voltage violations. We propose a hierarchical DRO model for risk management that integrates a multi-objective distributionally robust optimization (DRO) at the distribution system operator (DSO) level and a basic DRO at the user level. Then, a systematic solution method is developed, where the proposed model is equivalently reformulated into tractable bilevel mixed-integer convex programs. The effectiveness, advantages, and scalability of the proposed method are validated on the IEEE 33-bus system and unbalanced IEEE-123-bus system. |
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ISSN: | 0142-0615 |
DOI: | 10.1016/j.ijepes.2023.109446 |