# Optimizing probabilistic spinning reserve by an umbrella contingencies constrained unit commitment

> Research article (International Journal of Electrical Power & Energy Systems, 2019) · cited 21× · AI/ML

**Wikidata**: [openalex:W2912542485](https://www.wikidata.org/wiki/openalex:W2912542485)  
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