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We devise the Unit Commitment Nearest Neighbor (UCNN) algorithm to be used asa proxy for quickly approximating outcomes of short-term decisions, to maketractable hierarchical long-term assessment and planning for large powersystems. Experimental results on updated versions of IEEE-RTS79 and IEEE-RTS96show high accuracy measured on operational cost, achieved in runtimes that arelower in several orders of magnitude than the traditional approach.

Unit Commitment using Nearest Neighbor as a Short-Term Proxy