Therefore, this paper proposes a two-stage robust optimization (TSRO) model for 5G base stations, considering the scheduling potential of backup energy storage. At the day-ahead stage, the objective function is to minimize the comprehensive operational cost. . network reliability has become a critical and urgent problem. Replacing the traditional lead-acid batteries with lithium ones in power backup is one option and trend, as the latter uses more cost-efficient ma erials that is more reliable, efficient and space-saving [64]. A large amount of BS backup energy storage (BES) remains underutilized. Among various battery technologies, Lithium Iron Phosphate (LiFePO4) batteries stand out as the ideal choice for telecom base station backup. . Numerous studies have affirmed that the incorporation of distributed photovoltaic (PV) and energy storage systems (ESS) is an effective measure to reduce energy consumption from the utility grid. In this paper, firstly, an energy consumption prediction model based on long and short-term. .
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