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NO-LESS: Near optimal curtailment strategy selection for net load balancing in micro grids

机译:缺点:微网格中净负载平衡的近最优缩减策略选择

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The integration of renewable energy sources such as solar PVs into micro grids has increased in recent years. However, the intermittent and unpredictable nature of renewable energy generation makes supply uncertain, in turn requiring continuous net load balancing to ensure grid stability. One technique to achieve net load balancing is curtailment, however, selection of the optimal set of curtailment strategies to achieve a targeted curtailment is NP-hard. State-of-the-art curtailment selection techniques approach this problem by either developing computationally expensive optimal curtailment strategies or reduce accuracy to generate sub-optimal solutions quickly. In this work, we develop NO-LESS: a Near OptimaL CurtailmEnt Strategy Selection algorithm. NO-LESS is a novel Fully Polynomial Time Approximation Scheme (FPTAS) which determines bounded (near optimal) curtailment strategies in a small amount of time while simultaneously satisfying practical constraints on strategy switching overhead and curtailment fairness. We perform both theoretical analysis and practical evaluation to show that NO-LESS is a scalable solution for performing net load balancing through curtailment strategy selection in Micro Grids.
机译:近年来,可再生能源等可再生能源诸如太阳能光伏进入微网格。然而,可再生能源产生的间歇性和不可预测性质使供应不确定,依次需要连续的净负载平衡以确保电网稳定性。实现净负载平衡的一种技术是缩减的,但是,选择实现目标缩减的最佳缩减策略是NP-HARD。最先进的缩减选择技术通过开发计算昂贵的最佳缩减策略或降低快速生成次优溶液的准确性来解决这个问题。在这项工作中,我们不再开发:一个近最佳缩减策略选择算法。不少的是一种新的全多项式近似方案(FPTA),其在少量时间内确定有界(近最佳)削减策略,同时满足战略转换开销和缩减公平的实际限制。我们都进行理论分析和实际的评估表明,NO-LESS是通过微电网削减战略选择进行网络负载平衡的可扩展解决方案。

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