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POWER LOAD FORECASTING METHOD IN MULTI-ENERGY COUPLING MODE

机译:多能量耦合模式下的电力负荷预测方法

摘要

The present invention relates to a load forecasting method based on a multi-energy coupling scene, which comprises the following steps: step 1, establishing a multilevel indicator system of key influencing factors of load demand in a multi-energy mode; step 2, obtaining key influencing factors influencing the total load demand and the total supply of the multi-energy coupling load; step 3, normalizing the data of the key influencing factors extracted in step 2, and initializing population characteristic parameters of adaptive firework algorithm (AFWA); step 4, forecasting the regional total power demand and regional coupling power supply respectively by adopting LSSVM optimized by the AFWA algorithm; and step 5, forecasting the net power load demand on the regional coupling power supply. The present invention improves the calculation efficiency and model stability and also ensures the forecasting accuracy.
机译:本发明涉及一种基于多能耦合场景的负载预测方法,包括以下步骤:步骤1,在多能量模式下建立负载需求的关键影响因素的多级指示器系统;步骤2,获得影响总负载需求的关键影响因素和多能耦合负荷的总供应;步骤3,归一化步骤2中提取的关键影响因子的数据,以及初始化自适应烟花算法的群体特征参数(AFWA);步骤4,通过采用AFWA算法优化的LSSVM,分别预测区域总功率需求和区域耦合电源;和步骤5,预测区域耦合电源的净功率负荷需求。本发明提高了计算效率和模型稳定性,并确保了预测精度。

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