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基于SCG改进标准BP算法的负荷预测分析
Load Forecasting Analysis of BP Algorithm Based on Improved Standard of SCG
【摘要】 负荷预测是电力系统安全稳定运行的非常重要的环节,其预测精度将会直接影响网络规划、投资,以及电力系统的安全性、可靠性和经济性。介绍了标准BP网络算法的原理,并针对标准BP网络算法的缺陷,提出了一种基于SCG算法改进标准BP网络,达到了收敛速度快、计算精度高的目的。并用算例验证了结论的正确性。
【Abstract】 The load forecasting is very important for the safe and stable operation of power system,its accuracy will directly influence the network planning,investment,and the safety,reliability and economy of power system. This paper introduces the principle of the standard BP network algorithm,and aiming at the defects of standard BP network algorithm,is put forward based on the SCG algorithm to improve the standard BP network,to a chieving the purpose of the convergence speed,high calculation precision. The validity of the conclusion is verified by an example.
【关键词】 SCG;
BP网络;
负荷预测;
收敛速度;
计算精度;
【Key words】 SCG; BP network; load forecasting; convergence speed; calculation accuracy;
【Key words】 SCG; BP network; load forecasting; convergence speed; calculation accuracy;
【基金】 广西研究生教育创新计划资助项目(YCSZ2012026)
- 【文献出处】 电气开关 ,Electric Switchgear , 编辑部邮箱 ,2014年05期
- 【分类号】TM715
- 【被引频次】4
- 【下载频次】104