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优秀论文及配套源码 SVM Short-term-Load-Forecasting
优秀论文及配套源码。首先阐述了负荷预测的应用研究现状，概括了负荷预测的特点及其影响因素，归纳了短期负荷预测的常用方法，并分析了各种方法的优劣；接着介绍了作为支持向量机（SVM）理论基础的统计学习理论和SVM的原理，推导了SVM回归模型；本文采用最小二乘支持向量机（LSSVM）模型，根据浙江台州某地区的历史负荷数据和气象数据，分析影响预测的各种因素，总结了负荷变化的规律性，对历史负荷数据中的“异常数据”进行修正，对负荷预测中要考虑的相关因素进行了归一化处理。LSSVM中的两个参数对模型有很大影响，而目前依然是基于经验的办法解决。对此，本文采用粒子群优化算法对模型参数进行寻优，以测试集误差作为判决依据，实现模型参数的优化选择，使得预测精度有所提高。实际算例表明，本文的预测方法收敛性好、有较高的预测精度和较快的训练速度。(first expounds the recent application research of load forecasting, summarized the characteristics of load forecasting and influencing factors, summed up common methods of short-term load forecasting, and analyzed the advantages and disadvantages of each method then introduced statistical learning theory and the principle of SVM as the basis of support vector machine (SVM ) theory, SVM regression model is derived this paper adopted least squares support vector machine (LSSVM) model, according to the historical load data and meteorological data of a certain area of Zhejiang Taizhou, Analysised the various factors affecting the forecast, summed up the regularity of load change , amended "outliers" in the historical load data,the load forecasting factors to be considered were normalized. The two parameters of LSSVM have a significant impact on the model, but it is still soluted based on the experience currently. So, this paper adopted particle swarm optimization algorithm to optimized )
- 2021-04-01 17:09:08下载
- 积分：1
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newton
说明： 牛顿-拉夫森迭代方法是解非线性方程非常著名也是比较有效的方法之一，如果离初值近，收敛速度很快。(Newton- La Fusen iterative method for solving nonlinear equations is well-known effective method is one of, if the initial value from the past, the convergence is fast.)
- 2010-04-13 21:20:33下载
- 积分：1
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04
说明： 一些有关最优控制理论的控制实例程序集和仿真 (Control instance assembly of the optimal control theory and simulation)
- 2012-06-11 16:32:38下载
- 积分：1
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bullet-through-the-wall
bullet through the wall
- 2014-09-07 11:10:54下载
- 积分：1
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bpfft
带通fft滤波器,简单实用，最干净的实现数据滤波；(Fft bandpass filter , simple and practical , the cleanest data filtering
)
- 2014-12-09 10:32:25下载
- 积分：1
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LMS_MatLab
LMS算法的Matlab实现。。。。。。。。。(LMS algorithm Matlab implementation. . . . . . . . .)
- 2010-01-21 19:32:12下载
- 积分：1
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sound01
chk sound files with band pass filters
- 2011-07-04 22:19:29下载
- 积分：1
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SPLLL
使用matlab/simulink对锁相环进行了仿真研究(Matlab/simulink simulation study of phase-locked loop)
- 2013-02-02 15:10:36下载
- 积分：1
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DISSIM
相异性分析 DISSIM分析，程序自己编的，有数据有结果(dissimilarity analysis)
- 2020-11-26 14:29:32下载
- 积分：1
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work
通过参数设定，改变不同类型的整幅图像的亮度(scale the intensity of the input image)
- 2009-12-11 16:35:03下载
- 积分：1
