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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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SelfExample
最近有人问我关于什么时候用self.赋值的问题, 我总结了一下, 发出来给大家参考. 有什么问题请大家斧正.(Recently someone asked me about when to use self. Assignment, I sum up a bit, given to your reference. Have any questions please Fu Zheng.)
- 2011-01-25 10:12:05下载
- 积分：1
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VariationalMinimax
VariationalMinimax in MATLAB...it is useful one....
- 2013-01-14 15:58:57下载
- 积分：1
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Academic.Press.3G.Evolution.HSPA.and.LTE.for
matlab lte sc fdma ofdma channel estimation
- 2011-05-08 17:58:27下载
- 积分：1
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PostProcessing
有限元前处理的一个小程序，包括网格的划分等，比较有用(A finite element pre-processing program, including the division of the grid, the more useful)
- 2013-04-16 22:12:17下载
- 积分：1
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Gauss
这是一篇关于高斯伪谱法的源代码，具有很好的指导意义(This is a Gaussian pseudo-spectral method on the source code, with a good guide)
- 2013-11-28 21:09:48下载
- 积分：1
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branchwater
water supply brancj system analyzer
- 2012-01-14 00:30:20下载
- 积分：1
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wave-denoise
程序利用小波分解将声音信号分解为高频与低频部分，而后利用软阈值方法确定高频与低频各自的小波重构系数，将高频与低频部分重构还原信号达到降噪的目的。(Program using wavelet decomposition sound signal into high and low parts, then use soft threshold method to determine the high and low frequency coefficients of each wavelet reconstruction, reconstruction of the high and low frequency part of the purpose of noise reduction signal reaches.)
- 2014-05-25 18:10:48下载
- 积分：1
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qlz2
simulink 模型。电力电子用。参数已设置好。(simulink model. Power electronics. Parameters have been set up.)
- 2012-06-07 21:22:38下载
- 积分：1
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Untitled
TEST FILES IN ORDER TO HAVE RESULTS FOR DIFFERENT TYPES OF PAM
- 2011-07-30 08:37:30下载
- 积分：1
