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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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gaborfilter
Matlab source code of gaborfilter
- 2011-12-21 09:54:53下载
- 积分：1
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matlab.1
主要是计算LD中光场的分布，以及在稳态条件下载流子的增益，属于稳态条件下简单的情况(Mainly calculated in LD light field distribution, and the steady-state condition downloading carriers gain, belonging to steady state conditions the simplest case)
- 2013-07-02 10:49:22下载
- 积分：1
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gaussfilterbasedukf
：介绍了扩展卡尔曼滤波算法和无迹变换(unscented transformation，UT)算法，并对扩展卡尔曼滤波算法(EKF)和无
迹卡尔曼滤波算法(UKF)进行比较，阐明了UKF优于EKF。在此基础上，提出了一种基于Unscented变换(uT)的高斯和滤
波算法，该算法首先通过合并准则得到适当个数的混合高斯模型，逼近系统中非高斯噪声的概率密度(: Introduction of the extended Kalman filter algorithm and unscented transform (unscented transformation, UT) algorithm, the extended Kalman filter algorithm (EKF) and unscented Kalman filter (UKF) for comparison to clarify the UKF is superior to EKF. On this basis, we propose an approach based on Unscented Transform (uT) and the Gaussian filtering algorithm, which first of all, by merging the appropriate number of criteria to be a mixture of Gaussian model, which was close to the system of the Central African Gaussian noise probability density)
- 2007-07-24 11:21:38下载
- 积分：1
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video2gops
Video 2 Group of pictures for H.264 standard
- 2010-06-24 19:07:50下载
- 积分：1
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ACATSP
蚁群算法求解旅行商问题matlab源程序,可画图.(Ant colony algorithm for traveling salesman problem (matlab source code), the algorithm has a drawing function.)
- 2010-08-23 15:05:54下载
- 积分：1
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150hzand500hz
基于fxlms算法的matlab代码
主动噪声控制技术(Based fxlms algorithm matlab code
Active Noise Control Technology)
- 2020-07-03 20:20:02下载
- 积分：1
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kruskal
kruskal算法，是一种最短路径算法的研究，用于研究最短路径(Kruskal algorithm, is one of the shortest path algorithm, the shortest path for research)
- 2013-05-12 18:36:44下载
- 积分：1
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mmse-ml-vblast
做了一个基本的2x2的MIMO系统性能仿真测试，包含了mmse，vblast，ml等(I made a basic 2x2 MIMO system performance simulation tests, including mmse, vblast, ml, etc.)
- 2015-05-27 21:13:09下载
- 积分：1
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AGWN_BER
高斯白噪声信道下原信号的误码率特性，仅供参考(Gaussian white noise channel bit error rate characteristics of the original signal)
- 2010-05-29 20:51:01下载
- 积分：1
