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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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Matlab_function
matlab 常见函数说明， CHM格式，查阅方便(matlab common function description, CHM format, easy access)
- 2011-02-08 19:40:12下载
- 积分：1
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chap9-5
伺服系统三环的PID控制MATLAB仿真（根据是否加入摩擦干扰和前馈补偿分别进行仿真）(Ring of the PID servo control system MATLAB simulation (based on whether to join the disturbance and feedforward compensation for friction is simulated, respectively))
- 2010-05-06 17:51:11下载
- 积分：1
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7
说明： 单环掺铒光纤激光器光延迟反馈的混沌控制，希望有用(The superlattice optical quantum well bi-stable system of global split ends
And chaos behavior)
- 2012-04-19 22:17:12下载
- 积分：1
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pcode
polar code in matlab and the same can be used in BSC
- 2013-08-15 11:42:09下载
- 积分：1
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adaptive-filter-of-MATLAB
matlab 的自适应滤波器仿真程序，包括LMS算法的仿真程序，NLMS算法的仿真程序(adaptive filter matlab simulation program, including the LMS algorithm of the simulation program, NLMS algorithm simulation program)
- 2011-09-10 22:21:46下载
- 积分：1
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analysis-of-variance
《MATLAB统计分析与应用：40个案例分析》程序与数据第7章 的源代码：方差分析(" MATLAB statistical analysis and application: 40 Case Studies" program and data in Chapter 7 of the source code analysis of variance)
- 2013-10-02 22:54:47下载
- 积分：1
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gpops21
GPOPS是一个可以进行大规模非线性优化的MATLAB工具箱.(GPOPS, short for General Pseudospectral OPtimal Control Software is a Matlab optimal control software designed to implement the Gauss and Radau hp-adaptive pseudospectral methods. These methods approximate the state using a basis of Lagrange polynomials and collocate the dynamics at either the Legendre-Gauss or Legendre-Gauss-Radau points. )
- 2013-11-19 12:46:52下载
- 积分：1
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Timofte-ICCV-2013
Anchored Neighborhood Regression for Fast Example-Based Super-Resolution
- 2013-12-19 14:28:16下载
- 积分：1
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mexhandle
地图构建算法，对于想学地图构建的matlab方法实现的人可以来看一看，一定会有帮助的(Map construction algorithm, to those who want to learn map construction of matlab Method man can see, will help)
- 2011-12-27 22:13:01下载
- 积分：1
