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PR-HW2
This is my homework of pattern recognition.
- 2010-11-03 16:51:11下载
- 积分:1
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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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tspw
求解TSP问题的matlab,代码较为简单,适宜初步学习求解TSP问题(TSP problem matlab, the code is relatively simple, suitable preliminary study for TSP problem)
- 2013-04-16 09:52:58下载
- 积分:1
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Kalman
Kalman滤波处理运动小球圆心位置,实时测量小球的速度、加速度(Kalman filtering processing ball movement right position
)
- 2012-01-02 14:54:30下载
- 积分:1
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FCM_S
该代码是对文章A Modified Fuzzy C-Means Algorithm for Bias Field Estimation and Segmentation of MRI Data算法的实现(the code of A Modified Fuzzy C-Means Algorithm for Bias Field Estimation and Segmentation of MRI Data)
- 2018-01-05 10:11:38下载
- 积分:1
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宋知用
matlab在语音信号分析和合成中的应用,附带程序,可直接在matlab中运行。(The application of MATLAB in speech signal analysis and synthesis, with program, can run directly in MATLAB.)
- 2021-04-14 00:38:56下载
- 积分:1
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MATLABGA
遗传算法程序,包括基因的遗传变异过程,适合做调度问题(genetic algorithm)
- 2010-01-05 17:14:04下载
- 积分:1
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knapsack-ga
knapsack genet algorithm
- 2011-05-01 14:15:12下载
- 积分:1
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Simsontwilson2Dheat
matlab codes for 2d heat equation problems
- 2010-06-04 18:08:00下载
- 积分:1
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zernike
zernike矩的matlab程序,Zernike 矩是一组正交矩,具有旋转不变性的特性。
(matlab program zernike moments, Zernike moments is a set of orthogonal moments, with rotation invariance properties.)
- 2010-09-28 10:47:49下载
- 积分:1