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短期负荷预测通常是指24小时的日负荷预测和168小时的周负荷预测,本文主要预测的是日平均负荷,对于短期负荷预测-short-term load forecasts usually refers to the 24-hour daily load forecasting and 168 hours a week load forecasting, In this paper, the forecast is the average load, short-term load forecasting
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SVM回归,用于实现支持向量机(SVM
)回归拟合的问题。可以用来做一些短期的预测,如短期负荷预测。-svm regression, used to implement support vector machine (SVM
) Regression fitting problems. Can be used to do some short-term forecasts, such as short-term load forecasting.
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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,
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改进人工神经网络法的 短期负荷预测 -Improved artificial neural network of short-term load forecasting
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可用于电力系统短期负荷预测的RBF网络模型-Can be used for short term load forecasting model of the RBF network
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小波神经网络进行短期电力负荷预测
小波神经网络进行短期电力负荷预测-Wavelet neural network short term load forecasting wavelet neural network short term load forecasting
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基于BP神经网络的短期负荷预测,神经网络用于负荷预测的基本方法。-Short-term load forecasting based on BP neural network, the neural network for load forecasting method.
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用于电力系统短期负荷预测的Elman神经网络程序。演示了下性能还过的去,对于初学Elman神经网络有帮助。-For power system short-term load forecasting Elman neural network program. Demonstrates the performance also had to go under, beginner Elman neural network.
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采用MATLAB神经网络工具箱编程,构建了一个三层的BP神经网络,建立了短期负荷预测的模型,并通过具体实例,进行负荷预测。-Programming using MATLAB neural network toolbox to build a three-layer BP neural network, the establishment of a short-term load forecasting model, and through concrete examples, perform l
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用matlab的小波工具箱和神经网络工具箱实现的短期负荷预测-Short-term load forecasting using wavelet toolbox matlab neural network toolbox to achieve
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基于小波包BP神经网络的短期电力系统负荷预测程序-Electric power system short-term load forecasting BP wavelet packet neural network program based on
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基于最小二乘支持向量机的短期电力负荷预测GUI界面设计,可以参考学习-the Forecasting of Short-term Power Load of GUI design.
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高精度利用小波神经网络预测短期负荷,带自动制结果图-Short-Term Load Forecasting based on Wavelet Neural Network
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基于SVM电力系统短期负荷预测的一个例程。包含数据和程序,与传统的算法相比,本代码在导入SVM训练之前对影响短期负荷的各种因素作了一个加权。-Based on the SVM of power system short-term load forecasting of a routine.Contains the data and programs, compared with the traditional algorithm, this code before importing the S
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为提高了短期负荷预测的精度根据季节气候的不同做不同的模糊处理-In order to improve the precision of short-term load forecasting based on seasonal weather do different fuzzy processing
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计及需求响应的配电网短期负荷精细化预测(Fine forecasting of short term load of distribution network considering demand response)
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基于粒子群优化的最小二乘支持向量机的电力系统短期负荷预测的matlab仿真程序。(Matlab simulation program for short-term load forecasting of power system based on particle swarm optimization (PSO).)
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ARMA和变化系数算法,用于电力系统短期负荷预测,很准确(ARMA algorithm and change coefficient algorithm for power system short-term load forecasting)
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BP遗传算法,电力系统短期负荷预测系统应用(BP genetic algorithm, power system short-term load forecasting system)
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