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zhuo木鸟 / 亚利桑那州综合能源系统的多元负荷预测

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BSD-3-Clause

亚利桑那州综合能源系统的多元负荷预测

介绍

本仓库对应的说明文档为:https://jacobzhuo.blog.csdn.net/article/details/118253299

本仓库包含了文档中,所有的数据,代码,中间数据,图片,以及详细的描述论文。

代码描述

代码的功能和运行顺序如下:

  1. data_prepare.py:数据预处理代码,主要将附件中的 CSV 数据文件读入 Python 中。之后,对数据进行统计描述,与画出线图、柱状图和自相关图等直观描述,并使用均值-方差标准化、滑动窗口法,将时序数据转换为可供机器学习数据使用的数据。
  2. machine_learning.py:机器学习方法,对时序数据进行建模。包括一元线性回归、支持向量机、决策树、k 近邻算法、AdaBoost、随机森林等。
  3. deep_learning.py:使用深度学习方法,对时序数据进行建模,包括多层感知器、LSTMs 模型。

其他代码,可不必运行: series_to_supervised.py:滑动窗口法代码

BSD 3-Clause License Copyright (c) 2021, zhuo木鸟 All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

简介

本仓库对应的说明文档为:https://jacobzhuo.blog.csdn.net/article/details/118253299 本仓库包含了文档中,所有的数据,代码,中间数据,图片,以及详细的描述论文。 展开 收起
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亚利桑那州综合能源系统的多元负荷预测
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