论文标题
预测t r包作为时间序列预测风速和太阳辐射建模应用的测试台
ForecastTB An R Package as a Test-Bench for Time Series Forecasting Application of Wind Speed and Solar Radiation Modeling
论文作者
论文摘要
本文介绍了R软件包预测，该软件包可以用来比较与时间序列数据集的特征相关的不同预测方法的准确性。预算力是一个插件结构化模块，可以在简单的说明中包含几种预测方法。所提出的测试台不限于默认预测和错误度量函数，用户可以根据需求附加，删除或选择所需的方法。此外，还提供了几个绘制功能和统计性能指标，以可视化不同预测方法的比较性能和准确性。此外，本文提供了具有自然时间序列数据集（即风速和太阳辐射）的真实应用示例，以展示ForecastTB软件包的特征，以评估受数据集特性影响的预测比较分析。建模结果表明提出的R包装预测的适用性和鲁棒性用于时间序列预测。
This paper introduces an R package ForecastTB that can be used to compare the accuracy of different forecasting methods as related to the characteristics of a time series dataset. The ForecastTB is a plug-and-play structured module, and several forecasting methods can be included with simple instructions. The proposed test-bench is not limited to the default forecasting and error metric functions, and users are able to append, remove, or choose the desired methods as per requirements. Besides, several plotting functions and statistical performance metrics are provided to visualize the comparative performance and accuracy of different forecasting methods. Furthermore, this paper presents real application examples with natural time series datasets (i.e., wind speed and solar radiation) to exhibit the features of the ForecastTB package to evaluate forecasting comparison analysis as affected by the characteristics of a dataset. Modeling results indicated the applicability and robustness of the proposed R package ForecastTB for time series forecasting.
