Single and Multi-Step Forecasting with Univariate and Multivariate Inputs Using TCN-GRU Based on MATLAB

Single and Multi-Step Forecasting with Univariate and Multivariate Inputs Using TCN-GRU Based on MATLAB

Single and multi-step forecasting with univariate and multivariate inputs using TCN-GRU based on MATLAB. TCN (Temporal Convolutional Network) is a time series model based on convolutional neural networks. GRU (Gated Recurrent Unit) is a type of recurrent neural network unit, and the TCN-GRU prediction model combines TCN and GRU. The TCN layer is used for … Read more

Wind Power Generation Forecasting Based on GRU Optimized by Sparrow Algorithm

Wind Power Generation Forecasting Based on GRU Optimized by Sparrow Algorithm

Wind Power Generation Forecasting Based on GRU Optimized by Sparrow Algorithm 1. GRU Principles RNNs are suitable for analyzing and processing time series data because they introduce a recurrent unit structure in the network, allowing internal connections between hidden units, which makes it possible to explore temporal relationships between non-continuous data. However, RNNs suffer from … Read more

Temperature Prediction Model for Traction Motors of EMUs Based on MultiCNN-GRU-ITA

Temperature Prediction Model for Traction Motors of EMUs Based on MultiCNN-GRU-ITA

Serving the Strategy of a Strong Transportation Nation Leading the Development of the Railway Industry● Click the blue text to follow us ● Serving the Strategy of a Strong Transportation Nation Leading the Development of the Railway Industry● Click the blue text to follow us ● Serving the Strategy of a Strong Transportation Nation Leading … Read more

Optimizing CNN-BiGRU-Attention Wind Power Prediction Using ZOA

Optimizing CNN-BiGRU-Attention Wind Power Prediction Using ZOA

Click the blue text above to follow us Author’s Note ✅ Author’s Introduction: A Matlab simulation developer passionate about research, improving both mindset and technology. For Matlab project collaboration, please DM or scan the QQ QR code in the article. ⛳️ Motto: A journey of a hundred miles begins with a single step. For more … Read more