Deep Learning and Its Applications for Vehicle Networks

9 Load prediction of an electric vehicle charging pile

Peng Shurong and Peng Jiayi

Changsha University of Science & Technology, Changsha, China

Yang Yunhao

Zhejiang University, Hangzhou, China

Li Bin

Changsha University of Science & Technology, Changsha, China

DOI: 10.1201/9781003190691-12

Contents

1. 9.1 Introduction
2. 9.2 Charging load characteristic analysis of electric vehicles
3. 9.3 Quantile regression model of dilated causal convolutional
   • 9.3.1 Dilated causal convolutional
   • 9.3.2 Kernel density estimation
   • 9.3.3 Dilated causal convolutional quantile regression
   • 9.3.4 Model evaluation index
   • 9.3.5 Example simulation based on python
4. 9.4 Spatio-temporal dynamic load prediction of charging pile load based on deep learning
   • 9.4.1 Spatio-temporal dynamic ...