Work

Research on the Social Development of New Energy Vehicles based on XGBoost-SHAP and GA-biLSTM Models

Year: 2024

Type: article

Abstract: China deeply promotes the implementation of new energy gas vehicle national strategy, new energy automobile industry continues to develop healthily, and gradually become an important force to promote the transformation and upgrading of the global automobile industry. In order to understand the impact of various domestic factors on the development of new energy vehicles, this paper firstly adopts the Delphi method to establish the index system of new energy vehicle development, and establishes the XGBoost-SHAP evaluation model to explore the development of China's new energy vehicles; secondly, it adopts the GA-biLSTM prediction model to forecast the time sequence of the comprehensive development indexes of new energy vehicle industry. Finally, through the social impact analysis of new energy vehicles, a simulation model is established to explore the impact of new energy vehicles on the ecological environment.

Source: International Journal of Electric Power and Energy Studies

DOI: 10.62051/ijepes.v2n3.02

Authors: Runqing Wang, Jincheng Zhang, Wenyan Shi, Xueying Li, Zhao Xue

Institutions: Dalian Minzu University, Liaoning Normal University

Language: English

Topic: Electric Vehicles and Infrastructure

Subfield: Electrical and Electronic Engineering

Field: Engineering

Domain: Physical Sciences

SDGs: Industry, innovation and infrastructure, Climate action, Affordable and clean energy, Sustainable cities and communities

Open Access status: hybrid

OpenAlex ID: W4402203953

FWCI: 0.104

Cites:

Cited by: 1

Related to: 10