4.5 Article

Consumer Preferences for Electric Vehicle Charging Infrastructure Based on the Text Mining Method

Journal

ENERGIES
Volume 14, Issue 15, Pages -

Publisher

MDPI
DOI: 10.3390/en14154598

Keywords

charging infrastructure; natural language processing; public comment assessment; consumer preferences; regional differences

Categories

Funding

  1. National Natural Science Foundation of China [71673266, 91646201]
  2. National Social Science Foundation of China [19ZDA081]
  3. National Key Research and Development Program of China [2017YFE0101800]

Ask authors/readers for more resources

The construction of charging infrastructure has a positive impact on promoting the diffusion of new energy vehicles, according to a study using natural language processing technology to analyze consumer preferences from social media comments. Consumers in first-tier cities show more interest in charging infrastructure, with the majority focusing on charging issues, national policy support, driving range, and installation of private charging piles. DC fast charging is the preferred mode among consumers, with concerns like finding public charging stations during travel and improving battery performance being key factors in addressing range anxiety.
The construction of charging infrastructure has a positive effect on promoting the diffusion of new energy vehicles (NEVs). This study uses natural language processing (NLP) technology to explore consumer preferences for charging infrastructure from consumer comments posted on public social media. The findings show that consumers in first-tier cities pay more attention to charging infrastructure, and the number of comments accounted for 36% of the total. In all comments, consumers are most concerned about charging issues, national policy support, driving range, and installation of private charging piles. Among the charging modes of charging piles, direct current (DC) fast charging is more popular with consumers. The inability to find public charging piles in time to replenish power during travel or high energy consumption caused by air conditioning is the main reason for consumers' range anxiety. Increasing battery performance, improving charging convenience, and construction of battery swap station are the main ways consumers prefer to increase driving range. Consumers' preference for charging at home is the main reason for their high attention to the installation of private charging piles. However, the lack of fixed parking spaces and community properties have become the main obstacles to the installation of private charging piles. In addition, consumers in cities with different development levels pay different amounts of attention to each topic of charging infrastructure. Consumers in second-tier and above cities are most concerned about charging issues. Consumers in third-tier and above cities pay significantly more attention to the installation of private charging piles than consumers in fourth-tier and fifth-tier cities. Consumers in each city have almost the same amount of attention to driving range.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.5
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available