Related Experiment Video
Updated: Jan 9, 2026

Author Spotlight: Innovative Ice Cream Melting Behavior Analysis Through a Computer Vision System
Published on: October 4, 2024
How do EV crashes differ from ICEV crashes: A comparative study of Pennsylvania.
Ningzhe Xu1, Yiming Xu2, Jun Liu1
1Department of Civil, Construction and Environmental Engineering, The University of Alabama, 251 Shelby Lane, Tuscaloosa, AL 35487, USA.
Electric vehicle (EV) crashes differ from internal combustion engine vehicle (ICEV) crashes in location, time, and severity. Understanding these EV safety differences is key for future road safety planning.
Area of Science:
- Road safety
- Transportation engineering
- Electric vehicle technology
Background:
- Growing adoption of electric vehicles (EVs) necessitates understanding their safety profile.
- Crucial to compare EV safety with internal combustion engine vehicles (ICEVs) for public acceptance.
Purpose of the Study:
- Investigate and compare spatiotemporal patterns and characteristics of EV and ICEV crashes.
- Analyze factors contributing to crash severity for both vehicle types.
Main Methods:
- Utilized Pennsylvania crash data from 2020-2022.
- Employed spatiotemporal analysis, statistical tests, and regression models for comparison.
- Categorized EVs to include battery electric, plug-in hybrid, and hybrid electric vehicles.
Main Results:
- EV crashes more common in urban areas and during daylight.
- EV crashes showed a lower percentage of fatal and severe injuries compared to ICEV crashes.
- Aggressive driving and signal violations linked to EV crashes; DUI and speeding to ICEV crashes.
Conclusions:
- Significant differences exist in the spatiotemporal distribution, crash severity, and contributing factors between EV and ICEV crashes.
- Findings offer critical data for developing targeted road safety strategies for the increasing EV fleet.
Related Concept Videos
Elastic Collisions: Case Study
Introduction to Test of Independence
The test statistic for a test of independence is similar to that of a goodness-of-fit test:
Types of Reports II: Incident or Occurrence Report
Purposes:
In the healthcare industry, reports play a crucial role in documenting incidents within an agency. The primary objective of these reports is to ensure patient safety, uphold the...
Freezing Point Depression and Boiling Point Elevation
The boiling point of a liquid is the temperature at which its vapor pressure is equal to ambient atmospheric pressure. Since the vapor pressure of a solution is lowered due to the presence of nonvolatile solutes, it stands to reason that the solution’s boiling point will subsequently be increased. Vapor pressure increases with temperature, and so a solution will require a higher temperature than will pure solvent to achieve any given vapor pressure, including one...
Comparing the Survival Analysis of Two or More Groups
Statistical Methods for Analyzing Epidemiological Data

