USA Banner

Official US Government Icon

Official websites use .gov
A .gov website belongs to an official government organization in the United States.

Secure Site Icon

Secure .gov websites use HTTPS
A lock ( ) or https:// means you’ve safely connected to the .gov website. Share sensitive information only on official, secure websites.

U.S. Department of Transportation U.S. Department of Transportation Icon United States Department of Transportation United States Department of Transportation
OFFICE OF RESEARCH, DEVELOPMENT, AND TECHNOLOGY AT THE TURNER-FAIRBANK HIGHWAY RESEARCH CENTER

EAR Multidisciplinary Initiative to Create and Integrate Realistic Artificial Datasets

Publication Information

Publication Type:
Summary Report
Publication Number:
FHWA-HRT-23-058
Abstract:

This summary report examines how safety models traditionally focus on crash frequencies or rates and do not always reflect the underlying causes of the crashes. Even models that accurately estimate crash measures and consist of multiple causal factors may not explain all causal relationships. Yet understanding what causes crashes is crucial to developing countermeasures and ensuring safety. To expand traditional modeling practices and results, the Federal Highway Administration’s Exploratory Advanced Research (EAR) Program sponsored a project to develop a framework that would generate realistic artificial datasets (RADs) that mimic the known causal relationships between contributing factors and crashes. The researchers applied the framework to generate RADs for ramp terminals and speed change lane facilities at diamond interchanges.

 


 

Recommended citation: Federal Highway Administration, Multidisciplinary Initiative to Create and Integrate Realistic Artificial Datasets (Washington, DC: 2023) https://doi.org/10.21949/1522003

Publishing Date:
June 2023
Posting Date:
Digital Object Identifier:
https://doi.org/10.21949/1522003
Author(s):
Edara, P. (ORCID: 0000-0003-2707-642X)
Sun, C. (ORCID: 0000-0002-8857-9648)
Brown, H. (ORCID: 0000-0003-1473-901X)
Savolainen, P. (ORCID: 0000-0001-5767-9104)
Shankar, V. (ORCID: 0000-0002-6671-2268)
Balakrishnan, B. (ORCID: 0000-0002-0994-0213)
Shang, Y. (ORCID: 0000-0001-7771-4034)
Chakraborty, S. (ORCID: 0000-0003-2022-1735)
Adu-Gyamfi, Y. (ORCID: 0000-0002-1924-9792)
Li, C. (ORCID: 0000-0002-3237-1477)
Aati, K. (ORCID: 0000-0001-8834-7735)
Li, C. (ORCID: 0000-0002-3237-1477)
Huang, Y. (ORCID: 0000-0002-7346-5293)
Mussah, A. (ORCID: 0000-0002-1084-5598)
Hopfenblatt, J.
Publishing Office:
Exploratory Advanced Research Team
FHWA Program(s):
Research
Exploratory Advanced Research
Safety
AMRP Program(s):
Safety Data and Analysis
FHWA Activities:
Development of Crash Modification Factors Program
Subject Area:
Research