Barr, J. L., Godinez, M. A., Willett, J. A., & Girard, M. K. (2025). Hazardous Material Commodity Flow (Report No. PNNL-37744). United States. Dept. of Transportation. Pipeline and Hazardous Materials Safety Administration. https://rosap.ntl.bts.gov/view/dot/85043
Barr, Jonathan L, Melanie A Godinez, Jesse A Willett, and Michael K Girard. Hazardous Material Commodity Flow. Report no. PNNL-37744. United States. Dept. of Transportation. Pipeline and Hazardous Materials Safety Administration, 2025. https://rosap.ntl.bts.gov/view/dot/85043.
Barr, Jonathan L, et al. Hazardous Material Commodity Flow. United States. Dept. of Transportation. Pipeline and Hazardous Materials Safety Administration, 2025, Report no. PNNL-37744, ROSA P. https://rosap.ntl.bts.gov/view/dot/85043.
The Hazardous Material Commodity Flow project for the U.S. Department of Transportation's Pipeline and Hazardous Materials Safety Administration report focuses on the evaluation, testing, and implementation of systems for monitoring the transportation of hazardous materials (Hazmat) on roadways. This report details the current state of technology for hazardous material flow as well as approaches to increase public safety on roadways through the application of cost-saving automated monitoring systems employing Artificial Intelligence (AI) to enhance Hazmat identification, flow modeling, and flow monitoring on U.S. roadways. The report provides in-depth assessment of technology and data, capabilities, testbed selection criteria, and testing protocols that can be used towards hazardous materials flow tracking.
Barr, J. L., Godinez, M. A., Willett, J. A., & Girard, M. K. (2025). Hazardous Material Commodity Flow (Report No. PNNL-37744). United States. Dept. of Transportation. Pipeline and Hazardous Materials Safety Administration. https://rosap.ntl.bts.gov/view/dot/85043
Barr, Jonathan L, Melanie A Godinez, Jesse A Willett, and Michael K Girard. Hazardous Material Commodity Flow. Report no. PNNL-37744. United States. Dept. of Transportation. Pipeline and Hazardous Materials Safety Administration, 2025. https://rosap.ntl.bts.gov/view/dot/85043.
Barr, Jonathan L, et al. Hazardous Material Commodity Flow. United States. Dept. of Transportation. Pipeline and Hazardous Materials Safety Administration, 2025, Report no. PNNL-37744, ROSA P. https://rosap.ntl.bts.gov/view/dot/85043.
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findings, journal articles, guidelines, recommendations, or other information authored or co-authored by
USDOT or funded partners. As a repository, ROSA P retains documents in their original published format to
ensure public access to scientific information.
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