Data Science Challenges and Opportunities in Highway Transportation
IEEE Big Data
October 29, 2014
Presentation Outline
- EAR Program Background
- Investments in Data Science for Highway Research
- Opportunities and Challenges
Key Processes
- Focus on high-risk, high payoff research
- Merit review is used to enhance the quality of research processes and results
- Research stakeholders are involved throughout
- Commitment to successful project handoff
Program Status
- 200+ Initial stage investigations
- Seven solicitations resulting in
- 75 projects awarded; 36 ongoing
- $72M federal, $26M match
- 75 projects awarded; 36 ongoing
- 8th closed in 2014
- Topics: Structural assessment, safety data, freight data, freight modeling
- Topics: Structural assessment, safety data, freight data, freight modeling
Focus Areas
Connected highway system concepts
Breakthrough concepts in material science
Human behavior and travel choices
New technology and advanced policies for energy and resource conservation
Technology for assessing performance
Connected Highway Systems
- New Data
- Real time data, data fusion, data analytics
- Real time data, data fusion, data analytics
- New Communications
- DSRC, Cellular, etc.
- DSRC, Cellular, etc.
- Enabling Technologies
- Localization and mapping
- Extended situational awareness
- Adaptive control systems
- Localization and mapping
Human Behavior
- Massive New Data
- Naturalistic driving studies
- Communications metadata
- Social networking
- Naturalistic driving studies
- Enabling Technologies
- Automation
- Predictive modeling
- Real time, large scale markets
- Automation
Assessing Performance
- Massive New Data
- Roadside sensors
- Vehicle based sensors
- Structural monitoring
- Roadside sensors
- Predictive Modeling
- Actionable information
- Actionable information
Opportunities
- Use of data to improve
- Highway safety
- Asset conditions
- System reliability, efficiency
- Energy, resource sustainability
- Highway safety
- Scientific
- Valid
- Reproducible
- Valid
- Operational
- Actionable
- Efficient
- Accessible
- Secure
- Flexible
- Actionable
Thank You
David Kuehn
Program Manager
(202) 493-3414
david.kuehn@dot.gov
Last updated: Monday, December 2, 2019