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Quantifying Safety Impacts of V2X-Enabled Traffic Systems (Phase 1)
Ali Mosleh, Jiaqi Ma, Camila Correa-Jullian

There is a significant interest in researching methods to improve V2X cost-benefit analysis (CBA) and the development of a decision support tool for deployment for different stakeholders. To develop a […]

Report internal

Business Model for V2X
Jiaqi Ma

A summary of proceedings, lessons learned, conclusions, and next steps from the Mobility COE–UCLA Anderson AMR “Business Models for V2X” project, completed on May 31, 2025, outlining scalable paths to […]

academic publication internal

Conference Paper: Risk Assessments Integrating V2X Into Cooperative Driving Automation
Camila Correa-Jullian, Ali Mosleh, Jiaqi Ma

Abstract Cooperative Driving Automation (CDA) and Vehicle-to-Everything (V2X) paradigms have been developed to address the limitations single-vehicle perception and decision-making capabilities across […]

Academic publication  external 

Transportation Research Part E: Logistics and Transportation Review
Mobility, Land Use, and Urban Planning • Systems Analysis and Optimization

Academic publication  external 

Transportation Research Part A: Policy and Practice
Mobility, Land Use, and Urban Planning

Report  external 

ITS America
Systems Analysis and Optimization

Report  external 

United States. Department of Transportation. Intelligent Transportation Systems Joint Program Office
Systems Analysis and Optimization

Report  external 

MITRE
Systems Analysis and Optimization

CATSIP micromobility policy webpage header

Web page  external 

California Active Transportation Safety Information Pages
Pathway Design and Outreach

FHWA report cover titled

Report  external 

Federal Highway Administration
Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

Report cover with the title

Report  external 

SmartGrowth America
Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

Report internal

Mobility COE October 3, 2024 Municipal Workshop Summary
Juan Matute, Kate Burns

A summary of proceedings, lessons learned, conclusions, and next steps from a gathering of approximately 50 transportation professionals gathered in Washington, DC on October 3rd, 2024 to discuss loca […]

Blue and white report cover with drawings of different types of bicycles and scooters.

Report  external 

National Association of City Transportation Officials
Human-Centric Mobility and Society

Screenshot of the CATSIP toolbox webpage

Web page  external 

California Active Transportation Safety Information Pages (CATSIP)
Human-Centric Mobility and Society

Image of FTA STAR report cover showing an image of a future car, shuttle, and bus.

Report  external 

Federal Transit Administration (FTA)
Human-Centric Mobility and Society • Pathway Design and Outreach

Data internal

Operational Safety Concepts for Level 4 Automated Driving System Fleets: Safety Hazard Catalog
Camila Correa-Jullian, Marilia Ramos, Jiaqi Ma, Ali Mosleh

Overview of Operational Safety Concepts for Level 4 Automated Driving System Fleets The project aims to identify safety risks associated with ongoing Automated Driving System (ADS) fleet operations us […]

academic publication internal

Conference Paper: An STPA-Based Analysis of Automated Driving Systems Fleet Maintenance Activities
Camila Correa-Jullian, Marilia Ramos, Ali Mosleh, Jiaqi Ma

Abstract Automated Driving Systems (ADS) are complex systems composed of several sub-systems whose interaction may lead to emerging properties and unintended behaviors. The expected deployment of vehi […]

academic publication internal

Conference Paper: Safety Hazard Identification of Inspection and Maintenance Operations for Automated Driving Systems in Mobility as a Service
Camila Correa-Jullian, John McCullough, Marilia Ramos, Ali Mosleh, Jiaqi Ma

Abstract Cooperative decision-making between humans and automated agents operating at various levels of autonomy (LoA) is an increasing trend observed across multiple industries and research areas. As […]

Report internal

Operational Safety Concepts for Level 4 Automated Driving System Fleets: Risk Mitigation Activities Derivation
Camila Correa-Jullian, Marilia Ramos, Jiaqi Ma, Ali Mosleh

Overview of Operational Safety Concepts for Level 4 Automated Driving System Fleets The project aims to identify safety risks associated with ongoing Automated Driving System (ADS) fleet operations us […]

Report internal

Operational Safety Concepts for Level 4 Automated Driving System Fleets: Qualitative Risk Assessment
Camila Correa-Jullian, Marilia Ramos, Jiaqi Ma, Ali Mosleh

Overview of Operational Safety Concepts for Level 4 Automated Driving System Fleets The project aims to identify safety risks associated with ongoing Automated Driving System (ADS) fleet operations us […]

Report internal

Operational Safety Concepts for Level 4 Automated Driving System Fleets: Best Practices from Related Industries
Camila Correa-Jullian, Marilia Ramos, Jiaqi Ma, Ali Mosleh

Overview of Operational Safety Concepts for Level 4 Automated Driving System Fleets The project aims to identify safety risks associated with ongoing Automated Driving System (ADS) fleet operations us […]

academic publication internal

Journal Paper: Operational safety hazard identification methodology for automated driving systems fleets
Camila Correa-Jullian, Marilia Ramos, Ali Mosleh, Jiaqi Ma

Abstract The safety of Automated Driving Systems (ADS) operating as Mobility as a Service (MaaS) depends on multiple factors in addition to the vehicle’s functionality, reliability, and performance. C […]

Diagram of the urbanism next framework

Web page  external 

University of Oregon
Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

Screenshot of NOCoE webpage and policy framework clearinghouse.

Web page  external 

National Operations Center of Excellence
Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

report cover with teal and orange stripes, and a futuristic image of a car

Government document  external 

State of California
Human-Centric Mobility and Society • Pathway Design and Outreach

Blue and yellow report cover

Report  external 

National Academies of Sciences, Engineering, and Medicine
Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

Blue, yellow, and red TRB AVSM Forum logo

Web page  external 

Transportation Research Board
Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

Report cover with an image of residents walking near the Austin capital building

Plan  external 

City of Austin Texas
Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

APA report cover showing a futuristic car driving along a road made of circuits

Report  external 

American Planning Association
Mobility, Land Use, and Urban Planning

Image of a high-tech traffic control system managing an intersection with cars and pedestrians.

Web page  external 

American Association of State Highway and Transportation Officials
Pathway Design and Outreach • Systems Analysis and Optimization

Dark blue report cover with the US EO of the President seal and the US DOT logo

Report  external 

U.S. Department of Transportation
Pathway Design and Outreach • Systems Analysis and Optimization

Website cover showing NOGAS in black text with green accents

Web page  external 

Massachusetts Institute of Technology
Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning

ITS4US logo - white text on a blue background

Web page  external 

U.S. Department of Transportation
Human-Centric Mobility and Society • Systems Analysis and Optimization

Web page  external 

U.S. Department of Transportation

US DOT Complete Streets

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Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning

Web page  external 

Office of Energy Efficiency & Renewable Energy
Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning • Pathway Design and Outreach • Systems Analysis and Optimization

Screenshot of NSF SMILES award abstract webpage.

Web page  external 

U.S. National Science Foundation

Shared MicromobIlity for affordabLe-accessIblE houSing (SMILIES)

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Human-Centric Mobility and Society • Pathway Design and Outreach

White logo on blue background

Government document  external 

U.S. DOT National Highway Traffic Safety Administration

Occupant Protection Safety Standards for Vehicles Without Driving Controls

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Human-Centric Mobility and Society

Government document  external 

U.S. Department of Transportation

Rural Autonomous Vehicle Research Program

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Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning

Screenshot of NSF award abstract webpage.

Government document  external 

U.S. National Science Foundation
Human-Centric Mobility and Society • Systems Analysis and Optimization

Government document  external 

U.S. DOT Federal Highway Administration
Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

Report cover showing an orange automated car driving down an urban street

Report  external 

National League of Cities
Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

Blue report cover with white background urban diagrams

Report  external 

National Association of City Transportation Officials
Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning

Screenshot of USDOT SMART webpage.

Web page  external 

U.S. Department of Transportation
Human-Centric Mobility and Society • Systems Analysis and Optimization

Report cover showing the title and FHWA logo

Report  external 

U.S. DOT Federal Highway Administration
Mobility, Land Use, and Urban Planning • Systems Analysis and Optimization

Report  external 

U.S. Department of Transportation
Mobility, Land Use, and Urban Planning • Systems Analysis and Optimization

Image of report cover, which has an photo of downtown Seattle on the top, and a futuristic version of it on the bottom

Plan  external 

City of Bellevue and Seattle
Human-Centric Mobility and Society • Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

Cover image for report on Micromobility Policies, Permits, and Practices

Report  external 

National Highway Cooperative Research Program
Mobility, Land Use, and Urban Planning • Pathway Design and Outreach

academic publication internal

California’s zero-emission vehicle adoption brings air quality benefits yet equity gaps persist
Yu Qiao, Yueshuai He, Jiaqi Ma, Yifang Zhu

Zero-emission vehicle (ZEV) adoption is a key climate mitigation tool, but its environmental justice implications remain unclear. Here, we quantify ZEV adoption at the census tract level in California […]