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Sponsor: RIMI

Categorizing and Prioritizing Trip Types to Support California’s VMT Reduction Goals

Status

In Progress

Project Timeline

October 27, 2022 - April 30, 2025

Principal Investigator

R. (Jay) Jayakrishnan

Project Team

Michael Hyland, Michael McNally, Rony Gracious

Sponsor, Program & Award Number

RIMI: RIMI-3Q

Areas of Expertise

Travel Behavior, Land Use, & the Built Environment

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

Vehicle miles traveled (VMT) is a well-accepted measure of the amount of travel taking place on a transportation system and thus, that system's climate impacts and sustainability characteristics. California Senate Bill (SB) 375 establishes a process for setting regional-level targets to reduce VMT, which necessitates incorporating VMT-based analysis into transportation planning and modeling in practice. The issue is whether VMT needs to be further classified into "types of VMT" that can be incorporated into the process to provide more sensitive policy analysis. Trips differ in both their purpose and in the mode or vehicle used, and consequently, VMT can be viewed as better or worse for economic productivity and sustainability based on these characteristics. For example, some car trips can be accomplished with web-based devices. Little research has pursued this notion for policy-making purposes. Using available data on trip purposes, and on vehicle mixes (in terms of fuel usage and environmental impact) used for trips, productivity-based indices can be developed to properly assess the environmental/energy impacts of the VMT associated with broad classes of trips. This project utilizes various data sources and an existing transportation system planning and analysis model (for a selected case study network) to develop methods for identifying and prioritizing potential VMT categories. Researchers will then use this information to evaluate the impact of different policies. This initial study will also serve as a trial for larger studies to evaluate system-wide policy implications. VMT category-based pricing, subsidy, taxation and land-use policies can be tested in selected network case studies. One simple example would be taxing VMT from electric vehicles less than gasoline powered vehicles.

Assessing the Charging-as-a-Service (CaaS) Model for EV Charging Deployment in California

Status

Complete

Project Timeline

September 25, 2023 - May 31, 2025

Principal Investigator

Matthew Dean

Project Team

Angela Yun

Sponsor, Program & Award Number

RIMI: 2024-33-3AA
(Also see the UC ITS page)

Areas of Expertise

Zero-Emission Vehicles & Low-Carbon Fuels

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

To support Governor Newsom’s goal of 8 million zero-emission vehicles (ZEVs) by 2030, nearly 1.2 million chargers will be needed for light-duty ZEVs. Currently, 80% of electric vehicle charging occurs at home, however, less than 5% of this charging occurs at multi-unit dwellings (MUDs), where 30-40% of low-income households reside. Charging-as-a-service (CaaS) offers complete charging coverage through a monthly subscription, making it possible for MUD property owners to install chargers for renters and guests at minimal upfront costs. Other users, such as small businesses, school districts, and transit agencies, could also benefit from CaaS. Thus, CaaS shows promise as a means to help overcome ZEV adoption barriers in all of these segments, but to date there is little known about CaaS users’ and stakeholders’ experiences. This project aims to investigate the concept of CaaS and identify the various services and user groups that could benefit from this model. The researchers will collect first-of-its-kind data from CaaS participants (i.e., providers, end users, and utilities) through semi-structured interviews. The team will then code participant responses according to key themes, shedding light on perceptions, values, challenges, opportunities associated with the CaaS business model and its role in addressing the issue of charging infrastructure accessibility. The qualitative data will inform the development of policies and incentives aimed at accelerating the installation of charging infrastructure, particularly for vehicle segments that are challenging to electrify.

Related Publications

policy brief | Apr 2025

Charging-as-a-Service is an Innovative Business Model that Could Help with California’s Vehicle Electrification Goals

Read more
blog | Apr 2025

How a Charging-As-A-Service Model Could Support and Expand Electric Vehicle Charging Stations

Read more
research report | Mar 2025

Assessing the Charging-as-a-Service (CaaS) Model for EV Charging Deployment in California

Read more

Exploring Sensor Threats and Vulnerabilities in Intelligent Traffic Controllers

Status

Complete

Project Timeline

September 25, 2023 - May 31, 2025

Principal Investigator

Mohammad Al Faruque

Sponsor, Program & Award Number

RIMI: 2024-30-5M
(Also see the UC ITS page)

Areas of Expertise

Intelligent Transportation Systems, Emerging Technologies, & Big Data

Team Departmental Affiliation

Electrical Engineering and Computer Science

Project Summary

Advanced Transportation Controllers are integral in modern traffic management. They use a sophisticated array of sensors and actuators to balance traffic and prioritize safety for vehicles and pedestrians. However, these “cyber-physical systems” can be vulnerable to malicious attacks on their sensing and edge components, specifically inductive loop detectors and traffic lights. Exploiting these vulnerabilities, malicious actors can covertly manipulate traffic signals, causing congestion or dangerous situations, like allowing pedestrian and vehicle traffic simultaneously. While significant efforts have been made to enhance traffic flow efficiency theoretically, there has been no research on physical stealth attacks at intersections. The project aims to enhance the understanding of cyber-physical threats to modern traffic management systems and their societal, economic, and environmental consequences. To achieve this, the study will systematically investigate the vulnerability of Advanced Transportation Controllers to targeted malicious attacks. Specifically, the project will focus on potential attacks on the two key components mentioned earlier: inductive loop detectors and traffic lights. The first attack strategy, known as active magnetic cancellation, involves spoofing inductive loop detectors by generating a counter-magnetic field. The second aims to manipulate traffic lights by introducing dormant trojan circuitry. The project will comprehensively test and analyze these attack strategies under various conditions and configurations, using detailed traffic simulations to assess their broader impacts on the traffic grid.

Related Publications

other | May 2025

Custom Python scripts

Read more

White Paper: Supply Chain and Freight Transportation in California

Status

In Progress

Project Timeline

July 22, 2022 - June 15, 2025

Principal Investigator

Stephen Ritchie

Project Team

Craig Rindt, Youngeun Bae

Sponsor, Program & Award Number

RIMI: RIMI-5D
(Also see the UC ITS page)

Areas of Expertise

Freight, Logistics, & Supply Chain

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

California continues to see its position as the nation’s largest gateway for international trade challenged due to a combination of factors, including increased costs (related to environmental regulation and operational inefficiencies), changes in international trade patterns related to geopolitical factors, and increased competition from ports on the East Coast. The resiliency of California’s supply chain and freight transportation system, and the impact of this system on various externalities that affect local communities, are similarly concerning. This project will engage researchers, experts, and public and private stakeholders to better understand the various factors affecting the evolution of the freight and goods movement sector in California. The project team will convene a panel of experts from the UC ITS community of researchers and provide this panel with opportunities to attend a series of listening sessions with global leading researchers, industry leaders, and other experts. These listening sessions will then be followed by one or more targeted workshops to assess, characterize, and propose a path forward for California’s supply chain and freight transportation system. The UC ITS panel will then ultimately produce a white paper containing a recommended path forward for California’s supply chain and freight transportation sector.

E-shopping Meets Electrified Self-Driving: Impacts on Warehousing, the Environment, and Environmental Justice

Status

Complete

Project Timeline

June 1, 2022 - June 30, 2025

Principal Investigator

Jean-Daniel Saphores

Project Team

Michael Hyland, Dewei Xiao

Sponsor, Program & Award Number

RIMI: RIMI-3G

Areas of Expertise

Freight, Logistics, & Supply Chain Intelligent Transportation Systems, Emerging Technologies, & Big Data

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

The growth of e-commerce is changing not only retailing, household shopping, and travel, but also logistics and warehousing. Annual U.S. e-commerce sales soared from $136.5 billion to $870.8 billion between 2009 and 2021. In parallel, the number of warehouses in the U.S. has been growing at an increasing rate, jumping from 15,152 in 2010 to 19,190 in 2020. The growth in warehousing has been particularly strong in the Southern California Association of Governments (SCAG) region. Forecasts call for a 33% increase in the demand for warehouse space by 2040 compared to 2014. While the expansion of warehousing creates jobs and contributes to economic growth, it also raises concerns about air pollution, greenhouse gas emissions, noise, accidents, and quality of life in residential areas that neighbor large warehouses. The emergence of self-driving (automated) vehicles is also likely to deeply affect both how people shop and the logistics industry by substantially lowering the cost of freight transportation. This will impact the size, number, and location of both warehouses and brick-and-mortar retail stores. This project will explore the potential impacts of e-commerce and truck automation on warehousing in California by 2045 and identify potential state actions to preempt environmental and social justice impacts as the freight sector undergoes decarbonization. The researchers will develop various scenarios to study the impacts of moving goods from the Ports of Los Angeles and Long Beach to warehouses by zero-emission, self-driving vehicles (at a fraction of current costs) before being delivered to customers’ homes, neighborhood drop-off points, or stores. The results will inform the state’s freight action plan and help correct some of the environmental injustices linked to freight deliveries in California.

Flight Operations for Noise and Energy Efficient UAM/AAM

Status

Complete

Project Timeline

June 10, 2022 - June 30, 2025

Principal Investigator

Jacqueline (Jacquie) Huynh

Project Team

Trinity Lee

Sponsor, Program & Award Number

RIMI: RIMI-5C-02
(Also see the UC ITS page)

Areas of Expertise

Intelligent Transportation Systems, Emerging Technologies, & Big Data

Team Departmental Affiliation

Mechanical and Aerospace Engineering

Project Summary

This project will examine noise and energy efficient AAM/UAM flight operations. Various AAM and UAM aircraft are being proposed in industry and their operations and noise impacts must be considered for implementation into the National Airspace. AAM configurations can feature unique operating modes, such as blown lift for short takeoff and landing aircraft (STOL). A first principles flight procedure and noise modeling approach will be implemented for different operating modes for the conceptual design of low noise flight operations for these vehicles.

Related Publications

conference paper | Jul 2024

Impact of Flight Trajectory Design on Performance and Noise for AAM Aircraft
AIAA AVIATION FORUM AND ASCEND 2024

Read more

Pilot Study: Freight Mobility Living Laboratory

Status

In Progress

Project Timeline

July 22, 2022 - June 30, 2025

Principal Investigator

Stephen Ritchie

Project Team

Andre (Yeow Chern) Tok

Sponsor, Program & Award Number

RIMI: RIMI-5J
(Also see the UC ITS page)

Areas of Expertise

Freight, Logistics, & Supply Chain

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

California possesses multiple major freight gateways and logistics facilities that serve both the state and the entire US. But the economic, environmental and local community impacts of heavy-duty trucks that are currently essential to supply chains and the freight transportation system remain poorly measured due to the lack of comprehensive and detailed truck activity data. This wide-scale pilot study will deploy the Truck Activity Monitoring System (TAMS) developed at ITS-Irvine to create a freight mobility living laboratory (FML2). TAMS primarily uses advanced inductive signature technology with existing infrastructure, supplemented by LiDAR sensors and automated license plate recognition at selected sites to provide detailed data on real-time heavy-duty truck activity along major freight corridors. FML2 will initially focus on the Inland Empire area of Southern California (Caltrans District 8), along with limited deployments in other Caltrans Districts.

Related Publications

published journal article | Sep 2024

Real-time truck characterization system: A pilot implementation of the Freight Mobility Living Laboratory (FML2)
Transportation Research Interdisciplinary Perspectives

Read more

Analyzing Cross-Border Truck Activity to Inform California’s Transition to Zero-Emission Trucks

Status

In Progress

Project Timeline

September 25, 2023 - December 31, 2025

Principal Investigator

Stephen Ritchie

Project Team

Andre (Yeow Chern) Tok

Sponsor, Program & Award Number

RIMI: 2024-37-5O
(Also see the UC ITS page)

Areas of Expertise

Freight, Logistics, & Supply Chain

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

California has three major truck border crossings with Mexico, averaging 4,000 trucks in each direction daily. Over 90% of these border crossings are made by Mexican-domiciled motor carriers. The Advanced Clean Fleets (ACF) regulation mandates that these trucks transition to zero-emission vehicles (ZEVs), necessitating new fueling infrastructure, including battery charging and hydrogen stations. The transition to medium- and heavy-duty ZEVs is a significant concern at both state and federal levels. Currently, there's a lack of data on the environmental impact and activity of border-crossing trucks. Moreover, several AB 617 communities, selected by the California Air Resources Board (CARB) for its Community Air Protection Program, are heavily affected by truck emissions near the border crossings. The most impacted are the Calexico-El Centro-Heber Community near the Calexico Border Crossing and the International Border Community near the Otay Mesa Border Crossing. Mexican trucks entering California often have dual license plate registrations. However, automated license plate readers can effectively recognize only one of the two plates, making it impossible to determine which trucks have dual registrations from a single captured plate. This data gap hinders the understanding of fleet characteristics, such as age distribution and fleet size, which CARB needs to estimate the emissions profile of Mexican trucks in California. Also, Mexican-based trucks engage in drayage and long-haul movements through Southern California to Arizona and Nevada, but little is known about their activity distribution. This lack of data affects the ability to plan infrastructure investments for the transition of Mexican trucks to zero-emission technologies in the future. This project involves a synergistic multicampus effort to collect two complementary datasets that will elucidate heavy-duty truck border crossing characteristics and activity. UC Irvine will pilot a new license plate reader algorithm designed specifically to identify and capture the dual license plate registrations of Mexican trucks crossing into California. The system will be deployed to monitor the entry and exit of trucks at Otay Mesa and Calexico and will be integrated with other advanced technologies such LiDAR and inductive loop signatures. The integration of these technologies will allow UC Irvine to identify critical truck characteristics, such as the year, make and model of the vehicle. UC Riverside will recruit fleet operators on both sides of the California-Mexico border to participate in GPS truck data collection. The data collection will target trucks that frequently cross the border in short- and long-haul applications. UC Riverside researchers will then analyze the data for truck activity information, such as travel distance, travel time, and fuel consumption at both the trip- and the tour-level. Taken together, the data collected in this study will help CARB understand the impact of the ACF on border communities and highlight the grid infrastructure needs for the transition to ZEV trucks at the border.

Designing Microtransit Services to Complement Public Transit

Status

Complete

Project Timeline

August 16, 2023 - September 30, 2025

Principal Investigator

Michael HylandMichael Hyland

Project Team

Susan Shaheen, Jacob Berkel, Ritun Saha, Geoffrey Vander Veen, Yufan Yang

Sponsor, Program & Award Number

RIMI: 2024-13-4R
(Also see the UC ITS page)

Areas of Expertise

Public Transit, Shared Mobility, & Active Transportation

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

Microtransit offers an alternative approach to public transportation, and California's public transit agencies have embraced it to address specific challenges. Typically, government entities or nonprofits operate these services, although private microtransit programs also exist. Public transit agencies and municipalities across California have implemented, tested, and/or considered microtransit services. The degree of success in these endeavors varies based on the specific goals and metrics they assess. However, there is a research gap in understanding how to effectively scale microtransit across different regions in California. This entails optimizing transit services for efficiency, improving social equity, enhancing job access, and appropriately tailoring resources. Additionally, apart from identifying and evaluating microtransit systems in various scenarios, it's crucial to define and measure what constitutes success. This includes considering factors like cost and time savings, shifts in travel behavior, changes in vehicle miles traveled, and their impact on vehicle ownership, among other aspects. This project will investigate microtransit usage patterns among individuals, delving into who utilizes this service, for what types of trips, and whether it leads to changes in transportation choices. Additionally, the study will utilize simulation models to assess how different service configurations (such as the number of vehicles and route options) impact various outcomes, such as passenger service quality (including wait times and detour times), service equity, and overall costs. Furthermore, the research will evaluate these outcomes in relation to different levels of fixed-route transit. Throughout the project, the team will collaborate with transit agencies and other entities involved in providing microtransit services for each case study. The goal is to identify and refine performance metrics, taking into account the diverse service models and geographic contexts of these cases. The project involves three distinct, Via-supported microtransit case studies, each in different land use and built environments. These locations span the Central Valley and East and South Bay regions and feature different service models, including blended approaches like paratransit and integrated overall mobility solutions.

Assessing the Role of Truck-as-a-Service in California’s Zero-emission Transition

Status

In Progress

Project Timeline

September 25, 2023 - September 30, 2025

Principal Investigator

Stephen Ritchie

Sponsor, Program & Award Number

RIMI: 2024-36-5N
(Also see the UC ITS page)

Areas of Expertise

Zero-Emission Vehicles & Low-Carbon Fuels

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

California has set ambitious goals to transition all drayage trucks to zero-emission vehicles (ZEVs) by 2035 and, where feasible, transition the remaining medium- and heavy-duty vehicles (M/HDVs) to ZEVs by 2045. However, ZEV adoption in the M/HDV sector has been slow, primarily due to significant challenges faced by fleet operators. These challenges include the high initial expenses associated with vehicle acquisition and the construction of fueling/charging infrastructure. They also involve the complexities of infrastructure installation and maintenance, along with concerns about the operational and financial risks linked to ZEVs. These barriers can be particularly acute for specific fleet segments, notably those with limited physical space for charging/fueling facilities or those characterized by lower risk tolerance, a common trait among smaller fleets and owner-operators. To address these barriers effectively, it is necessary to explore innovative solutions for ZEV procurement, beyond conventional buying or leasing methods. Accordingly, the Innovative Small e-Fleet Program by the California Air Resources Board (CARB) supports such solutions, including flexible leases, short-term rentals, Truck-as-a-Service (TaaS), and other mechanisms. TaaS is an application of a “servitized” business model where customers pay for the service on a per-use basis, encompassing both the usage of trucks and the associated fueling/charging. The servitized model has the potential to reduce the total cost of ownership; however, the implications of TaaS on the transition to zero-emission M/HDVs is unknown. This research aims to comprehensively assess the role of TaaS in California’s ZEV transition from various perspectives. By enhancing an existing tool created by the research team in a previous project and by leveraging fleet survey and interview data from ongoing projects, this project will explore diverse TaaS offerings. The researchers will assess their cost-effectiveness across fleet segments and analyze long-term implications on the overall fleet transition. Equity and job considerations will also be addressed as well, with a focus on equity issues for disadvantaged fleets and implications for job creation and worker training. The research findings will fill a knowledge gap and generate practical insights for promoting ZEV adoption through innovative solutions.

Related Publications

conference paper | Jan 2025

Charging Infrastructure Decisions by Heavy-Duty Vehicle Fleet Operators: An Exploratory Analysis
Proceedings, 104th Annual Meeting of the Transportation Research Board

Read more

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