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Sponsor: SB1

Autonomicity: Developing An Agent-based Model for an Urban Living Laboratory with Shared, Connected and Autonomous Transportation System Components

Status

In Progress

Project Timeline

January 1, 2019 - December 31, 2019

Principal Investigator

r-jayakrishnanR. (Jay) Jayakrishnan

Project Team

Marjan Mosslemi, Eduardo Marino Fernandez, Pengyuan Sun, Negin Shariat

Sponsor, Program & Award Number

SB1 // STRP Faculty Research: 2019-35
(Also see the UC ITS page)

Areas of Expertise

Intelligent Transportation Systems, Emerging Technologies, & Big Data Public Transit, Shared Mobility, & Active Transportation

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

This proposal is to study the impacts of an agent-based modeling which is to simulate shared-mobility transportation system associated with shared, connected, and autonomous vehicles (SCaV). This study constructs a comprehensive mobility agent pool for the consideration of various modes of travel such as drive-alone (private vehicle), public transit, shared-cars, shared rides, bikeshare, SCaV, and combinations of these modes. Five main components of this study are: (1) an agent-based simulation model for achieving a tractable, flexible, compatible, and scalable programmable platform with initial network contexts from Orange County; (2) development of a pool of multiple-class users with travel patterns resulting from constraint-driven optimization-based activity modeling (3) an integrated transportation mobility portfolio platform, which provides travelers with the optimal shared-mobility travel options among travel mode alternatives under newly-envisaged subscriptions services from TNCs, and (4) an examination of impacts of the proposed methods to not only system participants behavior but also entire transportation system performance.

Related Publications

published journal article | Jan 2019

Impacts of integrating shared autonomous vehicles into a Peer-to-Peer ridesharing system
Procedia Computer Science

Read more
published journal article | Mar 2024

Agent-Based Mobility Simulation for Potential Cost and Benefits of Subscription Services with Associated Cost Structures
Transportation Research Record

Read more

Improved California Truck Traffic Census Reporting and Spatial Activity Measurement

Status

Complete

Project Timeline

January 1, 2019 - December 31, 2019

Principal Investigator

Stephen Ritchie

Project Team

Andre (Yeow Chern) Tok, Yiqiao Li, Guoliang Feng

Sponsor, Program & Award Number

SB1 // STRP Faculty Research: 2019-37
(Also see the UC ITS page)

Areas of Expertise

Freight, Logistics, & Supply Chain

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

Traffic counts are a major source for traffic volume data, which is needed for highway project development; financing considerations; project cost-benefit comparisons; analyzing, monitoring and controlling traffic movement on the highways; traffic accident surveillance; research purposes; highway maintenance; public information; highway legislation and many other purposes. Investments in detector infrastructure has been significant. Currently, there are approximately 3,000 Traffic Census stations in California that are used to report traffic count and classification data for State and Federal programs. The Truck Activity Monitoring System (TAMS) leverages existing in-pavement traffic sensors to provide truck activity data in California. This was accomplished by updating existing inductive loop detector sites with inductive signature technology, and implementing advanced truck classification models to provide detailed truck count data with over 40 detailed truck body configurations. The initial system was originally developed for the California Air Resources Board (CARB) for implementation at sixteen locations in the San Joaquin Valley and subsequently deployed statewide to over 90 detector locations in California with funding from the California Department of Transportation (Caltrans). This study will improve the capabilities of the TAMS in two key areas. The first enhancement will be to design and develop the TAMS Traffic Census Reporting Dashboard – a centralized axle-based classification data reporting module within TAMS for the Caltrans Traffic Census Program, which reports traffic count data to the Highway Performance Measurement System (HPMS) to support the analysis of highway system condition, performance, and investment needs, and for apportioning Federal-aid Highway Funds. The second TAMS enhancement will leverage existing TAMS field infrastructure at strategic locations to further enhance the ability to monitor truck activity patterns on larger spatial and temporal scales. This will be accomplished through the integration of Bluetooth and inductive signature data.

Related Publications

conference paper | Feb 2024

A Deep Learning Approach for Drayage Truck Identification Using Inductive Loops
2024 Forum for Innovative Sustainable Transportation Systems (FISTS)

Read more
research report | Aug 2023

Improved California Truck Traffic Census Reporting and Spatial Activity Measurement

Read more

Social Impacts of Transit Oriented Development on Disadvantaged Communities

Status

Complete

Project Timeline

January 1, 2019 - December 31, 2019

Principal Investigator

Doug Houston

Project Team

Naila Sharmeen, Michelle Zuniga, Bemmy Maharramov

Sponsor, Program & Award Number

SB1 // STRP Faculty Research: 2019-38
(Also see the UC ITS page)

Areas of Expertise

Safety, Public Health, & Mobility Justice Travel Behavior, Land Use, & the Built Environment

Team Departmental Affiliation

Urban Planning and Public Policy

Project Summary

Planners need tools to better understand the social and community impacts of transit-oriented development (TOD) so they can proactively address barriers and challenges to equitable sustainable development for low-income and disadvantaged communities. Although TOD can help achieve regional greenhouse gas (GHG) emission goals and spur local revitalization, in some cases it results in gentrification and residential displacement of long-term residents. Fear of negative TOD impacts on housing affordability, neighborhood identify, and social cohesion have driven many community groups to forcefully oppose near-station developments and planners need new approaches for integrating community perspectives into the TOD planning process. This study surveyed residents regarding their perceptions (negative and positive) of neighborhood change and associated development along an existing commuter rail corridor and planned route of the new OC Streetcar in the City of Santa Ana, a largely low-income, Latinx community in central Orange County, California. A total of 329 surveys were collected between August and October 2019. Findings from this study include that on average residents are satisfied with neighborhood access to transport and amenities, and that higher neighborhood satisfaction was associated with a more positive assessment of development and neighborhood change. Residents living near the streetcar route had more negative assessments of change, reflecting heightened concerns about housing costs, displacement, and parking.

Related Publications

published journal article | Jun 2021

Perceptions of neighborhood change in a Latinx transit corridor
Journal of Transport Geography

Read more
policy brief | Jul 2024

Perceptions of Neighborhood Change in a Latinx Transit Corridor

Read more
published journal article | Jun 2024

The promise and pitfalls of early project notification meetings; illuminating Santa Ana's sunshine ordinance
Cities

Read more

Understanding the Impact of Housing Costs in California on Commute Length in Terms of Travel Time and Distance

Status

Complete

Project Timeline

October 6, 2019 - October 5, 2020

Principal Investigator

Jean-Daniel Saphores

Sponsor, Program & Award Number

SB1 // STRP Faculty Research: 2020-52
(Also see the UC ITS page)

Areas of Expertise

Travel Behavior, Land Use, & the Built Environment

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

Concerns about the environmental impacts of transportation have turned reducing vehicle-miles traveled (VMT) into a policy priority. One way to decrease VMT is to reduce the length of commuting trips. Unfortunately, the average U.S. commute keeps getting longer. Prior research has investigated the determinants of commuting, but few have analyzed the linkage between housing costs and the length of commuting. This problem is especially salient in California given the state’s perennial housing shortage and the high costs of housing, which have forced many lower- and middle-class households to move inland in search of more affordable housing at the cost of longer commutes. Most of those commuting trips are by car. This project investigates these linkages using Generalized Structural Equation Modeling and analyzing 2012 CHTS data for Los Angeles County – the most populous county in the U.S. The model, which jointly explains commuting distance and time, accounts for residential self-selection and car use endogeneity, while controlling for household characteristics and land use around residences and workplaces. Better understanding the determinants of commuting is critical to inform housing and transportation policy, improve the health of commuters, reduce air pollution, and achieve climate goals.

Related Publications

policy brief | Sep 2024

An L.A. Story: The Impact of Housing Costs on Commuting

Read more
published journal article | Jan 2022

An L.A. story: The impact of housing costs on commuting
Journal of Transport Geography

Read more

Transport Pricing Policies and Emerging Mobility Innovations

Status

Complete

Project Timeline

October 5, 2019 - October 4, 2020

Principal Investigator

Michael HylandMichael Hyland

Project Team

Tanjeeb Ahmed, Arash Ghaffar

Sponsor, Program & Award Number

SB1 // STRP Faculty Research: 2020-51
(Also see the UC ITS page)

Areas of Expertise

Intelligent Transportation Systems, Emerging Technologies, & Big Data Transportation Economics, Funding, & Finance

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

Transportation pricing policies aim to manage vehicular demand for parking, dense urban areas, roadways, and highway lanes. Although pricing policies take various forms, most were designed in a world before the sharing economy and ride-sourcing companies. Hence, the efficacy of existing pricing policies in a world with shared mobility services requires further consideration. Moreover, future pricing policies designed to handle private vehicles and shared ride-sourcing vehicles must consider the behavior of both sets of travelers and vehicle fleets. This project develops a conceptual framework to support systems level analysis of pricing policies for a world with private and shared vehicle usage. It qualitatively analyzes the impact of shared vehicles on the effectiveness of various pricing policies, while also considering the role of vehicle-to-infrastructure technology. This conceptual framework will support future research that uses activity-based travel demand and dynamic network assignment models to evaluate congestion pricing policies in an era of shared mobility.

Related Publications

research report | Dec 2023

Transport Pricing Policies and Emerging Mobility Innovations

Read more
policy brief | Jul 2024

Automated Vehicles and Transportation Network Companies Will Likely Impact the Efficacy of Transportation Pricing Strategies

Read more

Traffic, Infrastructure, Environmental, and Health Implications of Deploying Zero-Emission Connected Autonomous Trucks in Southern California

Status

Complete

Project Timeline

October 7, 2019 - October 6, 2020

Principal Investigator

Jean-Daniel Saphores

Project Team

Farzana Khatun

Sponsor, Program & Award Number

SB1 // STRP Faculty Research: 2020-53
(Also see the UC ITS page)

Areas of Expertise

Freight, Logistics, & Supply Chain Intelligent Transportation Systems, Emerging Technologies, & Big Data Safety, Public Health, & Mobility Justice

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

While autonomous technologies have already received much attention for passenger vehicles, the exploration these technologies for trucks has been more limited. In addition to much-improved safety and environmental records, connected autonomous trucks are expected to decrease the cost of hauling freight, cut energy consumption, and allow a more intensive use of assets in logistic chains. By traveling in platoons, they could increase road capacity, which has important implications for transportation infrastructure. The purpose of this project is to quantify the traffic, infrastructure, environmental, and health impacts of replacing heavy-duty trucks with connected, zero-emission, level 1 automated heavy-duty trucks (CZAHDT) on selected freeways in Southern California. Building on prior research, researchers will explore how replacing on freeway heavy-duty trucks with CZAHDT in the region could help limit the need for additional freeway infrastructure in the Los Angeles basic in the year 2035. Researchers will also analyze the impacts of this change on traffic (congestion), and on the health of the population.

Related Publications

published journal article | May 2023

1,000 HP electric drayage trucks as a substitute for new freeway lanes construction
Transportation Research Part A: Policy and Practice

Read more
policy brief | Aug 2024

Transitioning to Electric Drayage Trucks May Help Avoid Adding New Freeway Lanes to Freight Corridors in Southern California

Read more

The Causes and Consequences of Local Growth Control: A Transportation Perspective

Status

Complete

Project Timeline

October 8, 2019 - October 7, 2020

Principal Investigator

Jae Hong Kim

Project Team

Nicholas Marantz, N Osutei

Sponsor, Program & Award Number

SB1 // STRP Faculty Research: 2020-54
(Also see the UC ITS page)

Areas of Expertise

Travel Behavior, Land Use, & the Built Environment

Team Departmental Affiliation

Urban Planning and Public Policy

Project Summary

This project will synthesize two sets of studies concerning the causes and consequences of local growth control focusing on implications for transportation and the unique context of each study. The first set of studies addresses the determinants of local growth controls and the circumstances under which a locality is likely to adopt relatively restrictive land use regulations. This body of work includes municipality-level analyses of the determinants of growth control and investigations of voting patterns on growth control measures and relevant issues. The second body of research to be reviewed is related to how limited housing supply (due to growth control and/or other regulatory barriers) affects household residential location and travel patterns. This body of work covers empirical research on the impact of inelastic housing supply on population distribution and resultant transportation outcomes as well as studies on broader transportation challenges that arise due to regulatory barriers to housing development and forces behind them.

Related Publications

policy brief | Nov 2020

Understanding the Causes and Consequences of Local Growth Control

Read more
research report | Oct 2020

The Causes and Consequences of Local Growth Control: A Transportation Perspective

Read more

Autonomicity: A Modeling Framework for Equitable Policy Analysis for Future Transportation

Status

In Progress

Project Timeline

September 1, 2020 - August 30, 2021

Principal Investigator

r-jayakrishnanR. (Jay) Jayakrishnan

Project Team

Michael Hyland, Sunghi (Sunny) An, Eduardo Marino Fernandez, Marjan Mosslemi

Sponsor, Program & Award Number

SB1 // STRP Faculty Research: 2021-41
(Also see the UC ITS page)

Areas of Expertise

Travel Behavior, Land Use, & the Built Environment

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

An agent‐based simulation platform (“Autonomicity”) has been under development at UCI with SB‐1 funds. This platform has the necessary modules with proper state‐of‐the art routing, ride‐matching, pricing and other algorithmic components, as well as the real‐time communication among them. While the platform itself is not network‐specific, future mobility requires a study context, and a network in the city of Irvine, CA, is currently incorporated. This proposal is to develop the platform as a policy tool to study efficient and equitable/fair allocation of transportation supply, with methodological focus on congestion pricing under traveler heterogeneity. Current congestion pricing schemes may cause social barriers for low‐income populations. Thus, this project devises a smart mobility platform to study equitable options where travelers desiring a faster travel option pay for it, and travelers willing to yield his/her fastest option receive incentives. New behavioral paradigms such as envy‐theory will be used. Two main modules introduced in Autonomicity will be: 1) a pricing module to find the optimal tolls/incentives and 2) a dynamic traffic assignment module to find optimal systemwide traffic patterns. The research will result utilities for a user‐friendly decision‐support tool for policymakers.

COVID-19, Commuting, and E-Shopping: Understanding Current and Future Impacts in California

Status

Complete

Project Timeline

September 1, 2020 - August 30, 2021

Principal Investigator

Jean-Daniel Saphores

Project Team

Susan Shaheen, Md Rabiul Islam, Lu Xu

Sponsor, Program & Award Number

SB1 // STRP Faculty Research: 2021-39
(Also see the UC ITS page)

Areas of Expertise

Freight, Logistics, & Supply Chain Travel Behavior, Land Use, & the Built Environment

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

With widespread business closures and stay-at-home restrictions due to COVID-19, commuting has dropped while telecommuting and e-commerce have soared. This joint UC Berkeley/UC Irvine project seeks to understand opportunities and potential impacts of COVID-19 on commuting and e-commerce. The research team proposes a mixed-method approach comprised of expert interviews, focus groups in Northern and Southern California, an online survey of Californians (n=~1,000), and a survey of super commuters (n=up to 500). The survey of the California population will show how travelers have been affected by COVID-19 for commuting and shopping and provide vital information about mode shift, public transit use, and willingness to share transportation post COVID-19. Understanding how Californians work and shop is critical to informing a number of policies at various levels of government including: AB/SB 32 (California’s Climate Change Solutions Act); SB 375 (Smart Growth Strategies); SB 743 (Converting Level of Service to VMT metrics under the California Environmental Quality Act); and other local and state transportation demand management (TDM) and commute trip reduction laws, ordinances, and policies. The data collected on goods delivery behavior will also have widespread implications, such as recommending a new set of TDM policy strategies for retailers, freight/supply chains management, and other stakeholders.

Related Publications

published journal article | Dec 2022

Grocery shopping in California and COVID-19: Transportation, environmental justice, and policy implications
Transportation Research Part D: Transport and Environment

Read more
policy brief | Aug 2024

Grocery Shopping in California and COVID-19: Transportation, Environmental Justice, and Policy Implications

Read more

Identifying Types of Telecommuters based on Daily Travel and Activity Patterns

Status

Complete

Project Timeline

September 1, 2020 - August 30, 2021

Principal Investigator

Michael McNally

Project Team

Rezwana Rafiq

Sponsor, Program & Award Number

SB1 // STRP Faculty Research: 2021-40
(Also see the UC ITS page)

Areas of Expertise

Travel Behavior, Land Use, & the Built Environment

Team Departmental Affiliation

Civil and Environmental Engineering

Project Summary

With the recent advent of telecommunications and information technologies, telecommuting becomes a rising trend as one of the most important alternative work arrangements. Moreover, due to the current worldwide outbreak of the COVID-19 disease, this choice has turned out to be a more vital one than ever. It is, therefore, crucial to identify the potential groups of workers who are more likely to be the telecommuters and to understand how the telecommuters schedule their daily activities and travel. The goal of this research is to address these issues. In particular, the team will perform the following three tasks: (1) identification of a number of distinct groups of telecommuters with a representative activity-travel pattern and a similar degree of telecommuting adoption (2) finding out similarities and differences in activity-travel behavior between national-level and regional-level (California) telecommuters and between commuters and telecommuters, and (3) investigation of impacts of telecommuting on individual’s time-use and tour behavior as well as the overall transportation system. Two large household travel survey datasets—2012 California Household Travel Survey (CHTS) and 2017 National Household Travel Survey (NHTS) will be used to conduct necessary analysis. This research is expected to provide valuable insights to policy makers on various telecommuter groups and their activity-travel patterns, adoption of telecommuting, and its impacts on travel.

Related Publications

Preprint Journal Article | Jun 2022

Identifying Types of Telecommuters Based on Daily Travel and Activity Patterns

Read more

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