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Urban Freight Lab

Research Keyword: Curbspace management

Curb and curbspace management involves efficiently managing and regulating the use of curbside spaces along roadways. With the increasing demand for these spaces due to micromobility, transportation network companies (TNCs), ecommerce home delivery, and transit access, the goal is to inventory, optimize, allocate, and oversee curb space usage to maximize mobility, safety, and accessibility for users and needs.

Report

Seattle SMART: Digitizing the Last Mile of Urban Goods to Improve Curb Access and Utilization

 
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URL: https://doi.org/10.6069/TZAS-KG37
Publication Date: 2025
Summary:

In Spring 2023, the Seattle Department of Transportation (SDOT) was awarded a Stage-1 grant under the Strengthening Mobility and Revolutionizing Transportation (SMART) Grants Program by the US DOT. The University of Washington’s Urban Freight Lab (UFL) partnered with SDOT to develop the methodological approach and analysis for the SMART project, titled “Last-mile freight curb access: digitizing the last-mile of urban goods to improve curb access and utilization,” and determine key research discoveries that contribute to the existing body of work and support development for a SMART Stage-2 grant. This technical report describes the research study, data collected, and findings from analysis of those data.

This project tested a Vehicle-to-Curb (V2C) technology that investigated the digitization of the existing CVLZ permit and to potentially enable pricing strategies. While parking pricing policies have been successful to manage passenger vehicle demand and their parking behaviors, the response of commercial vehicles to parking pricing is not sufficiently understood, and little information is available to predict their behavioral response.

The overarching goals of this project were to:

  1. pilot test the effectiveness of a V2C technology to enable the digitization of the existing Seattle CVLZ permit system and
  2. to qualitatively understand the role parking pricing and permitting programs play in affecting drivers’ ability to find and utilize authorized parking within the context of north downtown Seattle.

Key insights were gained through multiple research strategies: on-the-ground parking behavior data collection, carrier interviews, and a carrier survey. These insights allowed SDOT to develop a successful Stage-2 grant submission and will inform future parking and permit policy decisions.

Authors: Urban Freight LabDr. Giacomo Dalla ChiaraThomas MaxnerArsalan EsmailiGabor WehrmuellerKelly RulaDr. Anne Goodchild
Recommended Citation:
Dalla Chiara, G., Maxner, T., Esmaili, A., Wehrmueller, G., Rula, K., Goodchild, A. (2025). Seattle Smart: Digitizing the Last Mile of Urban Goods to Improve Curb Access and Utilization. Urban Freight Lab, University of Washington. https://doi.org/10.6069/TZAS-KG37

Miami-Dade County SMART Curbs Program

Miami-Dade County Department of Transportation and Public Works (DTPW) received funding from the U.S. Department of Transportation’s SMART (Strengthening Mobility and Revolutionizing Transportation) grant program to improve curbside management, bike lane safety, and zero-emission urban freight through technology, sustainability, and community input.

As research partner, the Urban Freight Lab’s role includes shaping the pilot design, ensuring grant compliance, advising on technology integration, informing policy development, and leading shared learning across cities.

Selected from 392 applications nationwide, this project is part of a broader multi-city effort to build safer, more equitable and more sustainable freight systems by leveraging innovative technology and data.

Background

The Miami-Dade County SMART Curbs Program aims to transform streets across Miami-Dade County, Florida, with safer, cleaner, and more connected delivery solutions. Led by Miami-Dade DTPW and funded through the U.S. Department of Transportation’s SMART (Strengthening Mobility and Revolutionizing Transportation) grant program, this project combines advanced technologies, sustainable logistics, and public engagement to reduce emissions, improve bike lane safety, and support zero-emissions deliveries.

As part of a national multi-city collaboration, the program addresses complex challenges such as e-delivery and micro-freight monitoring, secure curb access and parking, and shared data tools to support better freight planning, policy development, and the modernization of last-mile delivery infrastructure.

Goals

The SMART Curbs Program goals are:

  • Create Safer Streets: Minimize roadway risks and reduce congestion with better curbside management and the adoption of zero-emission vehicles
  • Protect the Climate: Support Miami-Dade County’s climate goals by reducing emissions, promoting clean air, and encouraging sustainable delivery practices
  • Boost the Local Economy: Increase delivery efficiency, create jobs in last-mile logistics, and support the management of MicroFreight hubs
  • Engage the Community: Ensure input from all residents to guide planning and implementation.

The program includes SMART Loading Zones throughout Downtown Miami and Brickell. These zones are dedicated spaces designed to:

  • Streamline freight deliveries
  • Reduce curbside congestion
  • Improve urban safety
  • Advance zero-emission transportation goals

By addressing high-traffic areas with innovative solutions, SMART Loading Zones will create a more organized and efficient curbside experience for residents, businesses, and delivery drivers.

Urban Freight Lab Scope of Work

Task 1 – Project Management and QA/QC

Task 2 – Grant compliance and project management capacity support

The Subcontractor will work with Cityfi to aid the Client in certain elements of grant reporting and compliance. These include support of DTPW in development of the required Evaluation and Measurement Plan, compilation of the findings of said plan, problem statement definition and research framing.

Task 3 — Best Practices and State of the Industry Research

The Subcontractor will provide technical advice and best practice research, in particular, on the urban freight industry and operations. Research will include collaboration with DTPW project manager to assess pilot design in line with freight industry and local community needs.

Task 4 — Conceptual Design Support

The Subcontractor will support Cityfi, the Client, and public engagement and technology partners to allow DTPW to craft a conceptual design for demonstration deployment. Design will include multiple demonstration sites, assessment of anticipated users, integration of multiple technology partners, and public interface of technologies.

Task 5 — Technology Partner Integration Support

Multiple technologies and public agencies are involved in the micro-freight and smart curb zone demonstration. These entities must work together for a successful integrated demonstration. This will likely include new product development to enable the necessary integration and deliver outcomes desired by the County.

Task 6 — Policy and Regulatory Support

As with any new technology, form factor or service model, there is a high likelihood that new or revised policies, procedures or even regulations will be necessary to facilitate their demonstration and ultimate deployment. The Subcontractor will support Cityfi and DTPW with necessary policy assessments.

Task 7 — Collaborative Learnings and Exchange

DTPW was selected for a grant award as a member of a multi-city collaborative. It is the expectation of USDOT that DTPW will engage in shared learnings and exchange with other members of the collaborative to accelerate innovation and improvement across the nine participating cities.

Task 8 — Phase I Summary and Phase II Grant Support

At the conclusion of Phase I, DTPW must submit an array of materials to USDOT to compete for Phase II funding for expansion and scaling. The Subcontractor will support Cityfi in preparing an evaluation and summary report of the Phase I demonstration documenting indicators, accomplishments and outcomes as necessary to inform Phase II application.

Zero-Emission Delivery Zone: City of Portland SMART Grant

The Portland Bureau of Transportation (PBOT) was awarded a nearly $2 million Strengthening Mobility and Revolutionizing Transportation (SMART) Grant by the U.S. Department of Transportation (USDOT) in Fall 2023 to pilot the country’s first regulated Zero-Emission Delivery Zone in downtown Portland and test digital infrastructure tools. This project will test an innovative set of incentives and regulations to better understand what technology and strategies municipalities can use to support and reduce greenhouse gas emissions in the freight sector.

While other cities in the United States have piloted voluntary Zero-Emission Delivery Zones (ZEDZs) to encourage the transition of commercial fleets to zero-emission modes, Portland will be the first U.S. city to pilot a regulated ZEDZ. The regulated ZEDZ will be active during a demonstration period of approximately six months beginning in late summer/early fall of 2024. During this temporary demonstration period, the parking rules for all truck loading zones within the project area will be changed to prioritize access for zero-emission vehicles only (see Figure 1). Loading zones within the ZEDZ will be monitored by parking sensors, both before and after the approximately six-month long demonstration period, so that project staff can better understand the impact of this regulation. These loading zones will be referred to as Zero-Emission Loading Zones.

This pilot project will also test a variety of partnerships and incentives to accelerate the movement of “clean goods,” or goods with fewer negative impacts to health and the environment. This could include diverting existing deliveries into the ZEDZ to local fleets of electric-assist cargo trikes and electric vehicles, vans and trucks, or supporting local delivery companies in transitioning their own fleets to zero-emission modes.

This project is enabled by a nearly $2 million USDOT SMART Stage 1 pilot and prototyping grant. Depending on outcomes from this pilot project, PBOT will have the opportunity to apply for a Stage 2 implementation grant for up to $15 million to refine or scale promising strategies identified in the initial pilot project. The two stages of the SMART grant program are unique in that they allow the City of Portland to test several strategies on a small scale before exploring any larger-scale implementation. All of this work is in service to Portland’s values around climate and transportation justice: a safer, cleaner, and more equitable system for delivering goods and services.

Draft map of project area showing proposed zero-emission load zones updated in March 2024. Loading zone site selection will be refined with stakeholder input in late Spring 2024.

Scope of Work

The Urban Freight Lab (UFL) was approached by PBOT to assist in their Phase 1 SMART grant implementation. The UFL will provide subject matter expertise on the topics of urban freight, curb management, and freight decarbonization. They will support PBOT in the form of interviews and/or surveys to summarize current carrier operations, current and future fleet composition, and loading activities.

  • Task 1. Project management and subject matter expertise support
    • Deliverables: Attend meetings and provide subject matter expert consultation as needed.
  • Task 2. Document how some carriers and delivery operators would be impacted by a zero-emission delivery zone (ZEDZ) in Portland, including understanding current and planned fleet composition, interactions with the curb, and barriers and opportunities for the City to support.
    • Deliverables: Interview questionnaire and summaries of answers (we will aggregate and anonymize results). Draft and final technical memo, with one PBOT review of the draft
Report

The Final 50 Feet of the Urban Goods Delivery System (Final Report)

 
Download PDF  (6.73 MB)
Publication Date: 2018
Summary:

Urban Freight Lab’s foundational report is the first assessment in any American city of the privately-owned and operated elements of the Final 50 Feet of goods delivery supply chains (the end of the supply chain, where delivery drivers must locate both parking and end customers). These include curb parking spaces, private truck freight bays and loading docks, street design, traffic control, and delivery policies and operations within buildings.

Goods delivery is an essential but little-noticed activity in urban areas. For the last 40 years, deliveries have been mostly performed by a private sector shipping industry that operates within general city traffic conditions. However, in recent years e-commerce has created a rapid increase in deliveries, which implies an explosion of activity in the future.

Meeting current and future demand is creating unprecedented challenges for shippers to meet both increased volumes and increasing customer expectations for efficient and timely delivery. Anecdotal evidence suggests that increasing demand is overwhelming goods delivery infrastructure and operations. Delivery vehicles parked in travel lanes, unloading taking place on crowded sidewalks, and commercial truck noise during late night and early morning hours are familiar stories in urban areas.

These conditions are noticeable throughout the City of Seattle as our population and employment rapidly increase. However, goods delivery issues are particularly problematic in Seattle’s high-density areas of Downtown, Belltown, South Lake Union, Pioneer Square, First Hill, Capitol Hill and Queen Anne, described as Seattle’s “Center City”. Urban goods transportation makes our economy and quality of life possible.

As the Seattle Department of Transportation (SDOT) responds to the many travel challenges of a complex urban environment, we recognize that goods delivery needs to be better understood and supported to retain the vitality and livability of our busiest neighborhoods.

U.S. cities do not have much information about the urban goods delivery system. While public agencies have data on city streets, public transportation and designated curbside parking, the “final 50 feet” in goods delivery also utilizes private vehicles, private loading facilities, and privately-owned and operated buildings outside the traditional realm of urban planning.

Bridging the information gap between the public and private sectors requires a new way of thinking about urban systems. Specifically, it requires trusted data sharing between public and private partners, and a data-driven approach to asking and answering the right questions, to successfully meet modern urban goods delivery needs.

The Urban Freight Lab (UFL) provides a standing forum to solve a range of short-term as well as long-term strategic urban goods problem solving, that provides evidence of effectiveness before strategies are widely implemented in the City.

Authors: Urban Freight Lab
Recommended Citation:
Supply Chain Transportation & Logistics Center. (2018) The Final 50 Feet of the Urban Goods Delivery System.
Paper

Simulation-Based Analysis of Different Curb Space Type Allocations on Curb Performance

 
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URL: https://doi.org/10.1080/21680566.2023.2212324
Publication: Transportmetrica B: Transport Dynamics
Volume: 11 (1)
Pages: 1384-1405
Publication Date: 2023
Summary:

Curbspace is a limited resource in urban areas. Delivery, ridehailing and passenger vehicles must compete for spaces at the curb. Cities are increasingly adjusting curb rules and allocating curb spaces for uses other than short-term paid parking, yet they lack the tools or data needed to make informed decisions. In this research, we analyze and quantify the impacts of different curb use allocations on curb performance through simulation. Three metrics are developed to evaluate the performance of the curb, covering productivity and accessibility of passengers and goods, and CO2 emissions. The metrics are calculated for each scenario across a range of input parameters (traffic volume, parking rate, vehicle dwell time, and street design speed) and compared to a baseline scenario. This work can inform policy decisions by providing municipalities tools to analyze various curb management strategies and choose the ones that produce results more in line with their policy goals.

Authors: Thomas MaxnerDr. Andisheh RanjbariŞeyma Güneş, Chase Dowling (Pacific Northwest National Laboratory)
Recommended Citation:
Thomas Maxner, Andisheh Ranjbari, Chase P. Dowling & Şeyma Güneş (2023) Simulation-based analysis of different curb space type allocations on curb performance, Transportmetrica B: Transport Dynamics, 11:1, 1384-1405, DOI: 10.1080/21680566.2023.2212324

Revenue-Related Strategies for New Mobility Options

The Urban Freight Lab (UFL) is partnering with ECONorthwest and Cityfi to develop a research product for the National Cooperative Highway Research Program (NCHRP) on the topic of revenue strategies for new mobility options. The team will analyze the public sector’s potential role in using revenue-related strategies to encourage or discourage new mobility options in personal mobility and goods delivery.

Transportation services often operate in publicly owned and publicly managed spaces, make use of public rights-of-way, and produce mobility benefits for a broad array of users. The public sector is responsible for managing and pricing those rights-of-way and delivering services in an equitable way. Recovering the public costs of management and provisioning from private transportation services and their users is essential for maintaining public benefit. And sometimes the public sector needs to help private services to thrive.

The research methodology for this project is designed to be iterative: activities and research will build on previous research and activities. We will begin with the development of a revenue framework informed by a broad review of the literature, a policy scan, and workshop sessions with transportation and other public agency representatives that regulate and collect revenue from new mobility services. The framework will include revenue-related strategies based on:

    • identifiable need
    • nexus to cost responsibility
    • policy outcome
    • other factors such as access to technology and ease of administration.

We will then take a deeper dive into each personal mobility mode and goods delivery market segment to apply the framework. We will also provide examples to illustrate the opportunities and challenges of a variety of revenue strategies. We will also conduct additional workshops with public agency representatives, industry representatives, and other transportation stakeholders. Finally, we will create a spreadsheet-based Revenue Calculator that allows interested individuals to estimate how much revenue could be generated using different assumptions and strategies. The work will culminate with the development of a Toolkit that will be submitted to NCHRP and made available for wider distribution.

Objectives

The objective of this research is to develop a toolkit for transportation agencies that addresses how revenue-related strategies (e.g., taxes, fees, and subsidies) support policy objectives and shape the deployment of new mobility options. The toolkit will assist agencies to develop, evaluate, implement, and administer revenue-related strategies for new mobility options that transport people and goods.

The research will include:

  1. New and evolving transportation options for people and goods that interact with the existing built environment and travel throughout an area
  2. Incentives and disincentives that result from revenue-related strategies
  3. Policy implications of revenue-related strategies for new mobility options including revenue potential, mobility, travel demand, safety, equity, environment, economic development, infrastructure design, operations, and maintenance
  4. Mechanisms for revenue collection and distribution for different mobility options in different scenarios
  5. The ease and difficulty of implementing and enforcing different revenue-related strategies for new mobility options
  6. Potential roles and responsibilities of governmental organizations and private entities

Last-Mile Freight Curb Access: Digitizing the Last Mile of Urban Goods to Improve Curb Access and Use

The U.S. Department of Transportation (USDOT) awarded a $2 million grant under its SMART (Strengthening Mobility and Revolutionizing Transportation) grant program to support the development of the Last-Mile Freight Curb Access Program: Digitizing the Last Mile of Urban Goods to Improve Curb Access and Utilization, a collaboration between the Urban Freight Lab, Seattle Department of Transportation, and Open Mobility Foundation. This project will develop sensor-based technology solutions that address to transportation problems, enabling commercial vehicles to make faster, safer, and more efficient deliveries with reduced vehicle emissions.

The Last Mile Freight Curb Access Program focuses on providing commercial vehicle drivers with real-time information to park legally and expedite deliveries. Research from a 2019 Urban Freight Lab study showed that more than 40% of commercial vehicles in downtown Seattle park in unauthorized locations. Another study showed that equipping commercial vehicles with real-time parking availability and load zone information could reduce their “cruising” time by nearly 30%. The project aims to make information about curbside regulations digitized and more accessible to commercial drivers, and leverage this data to improve regulations.

Other cities including Portland, San Francisco, San Jose, Los Angeles, Minneapolis, Philadelphia, and Miami-Dade County have also received SMART grants to implement similar technology-based solutions for improving curb access.

Background

Since 2010, the Seattle Department of Transportation (SDOT) has been a national leader in data-driven curbside management by using parking occupancy data to set on-street parking rates. We proposed to extend our data-driven pricing and curb literacy to a new use: designated commercial vehicle load zones (CVLZ) and the commercial vehicle permit (CVP). Our plan is to establish new CVP policies in close collaboration with urban freight companies, adjacent businesses, and other critical stakeholders; implement a digital CVP built on the Curb Data Specification (CDS) that enables capture of curb utilization measurements and communicates demand management policies; and transform our legacy digital curb inventory to the national CDS standard.

Strategies

To address these challenges, SDOT proposes a SMART project that will use a combination of digital technologies coupled with targeted outreach. This approach will be implemented through three key strategies:

  1. Engage with local businesses and urban freight companies to understand challenges and build a foundation of trust SDOT will engage with a variety of stakeholders including local neighborhood businesses, commercial vehicle users from large carriers, and commercial vehicle permit (CVP) holders from small and local businesses. The goal is to build trust and work collaboratively with our users to modernize and improve our existing CVP to create a system that works for urban freight companies, local businesses, and benefits the community at large.
  2. Prototype a digital CVP and use findings to modernize and scale the system SDOT will conduct a vendor procurement to prototype and assess a wireless vehicle-to-curb infrastructure (V2I) communication system, built on top of the Curb Data Specification (CDS) standard as a new way to manage our CVP. Data collected through this prototype will be leveraged by the UFL to conduct research to develop standardized data collection efforts for commercial curb use and create new data-driven policy and permit recommendations.
  3. Collaborate with a national cohort of cities implementing the Curb Data Specification SDOT will partner with the Open Mobility Foundation (OMF) and collaborate with a national cohort of OMF member cities to support the shared objectives in how CDS can help cities and companies pilot and scale dynamic curb use. SDOT will share lessons from Stage 1 prototyping with OMF cohort cities to strengthen all CDS-related SMART grant projects and better position proven technologies to be implemented at scale for a Stage 2 project. SDOT is uniquely positioned to deliver a successful Stage 1 project focusing on commercial vehicle curb access and utilization given our existing CVP and leadership in data driven curbside management. Specifically, this project will directly address the SMART goals of equity and access, partnerships, and integration and build the foundation for dramatic improvements in safety, reliability, and climate in Stage 2. Our goal is that the Stage 1 learnings will allow us to scale a digital CVP for citywide adoption in Stage 2, thus promoting interoperability of technology solutions to improve curb access for commercial curb users citywide. Our approach centers on stakeholder and community partnerships, data-driven assessment, and technical capacity-building. Potential outcomes for testing and implementation in Stage 2 include updated policies or curb allocations that might address inequities through deeper understanding of the variety of commercial users of the curb, reduced carbon emissions by creating or incenting CV zero emission zones, and decreased impacts to vulnerable road users through optimized curb allocation.

Objectives

The expected benefits of Stage 1 will be threefold:

    1. Rigorously assess the piloted technology system to understand its scaling potential: The project will develop a technology assessment methodology that will look critically at accuracy and data use model development. This assessment will be transparent and developed in collaboration with OMF cohort cities to ensure solutions are scalable while meeting the core needs of Seattle’s digital CVP.
    2. Create a CDS framework for standardizing data collection efforts of commercial curb space: SDOT will share lessons learned from Stage 1 prototyping and policy recommendations with OMF cohort cities to collectively strengthen all CDS-related SMART grant projects and better position proven technologies to be implemented at scale.
    3. Create new data-driven commercial vehicle policy and permit recommendations to be enacted during Stage 2 of this grant

The recommendations will be informed by data models created by the UFL using utilization data from the project overlayed with characteristics of adjacent urban form and land use. These models will help SDOT identify areas for adjustments to existing curb allocation as well as establish a deeper understanding of the variety of commercial vehicle user behavior at the curb to meet climate goals. We anticipate these policies will benefit both curb users and local community members by reducing congestion and creating safer streets.

Presentation

Investigation of Private Loading Bay Operations in Seattle’s Central Business District

 
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URL: https://metrans.org/inuf_2022-papers_presentations
Publication: 9th International Urban Freight Conference, Long Beach, May 2022
Publication Date: 2022
Summary:

Cities need new load/unload space concepts to efficiently move freight, particularly as autonomous vehicles (both passenger and freight) become feasible. This research aims to: understand the importance of off-street commercial parking, understand how off-street facilities are managed, and determine whether off-street commercial parking is an underutilized resource for urban goods delivery.

Researchers determined the locations of commercial and residential buildings in Seattle’s Central Business District with off-street delivery infrastructure, established communication with property management or building operators, and conducted interviews regarding facility management, usage, roadblocks in design/operations, and utilization.

This research finds that overbooking of off-street space is infrequent, most facility management is done by simple tenant booking systems, buildings relying primarily on curb space notes that infrastructure and operations were hindered by municipal services — especially when connecting to alleyways.

Authors: Griffin DonnellyDr. Anne Goodchild
Recommended Citation:
Griffin Donnelly and Anne Goodchild. Investigation of Private Loading Bay Operations in Seattle's Central Business District. 9th International Urban Freight Conference (INUF), Long Beach, CA May 2022.
Presentation

Can Real-Time Curb Availability Information Improve Urban Delivery Efficiency?

 
Download Slides PDF  (1.16 MB)
URL: https://metrans.org/inuf_2022-papers_presentations
Publication: 9th International Urban Freight Conference, Long Beach, May 2022
Publication Date: 2022
Summary:

Parking cruising is a well-known phenomenon in passenger transportation, and a significant source of congestion and pollution in urban areas. While urban commercial vehicles are known to travel longer distances and to stop more frequently than passenger vehicles, little is known about their parking cruising behavior, nor how parking infrastructure affects such behavior.

In this study, we propose a simple method to quantitatively explore the parking cruising behavior of commercial vehicle drivers in urban areas using widely available GPS data, and how urban transport infrastructure impacts parking cruising times.

We apply the method to a sample of 2900 trips performed by a fleet of commercial vehicles, delivering and picking up parcels in downtown Seattle. We obtain an average estimated parking cruising time of 2.3 minutes per trip, contributing on average for 28 percent of total trip time. We also found that cruising for parking decreased as more curb-space was allocated to commercial vehicles load zones and paid parking and as more off-street parking areas were available at trip destinations, whereas it increased as more curb space was allocated to bus zone.

Authors: Dr. Giacomo Dalla ChiaraFiete KruteinDr. Anne Goodchild
Recommended Citation:
Giacomo Dalla Chiara, Klaas Fiete Krutein, and Anne Goodchild (2022). Can Real-Time Curb Availability Information Improve Urban Delivery Efficiency? 9th International Urban Freight Conference (INUF), Long Beach, CA May 2022.
Technical Report

Managing Increasing Demand for Curb Space in the City of the Future

 
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URL: http://hdl.handle.net/1773/48599
Publication Date: 2022
Summary:

The rapid rise of on-demand transportation and e-commerce goods deliveries, as well as increased cycling rates and transit use, are increasing demand for curb space. This demand has resulted in competition among modes, failed goods deliveries, roadway and curbside congestion, and illegal parking. This research increases our understanding of existing curb usage and provides new solutions to officials, planners, and engineers responsible for managing this scarce resource in the future. The research team worked with local agencies to ensure the study’s relevance to their needs and that the results will be broadly applicable for other cities. This research supports the development of innovative curb space designs and ensures that our urban streets may operate more efficiently, safely, and reliably for both goods and people.

The research elements included conducting a thorough scan and documenting previous studies that have examined curb space management, identifying emerging urban policies developed in response to growth, reviewing existing curb management policies and regulations, developing a conceptual curb use policy framework, reviewing existing and emerging technologies that will support flexible curb space management, evaluating curb use policy frameworks by collecting curb utilization data and establishing performance metrics, and simulating curb performance under different policy frameworks.

Authors: Anna Bovbjerg AlligoodDr. Ed McCormackDr. Andisheh Ranjbari, Kevin Chang
Recommended Citation:
Chang, K., Goodchild, A., Ranjbari, A., and McCormack, E. (2022). Managing Increasing Demand for Curb Space in the City of the Future. PacTrans Final Project Report.