Speed Safety Cameras (SSCs) detect the speed of vehicles through the use of radar technology or detectors that are embedded in the surface of the roadway, and associate those readings with a photograph or video of the vehicle. They can be deployed as fixed units (a stationary camera targeting a specific location), point-to-point units (multiple cameras that capture average speed over a set distance) or mobile (a portable camera positioned in a trailer or vehicle). The results are then “read” by trained analysts in a data center, who may or may not be members of law enforcement. Speeding tickets are then issued on the basis of this technology. The question facing the Minnesota Legislature in 2024 was, is this needed? And what are the best practices for implementing it?
Continue reading Administrative Rules and Structures of Speed Safety Camera SystemsCategory Archives: Research
General research posts.
Mobile lockers, equitable freight planning, and cargo e-bikes will play roles in urban freight
Reprinted from CTS News, January 14, 2025
Freight transportation is evolving rapidly, and its future success will require managing increased residential demand, planning for equity, and incorporating micro-delivery options such as cargo e-bikes. At the 2024 CTS Transportation Research Conference, three experts shared their knowledge of these trending topics in a session focused on the future of urban freight.
In response to the increasing demand for residential package delivery spurred by the shift towards online shopping, U of M Department of Industrial and Systems Engineering PhD student Can Yin shared her research on mobile parcel locker scheduling. Yin explained that in the growing ecommerce market, last-mile delivery is the most expensive and time consuming. While door delivery is commonly used, it can be unsecure and inconvenient for customers.
“Parcel lockers are an alternative, but they come with the disadvantages of limited locations, expensive fixed cost, and the inability to adapt to varying demand,” Yin said.
A newer, more flexible alternative is the use of mobile, vehicle-based parcel lockers, which offer greater flexibility, higher accessibility, and lower fixed costs—particularly if autonomous vehicles eliminate the need for driver salaries. However, mobile parcel lockers also create challenges for e-commerce businesses such as estimating demand and customer choices.
To address these challenges, Yin’s research team developed a mobile parcel locker demand-estimation model. Additionally, the researchers found that compared with stationary lockers, mobile lockers offer a better value and demand fulfillment.
Another challenge surrounding the rapid growth of e-commerce and urban freight is racial equity in urban freight planning. In his presentation, University of Washington Urban Freight Lab researcher Travis Fried explained how his research is seeking to better understand these inequities and create a framework for mitigating them.
The past and present systems that perpetuate the segregation of people and neighborhoods have been well documented. However, Fried said there is little research exploring how these patterns play out in freight planning and their impacts on air quality, health, and road safety for people of color. Fried’s research looked at high-volume traffic exposure and found that low-income populations of color were disproportionately exposed to e-commerce traffic.
“By our most conservative estimate, BIPOC [Black, Indigenous, and people of color] populations were exposed to 35 percent more traffic related to last-mile home delivery on average, despite ordering less than half as many packages as white populations,” Fried said. That’s because delivery facilities and highways are disproportionately located near historically marginalized neighborhoods, he explained.
In light of this finding, Fried emphasized the importance of including equity considerations when prioritizing urban freight strategies. “Solutions focused on the upper end of the distribution chain have outsized benefits for marginalized communities, so we need to consider that in our cost-benefit evaluations and engagement strategies,” he added.
Using cargo e-bikes for last-mile freight delivery was the topic of the session’s final presentation from Marc Liu of Civilized Cycles. Liu explained how his company’s innovative semi-trike—which has as much cargo capacity as a small delivery van—can be used to move a significant amount of cargo over short distances, particularly within campus environments such as universities, hospitals, residential developments, and military bases.
“Regardless of what these campuses are moving, they have the same core challenge of moving as much cargo as possible while keeping operating costs as low as possible,” Liu said. “On top of that, emissions and safety are key concerns because most of this happens in pedestrian-heavy areas.”
Liu explained that the first customers for the cargo e-bikes are micro-mobility fleet operators at the forefront of sustainable transportation including Lime, Net Zero Logistics, and Amazon. Moving forward, the company is targeting campus environments for expansion. Liu said that “economics drives adoption” and believes the key to adoption is offering an affordable, American-made product that reduces vehicle fleet costs, increases safety, improves efficiency, and reduces greenhouse gas emissions.
—Megan Tsai, contributing writer
Related Resources
Research assesses roles and impacts of Minnesota’s local airports
Reprinted from Catalyst, January 22, 2025
To better understand how Minnesota’s small public airports affect their local economies, researchers from the Transportation Policy and Economic Competitiveness Program (TPEC) at the University of Minnesota’s Humphrey School of Public Affairs chose three to profile from across the state. They shared their findings at the 2024 CTS Transportation Research Conference in a presentation highlighting the complex roles and community impacts of local airports.
The profile study built on a 2018 TPEC project that explored the value of airfreight networks for Minnesota’s medical supply chain. In addition, the researchers aimed to update information from a 2019 Minnesota Department of Transportation (MnDOT) study that examined the economic impact of 126 of the state’s 133 public airports.
“We were prompted by questions from several stakeholders, including TPEC advisory board members, to see if there were any travel changes or other impacts from the COVID-19 pandemic or high levels of inflation that had happened since those other studies were completed,” said Frank Douma, director of state and local policy and outreach at the Humphrey School’s Institute for Urban and Regional Infrastructure Finance (IURIF) and the project lead. The research team also included Barbara Rohde, IURIF researcher and licensed pilot, and Audrey Clark, an urban/regional planning graduate student.
Data for the three airport profiles was gathered through interviews with airport and city officials in February and May of 2024.
Granite Falls Municipal Airport
Unique among the three airports studied, the Granite Falls Municipal Airport in west central Minnesota receives no federal funding and attributes its ongoing success to the support of MnDOT and the local business community. A primary user for this 152-acre, one-runway airport is one of the biggest energy and ethanol firms in the Midwest—Fagen, Inc. The company hosts visitors from all parts of the US who travel to Granite Falls in corporate jets for meetings and tours.
The airport is also an active UPS hub—vital for supporting local resident and business needs—and draws tourists with a local bi-annual airshow held in association with the Fagen Fighters WWII Museum that showcases a collection of working aircraft from the era.
Mankato Regional Airport
“It may be a surprise to some, but the Mankato Regional Airport is the second busiest in the state, following Minneapolis-St. Paul International,” Douma said of the airport located in south-central Minnesota.
Most of the operations on the airport’s two runways support and serve student pilots; North Star Aviation, a major US flight school, trains 700 aviation students who log more than 40,000 flight hours annually. “As a person who has taken many flight school lessons, I was so impressed,” said Rohde. “These kids fly until 11 at night to get their time in.” The school provides a direct recruitment pipeline to Minneapolis-based Sun Country Airlines.
The airport also serves the area’s retail, agriculture, and health care industries, which include:
- A 450,000-square-foot Walmart Distribution Center that opened in 2015 and is undergoing a major expansion.
- Veterinarians who board planes every morning to travel the country for swine testing.
- Mayo Clinic helicopters, based here to take advantage of the central location.
Roseau Municipal Airport
Ten miles south of the Canadian border, Roseau Municipal Airport mostly serves the Polaris company’s 1,500-employee manufacturing facility, ferrying executives and researchers across the US from the airport’s single paved runway. Additionally, the airport focuses on supporting community development and health care access with medevac transportation.
Conclusions and next steps
Local airports contribute significantly to the economic competitiveness, community pride, and identity of the Minnesota cities that host them, the researchers found. However, the nature of those contributions is different for each airport, encompassing transportation links, business facilitation, tourism, and emergency services.
A subgroup of TPEC advisory board members recently formed to further expand this research and seek national, state, and institutional partnerships.
—Jacqueline Bass, CTS program editor
Related resources
- Research Brief: Sustaining Minnesota’s Medical Device Industry Cluster: A Vital Role for Multimodal Transportation (2022)
- Article: An airport’s story: Granite Falls Municipal Airport (2019)
- Article: An airport’s story: Roseau Municipal (2020)
- Article: An airport’s story: Mankato Regional Airport (2013)
New Project: Impact of Asphalt Lift Thickness on Pavement Density and Durability
Pavement durability depends on its density. Achieving adequate density depends on the size of the aggregate in the mixture and the asphalt lift thickness—the height of the asphalt layer that is applied by the paver and compacted.
Continue reading New Project: Impact of Asphalt Lift Thickness on Pavement Density and DurabilityMnDOT and the Local Road Research Board Fund New Research Projects to Address Critical Transportation Issues
MnDOT and the Local Road Research Board have funded 27 new research projects out of 82 proposals submitted this year. Every MnDOT and LRRB project is guided by a Technical Advisory Panel, with each member serving an important role in the success of the project. MnDOT and LRRB are actively seeking volunteers to serve as Technical Advisory Panel members. TAP members will help with guiding research and reviewing final project deliverables.
To receive updates on any of the funded projects, select “subscribe” on the project webpage.
Bridges and Structures
Environmental
- Quantifying the Influence of Driver Behavior on Greenhouse Gas Emissions and Air Quality
- Incorporation of Soil Health Engineered Measures on MnDOT Construction Projects and Resilient Stormwater Management
- Innovative Stormwater Solutions for Linear Projects
- Feasibility of LED Solar Street Lighting
- Development of Biochar Specification Criteria as Soil Amendment for Slopes, Conveyances and Stormwater Treatment Systems, Phase 2
Maintenance Operations
Materials and Construction
- Tools to Improve the Durability of Asphalt Pavements
- Feasibility of InSAR for Continuous Monitoring of Ground Deformation and Performance Tracking of Geotechnical Assets
- Evaluating and Implementing Ground Penetrating Radar (GPR) for Continuous and Rapid Monitoring of Moisture Fluctuations in In-service Roads
- Are Current Rigid Pavement Roundabout Designs Working in Minnesota?
- Holistic Design and Selection Criteria for Unbound Geomaterials Used in Pavement Systems
- Design Guidance and Best Practices for the Use of Light Fill
Multimodal
- Navigating Healthier Community Outcomes with Transportation Corridor Rankings
- Operational Characteristics of Conventional and Electric-Assisted Bicycles and Their Riders
Policy and Planning
- Leveraging Transportation Investments for Economic Development and Wealth Building
- Refining the Understanding of Parking Space Requirements and Its Impact on Vehicle Miles Travelled
- Speed Impacts on Complete Streets Elements, Phase 2
- Freeway Corridor Economic Impact
Traffic and Safety
- High Tension Cable Median Guardrail Expected Lifespan
- Use of Colors in Dynamic Message Signs for Both Travel Times and Static Sign Simulation
- Evaluation of Driver Speeds After Implementation of Speed Limit Reduction on Urban Streets
- Estimating Likely Mode Shift and Vehicle Miles Travelled Reduction Potential Using TBI Data and AI Algorithms
- Bike Infrastructure Planning Based on Mobile-Sourced Data and Anticipated Route Shifts
- Exploring Completeness and Accuracy of Driver Crash Reporting of Property Damage Only Crashes
- Leveraging C-V2X and Advanced Communications/Sensing for Rural Road Safety
- A Novel Red Light Running Warning System Using Connected v2i Technology, Phase 2: Driver Testing on Public Roads
New Project: Speed Impacts from Roundabouts and Other Traffic Control Devices
Roundabouts are effective at reducing driver speeds and lowering serious crash rates compared to other intersection types. Speeds vary in roundabouts, however, depending on geometric factors such as the number of lanes, entry and exit widths, and diameter. The use of supplementary control devices such as sign types, sign placement and pavement markings may also impact entry and exit speeds.
Continue reading New Project: Speed Impacts from Roundabouts and Other Traffic Control DevicesNew Project: Effect of Centerlines on Prevailing Traffic Speeds of Low-Speed, Two-Lane, Two-Way Roads in Urban Contexts
Vehicle speed has a substantial influence on both the likelihood and severity of crashes involving nonmotorized road users. Reducing speeds on urban streets, in particular, enhances safety for the greatest number of vulnerable road users.
Continue reading New Project: Effect of Centerlines on Prevailing Traffic Speeds of Low-Speed, Two-Lane, Two-Way Roads in Urban ContextsNew Project: Analyzing Truck Size and Weight Impacts on Vehicle Miles Traveled
Trucks account for over one-third of transportation sector greenhouse gas (GHG) emissions. MnDOT strives to identify guidance for the freight community to reduce its vehicle miles traveled (VMT). Allowing larger or heavier trucks could allow more freight to be moved per vehicle, thus reducing VMT.
Continue reading New Project: Analyzing Truck Size and Weight Impacts on Vehicle Miles TraveledUpdated stormwater guide reflects new research, experience
Reprinted from Catalyst, December 16, 2024
Effective stormwater management is essential for maintaining healthy urban environments, but it requires consistent monitoring and maintenance to prevent costly failures—something that municipalities across the state have struggled with for years.
At a recent CTS webinar, Andy Erickson, research manager at the University of Minnesota’s St. Anthony Falls Laboratory and CTS scholar, guided more than 160 attendees through recent changes made to the Minnesota Stormwater Inspection and Maintenance Resource Guide. The original guide, published in 2009, has been revised to incorporate more than a decade’s worth of field applications, research, and practical experience. The updated resource aims to improve the inspection, operation, and maintenance of stormwater management practices across the state, providing practitioners with essential tools to optimize stormwater management and increase cost-effectiveness.
Stormwater management is crucial for controlling urban runoff, and systems such as green infrastructure and low-impact development reduce pollution before stormwater is sent to lakes, rivers, and streams. However, these systems require regular upkeep to remain effective, and maintenance challenges arise from their passive nature and logistical issues in large urban areas. One key problem is the lack of on-site staff for monitoring and making the proactive inspections vital for preventing failures. Regular maintenance can reduce costs by avoiding the need for major repairs, but municipalities may still struggle to stay within their maintenance budgets, as funding for upkeep is often inadequate compared to the cost of new infrastructure.
“Since there are no operating staff on-site to see when these things fail or see what’s causing them to fail, we have to be proactive in our inspections,” Erickson said. That means inspectors must travel multiple times to locations spread out across the metro region—which significantly increases costs. “Depending on the size of the practice, your total maintenance cost might become more than your original construction cost within five years of the life of that practice,” he said.
The 2024 update to the Minnesota Stormwater BMP Maintenance Resource Guide aims to address this issue by offering detailed instructions for inspecting and maintaining various stormwater systems. The updated guide includes inspection checklists in the form of fillable PDF documents. These checklists should streamline the inspection and documentation process and help inspectors assess site conditions, including vegetation health, erosion, and drainage performance. And the forms can be easily updated and reused, providing a practical tool for ongoing stormwater management. “The forms are not static, but rather are intended to serve as a resource that can be used and adapted to fit a jurisdiction’s particular needs,” Erickson explained.
Following items from the checklist, the guide provides specific maintenance recommendations based on inspection findings, including how to address issues such as erosion, vegetation dieback, and structural failures.
“You can go through these to really home in on what maintenance is needed and when the maintenance is needed,” Erickson said.
The updated Minnesota Stormwater BMP Maintenance Resource Guide is now available online for download.
—Emma McIntyre, CTS communications intern
Related Resources
Remote driving of autonomous vehicles: Are we there yet?
Reprinted from Catalyst, December 6, 2024
Since the 2004 DARPA Grand Challenge, connected and autonomous vehicles (CAVs) have been highly anticipated and widely discussed. Today, Teslas with “autopilot” and General Motors vehicles with Super Cruise driver-assistance technology are already on roads, and pilot “robotaxi” services operate in several major US cities.
However, most CAVs are currently classified, at best, as Level 4 by the Society of Automotive Engineers. This means they are designed and operated with specific, predefined conditions—known as their operational design domain (ODD)—and must stop safely when those conditions are no longer met. Despite advancements in artificial intelligence and machine learning, there is still a long way to go before fully autonomous, or Level 5, vehicles become a reality.
Partial remote driving, or teleoperated driving (ToD), has emerged as a potential interim solution. With ToD, a remote operator can take control if a CAV encounters conditions beyond its ODD. Enabled by 5G cellular networks, ToD has shown promise in controlled settings, but the question remains whether current 5G networks can reliably support remote driving on a large scale.
In a recent project, University of Minnesota researchers investigated the feasibility of and critical networking requirements for remote CAV operation. The project was led by Zhi-Li Zhang, a professor in the Department of Computer Science and Engineering, and Rajesh Rajamani, a professor in the Department of Mechanical Engineering. Their work was supported by CTS seed funding, which aims to help CTS scholars develop expertise in emerging areas and foster strategic relationships that position them for future funding opportunities.
According to Zhang, 5G was designed to enable low-latency applications—those that process high volumes of data with minimal delay. In reality, today’s commercial 5G networks mainly support conventional mobile broadband access, especially to improve download speeds. But when it comes to teleoperation, higher uplink speeds and low latency in both directions are essential, Zhang says.
To test 5G’s potential, the research team used the MnCAV Ecosystem’s research vehicle—which is outfitted with cameras and lidar sensors—to conduct repeated driving experiments on commercial 5G networks in downtown Minneapolis. The study focused on end-to-end uplink performance of sensor data from the vehicle to a remote teleoperation station, analyzing how well these networks could support responsive, safe control.
Results showed that while transmitting a single video stream from a CAV is feasible, adding additional streams, especially from lidar—essential for depth perception—can strain the network. The researchers also found that, even in the case of a single video stream, latency increased when the vehicle was traveling at higher speeds and at handover points between 5G base stations, posing risks for safe and reliable remote driving.
These findings highlight fundamental challenges for remote driving on commercial 5G. However, thanks in part to this CTS-funded project, Zhang, Rajamani, and other researchers from the University of Minnesota and the University of Michigan were awarded an NSF grant to study further solutions.
One approach the researchers are exploring in this project is a new “predictive display” mechanism that leverages generative artificial intelligence to overcome the latency challenge of 5G networks. The mechanism uses recent but slightly delayed (e.g., by 0.5 seconds) data to predict the CAV’s current surroundings. Early tests suggest that this method could improve remote driving performance by masking the 5G network delay, helping teleoperators drive more effectively. However, the researchers say further work is needed to refine the technology and make remote CAV operation reliable and robust at scale.
—Krysta Rzeszutek, CTS digital editor



