2026 Guide to Effective Traffic Jam Solutions: Technical Analysis of ATSC & Smart Infrastructure

2026 Guide to Effective Traffic Jam Solutions: Technical Analysis of ATSC & Smart Infrastructure

Traffic congestion is no longer just a daily nuisance; it is a complex systemic challenge that demands a high-fidelity technological response. As urban density increases, traditional fixed-time traffic management fails to address the stochastic arrival patterns of modern vehicle flow.

To truly mitigate urban delays, authorities must shift from reactive expansion to proactive optimization using Traffic Flow Theory. This guide explores how integrating Adaptive Traffic Signal Control (ATSC) with smart roadside sensing—such as VMS and high-performance radar detectors—can minimize lost green time and maximize network throughput.

Understanding Traffic Congestion

Causes of Traffic Jams

Traffic Demand and Capacity Imbalance

Urban areas are experiencing a rapid rise in vehicle ownership as more people choose private cars over public transport. This growing number of vehicles intensifies pressure on existing road networks, especially during peak commuting hours. When travel demand exceeds road capacity—typically in the morning and evening rush periods—traffic congestion becomes inevitable.

Poorly coordinated traffic routes and the lack of real-time management systems further aggravate the situation. Drivers often take inefficient detours without access to accurate traffic updates, resulting in longer travel times, higher fuel consumption, and increased emissions. The extended driving hours contribute to fatigue, elevating the risk of accidents.

In essence, the imbalance between the rising travel demand and limited road capacity, compounded by inefficient route planning, lies at the core of most urban traffic jams. Addressing this mismatch through smarter traffic management and diversified transportation choices is key to easing congestion.

Inadequate Infrastructure

Many cities face challenges with outdated infrastructure. Roads often lack the capacity to handle the growing number of vehicles. Potholes and narrow lanes exacerbate the situation. These issues slow down traffic flow. Cities with limited road capacity struggle to manage congestion effectively.

Poor Urban Planning

Urban planning plays a crucial role in traffic management. Poorly designed cities contribute to traffic jams. Many urban centers lack efficient public transportation systems. This absence forces residents to rely on personal vehicles. Traffic congestion worsens as a result.

Roadway Incidents and Construction

Accidents, vehicle breakdowns, and roadworks are among the most disruptive causes of congestion. A single multi-vehicle collision can block multiple lanes, creating long tailbacks that ripple across an entire region. Similarly, construction projects often reduce road capacity by closing lanes or narrowing routes, forcing vehicles into bottlenecks. When these events overlap, such as accidents within work zones, the impact can be severe, with delays stretching for hours and increasing the risk of secondary accidents.

Traffic Signal Inefficiencies

Poorly timed or uncoordinated traffic signals significantly slow down vehicle movement. In busy urban intersections, signals that do not account for traffic volume cause vehicles to idle unnecessarily, compounding delays during peak hours. Lack of synchronization between lights, like inefficient traffic signal timings, can create stop-and-go patterns across corridors, reducing throughput and raising driver frustration. Effective traffic signal management is therefore critical to maintaining steady flow, especially in cities with mixed traffic of cars, buses, cyclists, and pedestrians.

Environmental Conditions

Adverse weather plays a major role in congestion by reducing visibility and road friction. Heavy rain can cause hydroplaning and longer braking distances, while snow and ice make roads hazardous, often requiring reduced speed limits. Fog limits sight distance, forcing drivers to slow down, and in severe cases, leading to chain-reaction crashes. Even after weather events subside, wet or damaged roads can continue to disrupt flow. These conditions not only decrease travel speeds but also heighten the likelihood of accidents, which further adds to congestion.

Driver Behavior

Human factors are often overlooked but contribute greatly to traffic jams. Aggressive behaviors such as speeding, tailgating, and frequent lane changes increase accident risks, while distracted driving from mobile phones or in-car systems causes reaction delays. Some drivers attempt illegal maneuvers, such as U-turns in restricted areas, further disrupting flow. Stress and impatience in dense traffic worsen the problem, leading to erratic driving that slows everyone down. In contrast, courteous behaviors like signaling, yielding, and maintaining safe distances help reduce congestion by creating more predictable movement.

Consequences of Traffic Congestion

Economic Impact of Traffic Congestion

Traffic congestion is no longer just a commuter nuisance; it is a profound macroeconomic drain. Lost commuting time translates directly into reduced workforce productivity, inflated supply chain costs, and diminished operational efficiency for logistics-dependent industries.

According to the INRIX 2025 Global Traffic Scorecard, which analyzed traffic patterns through late 2025 to project 2026 trends, the economic toll of congestion has intensified as urban activity reaches new peaks.

  • Total Economic Cost (2025): Traffic congestion costs the United States an estimated $85.8 billion to $86 billion in lost time and productivity.
  • Average Time Lost: The typical U.S. driver lost 49 hours to congestion in 2025, a sharp increase that reflects the growing imbalance between vehicle volume and road capacity.
  • The “Congestion Tax” in Major Cities: The financial burden is most severe in high-density hubs. In 2025, Chicago surpassed New York City as the most congested city in the U.S. Drivers in Chicago lost an estimated $2,063 each, while New York City drivers faced a cost of $1,879 per person.

(Source: https://inrix.com/blog/congestion-up-fatalities-down-what-the-2025-inrix-global-traffic-scorecard-reveals/, https://inrix.com/press-releases/2025-global-traffic-scorecard-us/)

Environmental Concerns

Traffic jams intensify vehicle idling, stop-and-go movements, and energy inefficiency, all of which lead to higher greenhouse gas emissions. Vehicles emit more pollutants per kilometer in congested conditions than during steady-speed driving, worsening air quality and contributing to global warming.

Noise pollution is another by-product. Studies show that prolonged exposure to road traffic noise can increase depression risk by about 4% and anxiety by 12%, even after adjusting for demographic factors.

A 2024 empirical study also found a 10.5% rise in mental health issues associated with chronic traffic noise exposure.

Social and Psychological Impacts

Congestion erodes both social well-being and emotional stability.

  • Loss of personal time: Commuters spend increasing hours on the road, leaving less time for rest, family, and leisure. Longer commutes are consistently linked to lower life satisfaction.
  • Psychological stress: A multi-city study by the University of California, Berkeley found that every 10-minute increase in delay time is associated with a measurable rise in depressive symptoms.
  • Emotional instability and aggression: Research in Dhaka revealed that drivers in heavy congestion experience significantly higher stress, anger, and aggression levels.
  • Safety risks: Stop-and-go traffic and reduced spacing between vehicles heighten accident likelihood, increasing road injuries and fatalities.

Health and Well-being Effects

Traffic congestion also has direct consequences on health. Air pollution from vehicle emissions contributes to respiratory diseases, cardiovascular issues, and worsens conditions such as asthma. Prolonged sitting in traffic can lead to physical inactivity, increasing risks of obesity and related health problems. Additionally, the stress and frustration caused by frequent delays can trigger anxiety, fatigue, and sleep disturbances, lowering overall quality of life.

Here’s the chart showing Health and Well-being Effects of Traffic Congestion:

Health and Well-being Effects of Traffic Congestion

Technological Solutions

How It Works: Adaptive Signal Control & Supporting Equipment

At the heart of a smart management system lies Adaptive Traffic Signal Control (ATSC). Unlike traditional fixed-time signals, adaptive systems utilize real-time data to dynamically calibrate green, yellow, and red intervals. These adjustments are critical for mitigating congestion at intersections characterized by stochastic arrival patterns or fluctuating traffic demand.

By applying principles of Traffic Flow Theory, the system continuously monitors vehicle queue lengths, arrival rates, and inter-vehicle gaps to optimize intersection performance. A primary objective of ATSC is the reduction of lost green time (L)—the intervals during a phase change where no vehicles are entering the intersection at the saturation flow rate (s). By minimizing these inefficiencies, the system maximizes the effective green time for congested approaches. Furthermore, these systems address the limitations of the traditional Webster’s Formula, which is used to determine the optimal cycle length (C₀) to minimize total delay:

C0=1.5L+51YC_0 = \frac{1.5L + 5}{1 – Y}

Formula Components:

  • C₀: The Optimal Cycle Length (in seconds) that results in the least amount of delay for all vehicles at the intersection.
  • L: The Total Lost Time per cycle (in seconds). This includes the time lost when traffic starts moving (start-up delay) and the “all-red” clearance intervals.
  • Y: The Critical Lane Volume Ratio. It is the sum of the ratios of Actual Traffic Flow to Saturation Flow (the maximum possible flow) for all critical phases.
IMPACT OF TRAFFIC SURGES ON VEHICLE DELAY

FeatureFixed-Time Control (Static)Adaptive Signal Control (Dynamic)
Input for Y (Flow Ratio)Based on historical averages (e.g., data from 6 months ago).Based on real-time detection (Microwave/Radar/CCTV) every second.
Handling of L (Lost Time)Rigidly set. Cannot adjust for slow-moving vehicles or weather-related delays.Minimizes $L$ by skipping empty phases and adjusting clearance intervals.
Cycle Length (C₀)Stays at a pre-set value (e.g., 65s) even if traffic doubles.Self-recalibrating. Instantly jumps from 65s to 130s if a surge is detected.
Intersection EfficiencyHigh “Green Waste” on empty lanes; frequent queue spillback on busy ones.Optimized Saturation Flow. Reallocates green time where it is needed most.
Impact on DelayDelay increases exponentially during unexpected surges (The “Gridlock Zone”).Maintains Minimum Delay by staying at the bottom of the efficiency curve.
Best Used ForPredictable, low-volume rural roads.Complex urban grids, construction zones, and high-volume corridors.

Case Study: Optimizing a Saturated Intersection

To see how adaptive logic outperforms traditional systems, consider a standard four-way urban intersection during a sudden afternoon rush:

Imagine a standard four-way intersection with a total lost time (L) of 10 seconds per cycle. Under traditional fixed-time control, the sum of critical flow ratios (Y) is typically estimated at 0.7 based on historical data.

Using Webster’s Formula:

C₀ = (1.5 × 10 + 5) / (1 – 0.7)
= 20 / 0.3
≈ 67 seconds

This suggests an optimal signal cycle length of approximately 67 seconds under normal traffic conditions.

However, during peak hours, traffic demand can increase significantly. Suppose the actual flow ratio rises to 0.85 due to a surge in vehicles.

Recalculating:

C₀ = (1.5 × 10 + 5) / (1 – 0.85)
= 20 / 0.15
≈ 133 seconds

⚠️The Impact: Because the fixed cycle (67s) is only half of what is needed (133s), the intersection suffers from “Cycle Mismatch.” Green lights are too short to clear the queue, leading to “Queue Spillback” where cars block the previous intersection, paralyzing the network.

⚙️The Adaptive Solution: An adaptive system identifies the surge in real-time. It detects that the Y ratio has hit 0.85 and instantly recalibrates the cycle toward 133 seconds. Simultaneously, it identifies “underutilized” phases (lanes with no cars) and reallocates that “Green Waste” to the saturated lanes. This continuous balancing ensures the intersection operates at peak efficiency, preventing a localized delay from turning into a city-wide jam.

However, adaptive control does not operate in a vacuum. It must integrate with an array of roadside traffic equipment and support systems to maximize its effectiveness. Some of these include:

EquipmentRole / FunctionNotes / Evidence
Variable Message Signs (VMS / dynamic signs / CMS)Present dynamic route guidance, incident alerts, expected delays, diversion instructionsIndicate lane closures, detours, directional changes, and upcoming changes in signal or roadway status
Arrow Boards / Lane Control Signals / LED Matrix SignsLight Towers (mobile lighting/beacon towers)These aid driver compliance and improve safety in construction zones or incident areas.
Light Towers (mobile lighting / beacon towers)Improve visibility in low-light / nighttime operations or in road work zones, enhancing safety and signaling changesOften used in combination with VMS in dynamic traffic control for work zones.
Radar Speed Signs / Radar-based speed feedback displaysDetect vehicle speeds and display “Your Speed” or warnings (slow down)Helps moderate driver speed, especially before congested zones or signalized intersections.
Boom Gates / Barrier GatesControl access (e.g. in gated corridors, restricted zones, reversible lanes)Used in special cases like reversible lanes, tunnels, or restricted-access corridors.
CCTV Cameras, Inductive Loops, Radar / LiDAR SensorsCore detectors for real-time traffic data (vehicle counts, speeds, classification)Feeding data into the adaptive system is essential for real-time decision-making.

By combining adaptive signal control with these supporting traffic equipment, authorities can:

  • Monitor traffic flows with granularity and speed.
  • Alert drivers ahead of time, guiding them to alternative routes before they hit congestion.
  • Respond swiftly to incidents (accidents, breakdowns) and adjust signal plans accordingly.
  • Enhance safety in dynamic environments like construction zones with clear signage and control devices.

When all these components work in concert, the system transitions from a reactive to a proactive traffic management paradigm.

Mobile Applications

Mobile applications provide another effective traffic jam solution. These apps offer navigation and traffic updates to users. Real-time information helps drivers choose optimal routes. Avoiding congested areas becomes easier with accurate data. Many apps also suggest alternative paths during peak hours. This guidance reduces travel time and stress for commuters.

Ride-sharing and carpooling platforms contribute significantly to easing traffic congestion. These platforms connect drivers with passengers heading in the same direction. Fewer vehicles on the road result from increased carpooling. This reduction in vehicle numbers alleviates traffic jams. Users of these platforms often enjoy cost savings and environmental benefits. Encouraging more people to use ride-sharing services can lead to sustainable urban mobility.

Infrastructure Improvements

Expansion of Public Transportation

Reliable bus and train services offer a significant traffic jam solution. Urban areas benefit from efficient public transit systems. Buses and trains reduce the number of personal vehicles on roads. This reduction alleviates congestion significantly. Public transportation systems require regular maintenance and upgrades. Authorities must ensure timely schedules and comfortable rides. Reliable services encourage more commuters to choose public transit.

Enhanced transit hubs play a crucial role in public transportation. Transit hubs connect different modes of transport seamlessly. Efficient hubs facilitate smooth transitions between buses, trains, and other transport modes. Well-designed hubs reduce waiting times for passengers. Transit hubs improve the overall travel experience for commuters. Authorities should invest in modernizing transit hubs to support urban mobility.

Maximizing Virtual Road Capacity with Smart Traffic Systems

Traditional engineering suggests that expanding road capacity is the primary solution to urban gridlock. While multi-lane highways and strategic bypasses can divert heavy transit away from city centers, modern data shows that physical expansion alone is often a short-term fix.

The Challenge of Induced Demand

When authorities focus solely on adding physical lanes, they often trigger a phenomenon known as Induced Demand. This economic principle suggests that increasing road supply lowers the perceived “cost” of driving (in terms of time), which quickly encourages more motorists to use the route until it reaches a new equilibrium of congestion. Essentially, adding lanes can sometimes “invite” more traffic rather than solving it.

Maximizing “Virtual Capacity” with Portable Traffic Systems

To break this cycle, industry leaders are shifting toward increasing “Virtual Capacity.” This strategy prioritizes optimizing the existing road footprint through technological intervention rather than massive asphalt expansion.

One of the most effective tools for boosting virtual capacity is the deployment of Advanced Portable Traffic Signals (PTS). By replacing static management with dynamic, sensor-driven control, authorities can achieve up to a 30% increase in road throughput without the capital expenditure of traditional construction:

  • Dynamic Lane Reversal: In corridors with heavy tidal flow, portable signals manage reversible lanes safely, effectively doubling capacity for the peak direction during rush hours.
  • Eliminating “Green Waste”: Unlike fixed-time signals, portable units equipped with microwave sensors or inductive loops detect actual vehicle presence. They skip phases with no demand and extend green time for saturated flows, ensuring the intersection operates at peak efficiency.
    • High-Precision Intersection Management: Upgraded intersections and roundabouts act as the “valves” of the city. By utilizing mobile signal trailers during peak hours or construction phases, authorities maintain a steady Saturation Flow, preventing the stop-and-go patterns that lead to secondary accidents and queue spillback.

Policy and Regulation Initiatives

Congestion Pricing and Multimodal Integration: A System Engineering Approach

Congestion pricing represents a sophisticated system engineering approach to urban demand management. Rather than serving as a static toll, modern pricing strategies function as a dynamic regulatory mechanism that aligns road usage with network capacity. This effectiveness relies heavily on multimodal integration, where pricing signals incentivize a shift from private vehicles to high-capacity transit, cycling, and walking.

To achieve precise, real-time demand regulation, the implementation of Smart Roadside Sensing Infrastructure is mandatory. Authorities must deploy a high-fidelity technological base to support dynamic fee structures. High-performance CCTV surveillance and radar-based vehicle detectors serve as the technical bedrock, enabling the system to classify vehicles, monitor traffic density, and adjust prices according to the degree of saturation. Integration with Variable Message Signs (VMS) is equally critical, as these units provide drivers with real-time price transparency and alternate route guidance before they enter charging zones.

Global Implementation and Quantitative Evidence

Recent data from leading global implementations underscores the efficacy of integrated pricing models:

  • New York City (Central Business District Tolling Program, 2024/2025)
    The Metropolitan Transportation Authority (MTA) expects the program to reduce traffic entering the Manhattan CBD by 17%, translating to approximately 100,000 fewer vehicles daily. This initiative aims to generate $1 billion annually, specifically for capital improvements in public transit infrastructure. (Source: https://new.mta.info/project/CBDTP)
  • Singapore (Electronic Road Pricing 2.0)
    As a pioneer in the field, Singapore is transitioning to a Global Navigation Satellite System (GNSS)-based ERP 2.0. This system integrates roadside sensing with in-vehicle units to allow for distance-based pricing, which has historically kept traffic speeds on expressways within the optimal range of 45–65 km/h.
  • London (Congestion Charge and ULEZ)
    Following the expansion of the Ultra Low Emission Zone (ULEZ) in late 2023, Transport for London (TfL) reported a 13% reduction in nitrogen dioxide(NO2)concentrations in outer London compared to a non-pricing scenario, demonstrating the environmental synergy of congestion management.
    (Source: https://www.london.gov.uk/media-centre/mayors-press-releases/new-data-shows-mayors-ulez-expansion-working-better-expected-bringing-cleaner-air-five-million-more)

Despite the clear operational benefits, challenges regarding public equity and “taxation” perceptions remain. Successful mitigation requires transparent revenue recycling, where the proceeds are visibly reinvested into the reliability and accessibility of the broader multimodal network. When supported by robust traffic safety equipment and accurate detection data, congestion pricing evolves from a punitive measure into a proactive tool for sustainable urban mobility.

Encouragement of Alternative Transportation

Encouraging alternative transportation serves as an effective traffic jam solution. Incentives for biking and walking play a crucial role. Cities can offer financial rewards or subsidies for individuals who choose these modes. Infrastructure improvements, such as bike lanes and pedestrian pathways, enhance safety and accessibility. These measures promote healthier lifestyles and reduce vehicle dependency.

Subsidies for public transit users also contribute to alleviating traffic congestion. Reduced fares make public transportation more attractive. Increased ridership leads to fewer cars on the road. Authorities can invest in reliable and efficient transit systems. Enhanced services encourage commuters to opt for buses and trains over personal vehicles. Long-range plans in major cities, like Atlanta and Washington, D.C., focus on transportation investments. These plans aim to address congestion and improve urban mobility.

A comprehensive approach remains essential for effective traffic jam solutions. Multiple strategies must work together to achieve sustainable results. Travel demand management, non-automotive travel modes, and land use management all play vital roles. A balanced approach ensures that no single strategy dominates. Cities must consider community and environmental implications when implementing these initiatives.

Community-Based Solutions

Promoting Carpooling and Vanpooling

Carpooling and vanpooling offer effective solutions to reduce traffic congestion. These methods involve sharing rides with others who travel in the same direction. Fewer vehicles on the road result from increased participation in carpooling. This reduction alleviates traffic jams and decreases pollution levels. Many communities establish platforms to connect drivers and passengers. These platforms facilitate ride-sharing arrangements and enhance urban mobility.

Johnny, a freshman at a university, shared his experience with a rideshare group. He initially faced challenges with expensive and time-consuming travel options. Johnny discovered the university’s Facebook rideshare group. He used it over 40 times and found it beneficial. His experience highlights the potential of community-based ride-sharing initiatives. Such initiatives can improve transportation efficiency and reduce congestion.

Education and Awareness Campaigns

Awareness Campaigns

Education and awareness campaigns play a vital role in addressing traffic jams. These campaigns inform the public about the benefits of alternative transportation. People learn about the environmental and economic advantages of reducing car usage. Communities organize workshops and seminars to promote sustainable transportation habits. Participants gain insights into efficient commuting options and their positive impacts.

Public awareness efforts encourage individuals to adopt eco-friendly practices. Campaigns emphasize the importance of walking, biking, and using public transit. Educational materials highlight the long-term benefits of reduced vehicle dependency. Increased awareness leads to more informed decisions and traffic jam solutions regarding transportation choices. Communities witness improved traffic conditions as a result of these efforts.

Urban Planning that Reduces Car Dependency

Urban planning significantly influences traffic congestion levels. Effective planning reduces car dependency by promoting mixed-use developments. These developments integrate residential, commercial, and recreational spaces. People access essential services without relying heavily on personal vehicles. Walkable neighborhoods and accessible public transit options support this approach.

Cities implement zoning regulations to encourage sustainable urban growth. Planners prioritize pedestrian-friendly infrastructure and green spaces. These elements enhance the quality of life for residents and reduce traffic congestion. Urban planners collaborate with local authorities to create comprehensive transportation networks. These networks accommodate various modes of transport and improve overall mobility.

Community-based solutions provide valuable contributions to traffic congestion reduction. Carpooling, education campaigns, and strategic urban planning work together to achieve sustainable results. These efforts empower communities to take proactive steps toward improving transportation systems.

Addressing traffic congestion remains crucial for enhancing urban mobility and quality of life. A comprehensive traffic jam solution proves essential in tackling this complex issue. Multiple traffic jam solutions must work together to achieve sustainable results. Operational improvements offer cost-effective solutions for existing systems. Smart traffic management optimizes traffic flow efficiently. Infrastructure enhancements, such as adding lanes, alleviate localized congestion. Proactive engagement from communities and authorities ensures successful implementation. Encouraging alternative transportation reduces vehicle dependency. A balanced approach leads to improved urban environments and economic productivity.

Your Reliable Traffic Safety Equipment Partner

One-Stop Solution for Traffic Safety Equipment, since 2008, at OPTRAFFIC, we are more than just a manufacturer, we are you all-in-one for traffic safety solutions. We focus on innovation through our dedicated R&D team and uphold strict quality controls to ensure the durability and reliability of our products. Our equipment has been used in major global events, including the Beijing and London Olympic Games, and projects like the Sydney New Airport.

To serve our international customers effectively, we have established a network of local distributors in countries such as Canada, New Zealand, Australia, Ireland, and the Netherlands, ensuring prompt and efficient service worldwide.

FAQ

1. What is the best solution for traffic jams?

A combination of solutions works best, including improving public transportation, promoting alternative transportation (cycling, walking, carpooling), optimizing traffic signal timings, and implementing congestion pricing. No single solution eliminates traffic alone.

2. Does adding more lanes reduce traffic?

Adding lanes may temporarily ease congestion, but it often leads to induced demand, where more people choose to drive, eventually bringing congestion back to previous levels.

3. What three things control the flow of traffic?

  • Road capacity – number of lanes and road design.
  • Driver behavior – speed, following distance, and adherence to rules.
  • Traffic management systems – signals, signs, and real-time route guidance.

4. How can cities promote alternative transportation effectively?

While expanding road capacity may provide temporary relief, it often triggers a phenomenon known as Induced Demand. This economic principle suggests that increasing supply (lanes) lowers the perceived “cost” of driving (time), which in turn encourages more motorists to use the road until it reaches a new equilibrium of congestion.

Instead of focusing solely on expanding physical lanes, modern urban strategies prioritize increasing “Virtual Capacity.” This concept leverages technological integration to optimize the existing road footprint without the massive capital expenditure and environmental impact of traditional construction.

Key methods for enhancing virtual capacity include:

  • V2X (Vehicle-to-Everything) Technology: By enabling real-time communication between vehicles and roadside infrastructure, authorities can harmonize traffic flow, reduce “phantom” braking, and allow for tighter vehicle platooning.
  • High-Precision Mobile Signal Control: Deploying advanced systems, such as OPTRAFFIC’s Intelligent Trailer-Mounted Traffic Signals, allows for dynamic lane management. These units can transition a road into a reversible lane system during peak hours or manage “smart bottlenecks” with millisecond-precision timing.
  • Active Traffic Management (ATM): Using sensors to detect density, systems can automatically adjust speed limits and signal phases to maintain a steady flow, effectively increasing the number of vehicles a single lane can process per hour.

5. What incentives can encourage people to use alternative transportation?

Incentives may include subsidies for public transit fares, tax breaks for carpooling, investment in cycling infrastructure, and the development of pedestrian-friendly urban areas. Additionally, implementing policies like congestion pricing can make alternative modes more attractive.

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