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Traffic Signal Control

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lightbulbAbout this topic
Traffic Signal Control is the study and application of systems and algorithms designed to manage the timing and operation of traffic signals at intersections. Its goal is to optimize traffic flow, enhance safety for vehicles and pedestrians, and reduce congestion through effective signal coordination and timing strategies.
lightbulbAbout this topic
Traffic Signal Control is the study and application of systems and algorithms designed to manage the timing and operation of traffic signals at intersections. Its goal is to optimize traffic flow, enhance safety for vehicles and pedestrians, and reduce congestion through effective signal coordination and timing strategies.

Key research themes

1. How can reinforcement learning models improve adaptive traffic signal control to dynamically respond to changing traffic conditions?

This theme focuses on leveraging reinforcement learning (RL) and multi-agent RL algorithms to create adaptive traffic signal control (ATSC) systems that can learn optimal or near-optimal signal phase timings and phase splits based on real-time and longer-term traffic patterns. Compared to traditional fixed-time or actuated control, RL-based systems address traffic dynamics, stochastic vehicle arrivals, and complex network interactions by formulating the signal control problem as a sequential decision-making task with defined states, actions, and rewards. Such approaches aim to minimize delays, queue lengths, and congestion, adapting to varying traffic demands, driver behavior, and incident disruptions.

Key finding: This survey synthesizes how various RL models formalize the traffic signal control problem including state representations (e.g., traffic queue lengths, waiting times), action spaces (phase selection and duration... Read more
Key finding: This study demonstrates the application of cooperative multi-agent RL using deep Q-learning across a network of six intersections, resulting in reduced congestion as quantitatively evaluated by classical traffic metrics such... Read more
Key finding: Expanding conventional RL approaches, this framework integrates multi-agent reinforcement learning with fuzzy logic and advanced computer vision (TC-YOLO) to account for various road users including pedestrians and cyclists.... Read more

2. What are the roles and benefits of fuzzy logic and heuristic-based adaptive controllers for real-time traffic signal timing optimization?

This research theme explores fuzzy logic-based controllers that handle uncertainties and ambiguities in traffic flow data to adaptively optimize signal phases and timings. Unlike fixed or rule-based systems, fuzzy controllers incorporate heuristic expert knowledge to model complex relationships such as traffic density, queue length, and environmental factors. Often implemented with Mamdani-type inference or fuzzy inference systems (FIS), these controllers adjust green light durations and phase sequences to minimize delays and emissions in real time, especially effective in isolated intersections or smaller networks.

Key finding: Introduces a two-stage adaptive traffic controller combining a dynamic traffic model with a fuzzy inference system to approximate optimal timing plans derived from Webster’s theory. The fuzzy controller improves real-time... Read more
Key finding: Designs a Mamdani fuzzy logic controller integrating heuristic rules and feedback control for green light durations based on vehicle count inputs. Simulation using MATLAB and Aimsun shows the fuzzy controller outperforms... Read more
Key finding: Provides a comprehensive overview of fuzzy logic implementation in traffic signal controllers, including the use of MATLAB FIS tools with multiple linguistic variables representing vehicle counts and environmental states. The... Read more

3. How can real-time data acquisition and sensing technologies enhance dynamic traffic signal control and congestion mitigation?

This area investigates the integration of advanced sensing technologies such as wireless sensor networks (WSN), cameras with image processing, infrared and radar sensors, and RFID systems for comprehensive traffic data collection. Real-time measurement of vehicle counts, queue lengths, and emergency vehicle presence enables adaptive signal timing updates. Combining these data sources with control algorithms improves traffic flow, reduces environmental impacts, and prioritizes safety. The theme covers technological implementations, prototype designs, and evaluation of sensing-powered adaptive control strategies.

Key finding: Proposes an adaptive traffic light system utilizing real-time data from a wireless sensor network that monitors lane waiting times and queue lengths. The introduced Shortest Job First phase scheduling and ALCA algorithm... Read more
Key finding: Develops a vision-based traffic light control system where vehicle presence is detected through image capture and edge detection techniques, replacing traditional embedded sensors. The system applies gamma correction and... Read more
Key finding: Implements a priority-driven traffic light controller using RFID sensors and microcontroller architectures to prioritize emergency vehicles at congested intersections. This system dynamically changes traffic light sequences... Read more
Key finding: Presents a congestion-aware traffic light control prototype utilizing infrared sensors with an Arduino Mega 2560 microcontroller. The system dynamically adjusts waiting times per lane based on vehicle counts to alleviate... Read more

All papers in Traffic Signal Control

The article discusses the problem of the safety of rail Traffic Control Devices (TCD) in the process of exploitation. Particularly the article presents an analysis of failures of components of railway traffic control devices (TCD) during... more
The urban population growth and increase in a number of vehicles have affected the travel demand on Jordan Streets. The study aims to apply the Transportation Demand Management (TDM) policies to reduce the traffic flow in urban areas and... more
The importance of temperature for the biology and ecology of reptiles is well known. In temperate regions where temperatures fluctuate on a daily and seasonal basis, reptiles must respond appropriately to maintain body temperatures that... more
Traffic congestions in urban networks could contribute to adverse impact on the economy, environment and the quality of life. As a result, much research has been conducted to provide counter measures through traffic-responsive control... more
Disorganized city planning and a huge rise in use of automobiles on the road have caused massive traffic congestion in cities across the world. Pedestrian crossing designed to facilitate movement across the road network, have... more
Traffic congestion has increased significantly in today's rapidly urbanizing world, influencing people's daily lives. Traffic signal control systems (TSCSs) play an important role in alleviating congestion by optimizing traffic light... more
Image Morphing is one of the most powerful Digital Image processing technique, which is used to enhance many multimedia projects, presentations, education and computer based training. It is also used in medical imaging field to recover... more
This study aimed to improve the operational performance of two closely-located intersections, Keshar Mahal and Durbar Marg, in Kathmandu, Nepal. The current traffic management system was causing long queue lengths, spillback and... more
This project proposes a Density-Based Traffic Control and Monitoring System utilizing computer vision to optimize traffic flow and reduce congestion. Traditional traffic control systems rely on fixed timers, leading to inefficiencies... more
Traffic Signal Countdown Timers (TSCT) are devices installed at signalized intersections to inform drivers about the remaining time for signal change. These timers are intended to improve the decision-making process of drivers, reduce... more
This paper presents an integrated conceptual framework for the description of the components and interactions of transportation systems. The abstraction presented makes use of the notions of procedures (mappings) and steady-state... more
Road traffic congestion in modern cities has become essential problem which need to be solved. To solve this problem, we have proposed a dynamic traffic light controller system based on image processing. Images (the road-images) used in... more
Streszczenie: Praca ma na celu zbadanie i porównanie regulatorów PID o parametrach uzyskanych w wyniku optymalizacji wybranych wskaźników jakości pod kątem właściwości generowanych sygnałów sterujących. Punktem wyjścia do analizy są... more
1First Systems Architecture Team, Laboratory of Research in Engineering, University Hassan II Casablanca ENSEM Casablanca 20200, Morocco 2Laboratory of Mechanical Engineering, Industrial Management and Innovation (IMMII) Hassan I... more
Traffic congestion is a severe problem in many major cities across the world and it has become a nightmare for the people in these cities. Traffic can be controlled in several main junctions by incorporating either automatic traffic light... more
Traffic signal control plays a pivotal role in intelligent transportation systems, directly affecting urban mobility, congestion mitigation, and environmental sustainability. As traffic networks become more dynamic and complex,... more
Die Verantwortlichen für Verkehrsmanagement und -sicherheit in Städten und auf Autobahnen setzen zukünftig zunehmend auf die Vernetzung von Fahrzeugen und der Infrastruktur. So lassen sich – bedingt durch die schnelle... more
Kebutuhan untuk otomatisasi perpustakaan dan peningkatan layanan mandiri dan sirkulasi otomatis, data sirkulasi transaksi pengembalian koleksi perpustakaan pada database RFID Book Drop harus terintegrasi dengan data sirkulasi pada... more
In General, the traffic light system only used certain amount of time to regulate vehicle traffic with the same time format for each intersection. The number of vehicles at each intersection is not always the same, there is a very crowded... more
Arterials are important transportation facilities, undertaking the two functions of mobility and accessibility. In the urban area, signalized intersections along arterials are usually closely spaced and bear heavy traffic pressure.... more
Intersections are considered one of the most important components of road networks, and contribute directly to reducing travel distances between regions, but high traffic flow rates at intersections cause increased delay times and the... more
Progression schemes are commonly used by traftlc engineers for the coordination of traffic signals on arterial streets. Commonly available programs use the traditional approach which consists of a uniform bandwidth design for each... more
Kepadatan lalu lintas menjadi masalah yang sering dijumpai di berbagai daerah di Indonesia. Pada umumnya kepadatan lalu lintas terjadi di persimpangan lalu lintas dikarenakan antrian dari setiap arah persimpangan. Keadaan tersebut bisa... more
Signalized intersections are critical elements of the highway system, thus improving the attitude of these intersections significantly influences the overall operating performance of the highways in respect of delay and level of service... more
Coping with dynamic changes in traffic volume has been the object of recent publications. Recently, a method was proposed, which is capable of learning in non-stationary scenarios via an approach to detect context changes. For particular... more
Prithivi Chowk, a heavily trafficked signalized intersection in Pokhara, Nepal, currently relies on manual traffic control, leading to significant issues during peak hours. This study employs the Highway Capacity Manual (HCM) methodology... more
Urban traffic congestion has become a major problem worldwide, leading to long delays, wasted fuel, and harmful emissions. Traditional traffic light systems, which often run on fixed cycles or rely on basic sensors, struggle to manage the... more
Traffic congestion has become a great challenge and a large burden on both the governments and the citizens in vastly populated cities. The main problem, originally initiated by several factors, continues to threaten the stability of... more
The number of vehicles in the cities are greatly increasing every day by day. This results to accidents at crossroads and due to emission of dangerous gases from exhausts as a result of over congestion of vehicles. This issue of over... more
One of the main issues with wireless sensor networks (WSNs) is communication efficiency to reduce power consumption. This is often achieved through data routing with aggregation. However, aggregation does not consider possible... more
One of the main issues with wireless sensor networks (WSNs) is communication efficiency to reduce power consumption. This is often achieved through data routing with aggregation. However, aggregation does not consider possible... more
Recent years has shown that many fast Block Matching Algorithm or BMAs have been proposed and developed that can further reduce the computational cost while maintaining the video signal quality. In this project, a new algorithm called... more
Agradeço aos meus amigos todo apoio e ajuda ao longo desta tese. Um agradecimento individual ao André Vilaça, por numa conversa informal ter-me dado a conhecer o tema da Gestão Dinâmica de Velocidades, nomeadamente a sua aplicação em... more
Di era modern pertumbuhan penduduk semakin meningkat, dengan meningkatnya jumlah penduduk maka meningkat pula pengguna alat transportasi sehingga menyebabkan kemacetan di jalan raya. Persimpangan jalan merupakan konsentrasi permasalaan... more
Traffic adaptive control for oversaturated intersections ͑TACOS͒ is a hybrid optimization and rule-based strategy that addresses weaknesses of existing adaptive control strategies by having attributes such as: ͑1͒ the information used for... more
Объектом анализа является релейная защита и автоматика района параллельных линий 110кВ «Анжерская – Разъезд 3704» Кузбасской энергосистемы Цель работы: анализ имеющегося оборудования защиты параллельных линий 110кВ, уставок защиты и... more
In this paper, the link transmission model (LTM) is extended to include the effects of variable speed limits (VSL) and consequently to provide variable speed limit control for traffic networks modeled by LTM. The LTM has recently been... more
A vision-based intelligent traffic control system is a robust framework that controls the traffic flow in real-time by estimating the traffic density near traffic lights. In this paper, a traffic light control system based on fuzzy... more
Выявлены и обоснованы причины, препятствующие адекватной настройке УВ ПАРТ. Сформулирована и обоснована концепция всережимного моделирования ЭЭС и применение которой позволяет осуществить адекватную, реальным условиям, настройку УВ ПАРТ.... more
This paper is a complete survey of different image processing techniques and large number of related application in diverse disciplines, including medical, pedestrian protection, biometrics, moving object tracking, vehicle detection and... more
Efisiensi adalah perbandingan yang terbaik antara input (masukan) dan output (hasil antara keutungan dengan sumber-sumber yang dipergunakan), seperti halnya juga hasil optimal yang dicapai dengan penggunaan sumber yang terbatas SP.... more
Traffic congestion has emerged as a crucial issue in urban cities, especially at signalized intersections, causing long queues, more travel times and environmental problems. The effectiveness of the road system is heavily dependent on... more
This paper presents a simple and new method for detecting valve stiction in an oscillating control loop. The method is based on the calculation of areas before and after the peak of an oscillating signal. The proposed method is intuitive,... more
This paper presents a simple and new method for detecting valve stiction in an oscillating control loop. The method is based on the calculation of areas before and after the peak of an oscillating signal. The proposed method is intuitive,... more
In this paper, we propose the concept of partial stability instead of that of global stability to deal with the stability issues of epidemic models. The partial stability is able to provide a more meaningful analysis of the problem since... more
In this paper, synchronization of heart follower oscillator which has lower frequency AV with heart leader oscillator which has dominant frequency SA will be studied. It can be seen if two nodes SA and AV are not synchronized, different... more
Traffic is the major problem which every country faces because of the increase in number of vehicles throughout the world, particularly in large urban areas. Therefore the need arises for simulating and optimizing traffic control... more
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