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A Review on Swarm Intelligence and Evolutionary Algorithms for Solving the Traffic Signal Control Problem

https://doi.org/10.1109/tits.2020.3014296
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Modeling Traffic Flow at an Urban Unsignalized Intersection
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An Experimental Review of Reinforcement Learning Algorithms for Adaptive Traffic Signal Control
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A Genetic Programming Approach for the Traffic Signal Control Problem with Epigenetic Modifications
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A new meta-heuristic algorithm for continuous engineering optimization: harmony search theory and practice
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A review on computational intelligence methods for controlling traffic signal timing
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A Delayed Start Parallel Evolutionary Algorithm for just-in-time truck scheduling at a cross-docking facility
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Optimizing urban traffic flow using Genetic Algorithm with Petri net analysis as fitness function
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A Traffic Emission-saving Signal Timing Model for Urban Isolated Intersections
inferredcites →https://doi.org/10.1016/j.swevo.2016.12.005openalex-snapshot
A survey of swarm intelligence for dynamic optimization: Algorithms and applications
inferredcites →https://doi.org/10.1016/j.swevo.2017.05.002openalex-snapshot
Jaya, harmony search and water cycle algorithms for solving large-scale real-life urban traffic light scheduling problem
inferredcites →https://doi.org/10.1016/j.swevo.2017.06.002openalex-snapshot
A survey on multi-objective evolutionary algorithms for the solution of the environmental/economic dispatch problems
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Ensemble strategies for population-based optimization algorithms – A survey
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A macroscopic theory for unsignalized intersections
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A Hybrid Harmony Search and TRANSYT hill climbing algorithm for signalized stochastic equilibrium transportation networks
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A bi-level model of dynamic traffic signal control with continuum approximation
inferredcites →https://doi.org/10.1016/s0191-2615(00)00012-6openalex-snapshot
A universal procedure for capacity determination at unsignalized (priority-controlled) intersections
inferredcites →https://doi.org/10.1016/s0191-2615(01)00004-2openalex-snapshot
Group-based optimization of a time-dependent TRANSYT traffic model for area traffic control
inferredcites →https://doi.org/10.1016/s0191-2615(03)00015-8openalex-snapshot
Traffic signal timing optimisation based on genetic algorithm approach, including drivers’ routing
inferredcites →https://doi.org/10.1016/s0965-8564(98)00049-4openalex-snapshot
A novel traffic signal control formulation
inferredcites →https://doi.org/10.1037/e527432013-003openalex-snapshot
The Improvement ME-GA Based Traffic Signal Control Optimization Using New Fitness Model
inferredcites →https://doi.org/10.1080/10962247.2018.1454355openalex-snapshot
Multiobjective optimization model of intersection signal timing considering emissions based on field data: A case study of Beijing
inferredcites →https://doi.org/10.1080/15472450.2018.1504294openalex-snapshot
Multi-objective optimal predictive control of signals in urban traffic network
inferredcites →https://doi.org/10.1088/1751-8113/40/29/006openalex-snapshot
Vehicular traffic flow at a non-signalized intersection
inferredcites →https://doi.org/10.1109/4235.996017openalex-snapshot
A fast and elitist multiobjective genetic algorithm: NSGA-II
inferredcites →https://doi.org/10.1109/access.2018.2874439openalex-snapshot
A Comprehensive Evaluation of Weak and Strong Mutation Mechanisms in Evolutionary Algorithms for Truck Scheduling at Cross-Docking Terminals
inferredcites →https://doi.org/10.1109/aici.2010.257openalex-snapshot
Urban Area Traffic Signal Timing Optimization Based on Sa-PSO
inferredcites →https://doi.org/10.1109/cec.2014.6900288openalex-snapshot
Novel traffic signal timing adjustment strategy based on Genetic Algorithm
inferredcites →https://doi.org/10.1109/csit.2014.6805975openalex-snapshot
Genetic vs. particle swarm optimization techniques for traffic light signals timing
inferredcites →https://doi.org/10.1109/fskd.2016.7603179openalex-snapshot
Traffic signal networks control optimize with PSO algorithm
inferredcites →https://doi.org/10.1109/i2cacis.2017.8239039openalex-snapshot
Evolvable traffic signal control for intersection congestion alleviation with enhanced particle swarm optimisation
inferredcites →https://doi.org/10.1109/icais.2002.1048121openalex-snapshot
Bi-level optimisation using genetic algorithm
inferredcites →https://doi.org/10.1109/icca.2019.8900014openalex-snapshot
Optimization of vehicle delay and drivers’ unhappiness at a signalized network: a multi-objective approach
inferredcites →https://doi.org/10.1109/iccsce.2011.6190569openalex-snapshot
Multiple intersections traffic signal timing optimization with genetic algorithm
inferredcites →https://doi.org/10.1109/iccve.2016.6openalex-snapshot
Bi-level optimization for eco-traffic signal system
inferredcites →https://doi.org/10.1109/icitbs.2015.140openalex-snapshot
Optimal Control for Region of the City Traffic Signal Based on Selective Particle Swarm Optimization Algorithm
inferredcites →https://doi.org/10.1109/icmla.2017.00-41openalex-snapshot
Evolving Adaptive Traffic Signal Controllers for a Real Scenario Using Genetic Programming with an Epigenetic Mechanism
inferredcites →https://doi.org/10.1109/icnn.1995.488968openalex-snapshot
Particle swarm optimization
inferredcites →https://doi.org/10.1109/icnsc.2015.7116032openalex-snapshot
Modeling and control of urban road intersections with incidents via timed Petri nets
inferredcites →https://doi.org/10.1109/icos.2016.7881994openalex-snapshot
Optimization of urban traffic network signalization using genetic algorithm
inferredcites →https://doi.org/10.1109/ihmsc.2018.10154openalex-snapshot
Dynamic Self-Adaptive Chaotic Particle Swarm Optimization Algorithm in Optimal Control of Public Transit Priority Traffic Signal
inferredcites →https://doi.org/10.1109/ijcnn.2012.6252852openalex-snapshot
Traffic signal optimization using Ant Colony Algorithm
inferredcites →https://doi.org/10.1109/itmc.2018.8691188openalex-snapshot
A Hybrid Particle Swarm Optimization and Tabu Search algorithm for adaptive traffic signal timing optimization
inferredcites →https://doi.org/10.1109/itsc.2012.6338604openalex-snapshot
A survey of urban traffic signal control for agent recommendation system
inferredcites →https://doi.org/10.1109/itsc.2013.6728496openalex-snapshot
GPU based Non-dominated Sorting Genetic Algorithm-II for multi-objective traffic light signaling optimization with agent based modeling
inferredcites →https://doi.org/10.1109/itsc.2016.7795641openalex-snapshot
Arterial traffic signal optimization using Particle Swarm Optimization in an integrated VISSIM-MATLAB simulation environment
inferredcites →https://doi.org/10.1109/itst.2006.288786openalex-snapshot
Genetic Algorithm and Its Application in the Realtime Traffic Signal Optimization Control
inferredcites →https://doi.org/10.1109/iwisa.2010.5473294openalex-snapshot
Traffic Intersection Signal-Planning Multi-Object Optimization Based on Genetic Algorithm
inferredcites →https://doi.org/10.1109/mci.2011.942584openalex-snapshot
Evolutionary Computation Meets Machine Learning: A Survey
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A new optimizer using particle swarm theory
inferredcites →https://doi.org/10.1109/nabic.2009.5393690openalex-snapshot
Cuckoo Search via Lévy flights
inferredcites →https://doi.org/10.1109/tcyb.2015.2460261openalex-snapshot
A Survey on GPU-Based Implementation of Swarm Intelligence Algorithms
inferredcites →https://doi.org/10.1109/tevc.2013.2260755openalex-snapshot
Optimal Cycle Program of Traffic Lights With Particle Swarm Optimization
inferredcites →https://doi.org/10.1109/tevc.2018.2868770openalex-snapshot
A Survey on Cooperative Co-Evolutionary Algorithms
inferredcites →https://doi.org/10.1109/tii.2017.2786782openalex-snapshot
Nature Inspired Methods and Their Industry Applications—Swarm Intelligence Algorithms
inferredcites →https://doi.org/10.1109/tits.2009.2034383openalex-snapshot
Traffic signal optimization in "la almozara" district in saragossa under congestion conditions, using genetic algorithms, traffic microsimulation, and cluster computing
inferredcites →https://doi.org/10.1109/tits.2016.2568920openalex-snapshot
Looking at Intersections: A Survey of Intersection Monitoring, Behavior and Safety Analysis of Recent Studies
inferredcites →https://doi.org/10.1109/tits.2017.2787103openalex-snapshot
Signal Multiobjective Optimization for Urban Traffic Network
inferredcites →https://doi.org/10.1109/tits.2018.2852646openalex-snapshot
Traffic Light Scheduling for Pedestrian-Vehicle Mixed-Flow Networks
inferredcites →https://doi.org/10.1109/tits.2018.2868728openalex-snapshot
Meta-Heuristics for Bi-Objective Urban Traffic Light Scheduling Problems
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Solving Traffic Signal Scheduling Problems in Heterogeneous Traffic Network by Using Meta-Heuristics
inferredcites →https://doi.org/10.1109/tits.2019.2955752openalex-snapshot
Pedestrian-Safety-Aware Traffic Light Control Strategy for Urban Traffic Congestion Alleviation
inferredcites →https://doi.org/10.1109/tsg.2016.2526032openalex-snapshot
Optimizing Traffic Signal Settings in Smart Cities
inferredcites →https://doi.org/10.1109/tsmcc.2011.2161577openalex-snapshot
Computational Intelligence in Urban Traffic Signal Control: A Survey
inferredcites →https://doi.org/10.1140/epjb/e2005-00398-5openalex-snapshot
Study of traffic flow at an unsignalized T-shaped intersection by cellular automata model
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A Survey on Reinforcement Learning Models and Algorithms for Traffic Signal Control
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Metaheuristics in combinatorial optimization
inferredcites →https://doi.org/10.1155/2013/182643openalex-snapshot
Multi-Objective Optimization of Traffic Signal Timing for Oversaturated Intersection
inferredcites →https://doi.org/10.1155/2013/696374openalex-snapshot
Optimal Design of Signal Controlled Road Networks Using Differential Evolution Optimization Algorithm
inferredcites →https://doi.org/10.1155/2014/430497openalex-snapshot
Real‐Time Arterial Coordination Control Based on Dynamic Intersection Turning Fractions Estimation Using Genetic Algorithm
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Design and Evaluation of a Mathematical Optimization Model for Traffic Signal Plan Transition Based on Social Cost Function
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An Optimization Model of Multi-Intersection Signal Control for Trunk Road under Collaborative Information
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A Review of the Self-Adaptive Traffic Signal Control System Based on Future Traffic Environment
inferredcites →https://doi.org/10.1155/2019/1638618openalex-snapshot
A Multiobjective Bilevel Programming Model for Environmentally Friendly Traffic Signal Timings
inferredcites →https://doi.org/10.1155/2019/7360939openalex-snapshot
A Differential Evolution Algorithm‐Based Traffic Control Model for Signalized Intersections
inferredcites →https://doi.org/10.1177/1687814016666042openalex-snapshot
Pareto front–based multi-objective real-time traffic signal control model for intersections using particle swarm optimization algorithm
inferredcites →https://doi.org/10.1177/1687814019842498openalex-snapshot
Multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithm
inferredcites →https://doi.org/10.1177/1687814019897216openalex-snapshot
Intersection signal timing optimization considering the travel safety of the elderly
inferredcites →https://doi.org/10.1287/opre.4.1.42openalex-snapshot
Shock Waves on the Highway
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Controlled Optimization of Phases at an Intersection
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A Cell-Based Traffic Control Formulation: Strategies and Benefits of Dynamic Timing Plans
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Capacity at Unsignalized Intersections Derived by Conflict Technique
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Genetic algorithm-based traffic lights timing optimization and routes definition using Petri net model of urban traffic flow
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Swarm Intelligence Algorithms for Feature Selection: A Review
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Intelligent Intersection Control for Delay Optimization: Using Meta-Heuristic Search Algorithms
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An Optimization Algorithm Based on Brainstorming Process
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Jaya: A simple and new optimization algorithm for solving constrained and unconstrained optimization problems
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A Harmony Search Algorithm approach for optimizing traffic signal timings

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Improved meta-heuristics with Q-learning for solving distributed assembly permutation flowshop scheduling problems
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A novel Q-learning based variable neighborhood iterative search algorithm for solving disassembly line scheduling problems
inferred← citeshttps://doi.org/10.1016/j.swevo.2023.101358openalex-snapshot
Ensemble meta-heuristics and Q-learning for solving unmanned surface vessels scheduling problems
inferred← citeshttps://doi.org/10.1016/j.swevo.2024.101505openalex-snapshot
Artificial intelligence algorithms in unmanned surface vessel task assignment and path planning: A survey
inferred← citeshttps://doi.org/10.1016/j.swevo.2024.101588openalex-snapshot
Towards explainable traffic signal control for urban networks through genetic programming
inferred← citeshttps://doi.org/10.1016/j.swevo.2024.101731openalex-snapshot
Combining meta-heuristics and Q-learning for scheduling lot-streaming hybrid flow shops with consistent sublots
inferred← citeshttps://doi.org/10.1016/j.swevo.2026.102516openalex-snapshot
Large-scale expensive offline data-driven evolutionary optimization via hierarchical teaching and cooperative coevolution
inferred← citeshttps://doi.org/10.1016/j.trc.2021.103106openalex-snapshot
A varying parameter multi-class second-order macroscopic traffic flow model for coordinated ramp metering with global and local environmental objectives
inferred← citeshttps://doi.org/10.1016/j.trc.2022.103991openalex-snapshot
Intelligent vehicle pedestrian light (IVPL): A deep reinforcement learning approach for traffic signal control
inferred← citeshttps://doi.org/10.1016/j.trc.2025.105265openalex-snapshot
Is cooperative always better? Multi-Agent Reinforcement Learning with explicit neighborhood backtracking for network-wide traffic signal control
inferred← citeshttps://doi.org/10.1016/j.trc.2026.105872openalex-snapshot
Active learning-enhanced constrained Bayesian optimization for multi-modal and multi-objective traffic signal control
inferred← citeshttps://doi.org/10.1038/s41598-022-08327-5openalex-snapshot
Maximum power point tracking of PEMFC based on hybrid artificial bee colony algorithm with fuzzy control
inferred← citeshttps://doi.org/10.1038/s41598-023-46074-3openalex-snapshot
A scalable approach to optimize traffic signal control with federated reinforcement learning
inferred← citeshttps://doi.org/10.1038/s41598-025-91966-1openalex-snapshot
Federated deep reinforcement learning-based urban traffic signal optimal control
inferred← citeshttps://doi.org/10.1049/cim2.70054openalex-snapshot
Reinforcement Learning‐Assisted Meta‐Heuristics for Scheduling Job Shops With Material Handling Robots
inferred← citeshttps://doi.org/10.1049/itr2.12542openalex-snapshot
Two‐stage algorithm for traffic signal optimization and web‐service system development
inferred← citeshttps://doi.org/10.1049/itr2.70296openalex-snapshot
Coordination in Traffic Signal Control: A Mechanism‐Oriented Survey of Multi‐Agent Learning Approaches
inferred← citeshttps://doi.org/10.1063/5.0273125openalex-snapshot
A review of methods to optimize hydraulic design and cavitation suppression of centrifugal fire pumps
inferred← citeshttps://doi.org/10.1063/5.0292942openalex-snapshot
Real-time adaptive synchronization of traffic lights for congestion-free urban roads
inferred← citeshttps://doi.org/10.1080/00207543.2025.2470991openalex-snapshot
Local search-based meta-heuristics combined with an improved K-Means++ clustering algorithm for unmanned surface vessel scheduling
inferred← citeshttps://doi.org/10.1080/02564602.2023.2238664openalex-snapshot
100 Years of the Ubiquitous Traffic Lights: An All-Round Review
inferred← citeshttps://doi.org/10.1080/12265934.2025.2586754openalex-snapshot
Optimal traffic signal control for an atypical isolated intersection using composite AI model
inferred← citeshttps://doi.org/10.1080/15472450.2026.2669483openalex-snapshot
Decentralized signal predictive control with real-time detection-based vehicle trajectory data
inferred← citeshttps://doi.org/10.1080/17477778.2024.2364715openalex-snapshot
First steps towards real-world traffic signal control optimisation by reinforcement learning
inferred← citeshttps://doi.org/10.1080/21680566.2025.2515484openalex-snapshot
A simple methodology for evaluating the robustness of decentralised traffic signal controllers
inferred← citeshttps://doi.org/10.1088/1361-6501/ad8212openalex-snapshot
Traffic signal phase control at urban isolated intersections: an adaptive strategy utilizing the improved D3QN algorithm
inferred← citeshttps://doi.org/10.1109/access.2021.3119663openalex-snapshot
Urban Traffic Light Control Considering Capacity Difference Between Public Bus and Private Vehicles
inferred← citeshttps://doi.org/10.1109/access.2022.3184035openalex-snapshot
Collective Intelligence Using 5G: Concepts, Applications, and Challenges in Sociotechnical Environments
inferred← citeshttps://doi.org/10.1109/access.2022.3196004openalex-snapshot
Seizure Detection Based on Improved Genetic Algorithm Optimized Multilayer Network
inferred← citeshttps://doi.org/10.1109/access.2023.3308048openalex-snapshot
Game Theory Applications in Micro and Macroscopic Simulations in Transportation Networks: A Comprehensive Review
inferred← citeshttps://doi.org/10.1109/access.2024.3375335openalex-snapshot
Beyond Sensors: IntelliSignal’s Map-Integrated Intelligence in Traffic Flow Optimization
inferred← citeshttps://doi.org/10.1109/access.2025.3583656openalex-snapshot
Adaptive Traffic Lights Control System Using Deep Q-Network and Salp Swarm Optimization
inferred← citeshttps://doi.org/10.1109/aicit62434.2024.10730310openalex-snapshot
Intelligent Student Management Information System Based on Genetic Algorithm
inferred← citeshttps://doi.org/10.1109/asiancon66527.2025.11281274openalex-snapshot
YOLOV8-LASSO : Real-Time Signal Adaptation for Multidirectional Heavy Traffic
inferred← citeshttps://doi.org/10.1109/ccdc69976.2026.11559958openalex-snapshot
Bidirectional Pressure Enhanced Traffic Signal Control
inferred← citeshttps://doi.org/10.1109/cec45853.2021.9504703openalex-snapshot
Knowledge Embedding-Assisted Multi-Exemplar Learning Particle Swarm Optimization for Traffic Signal Timing Optimization
inferred← citeshttps://doi.org/10.1109/cis54983.2021.00091openalex-snapshot
A Multi-Objective Bilevel Optimization Evolutionary Algorithm with Local Search
inferred← citeshttps://doi.org/10.1109/clei67442.2025.11420792openalex-snapshot
Autonomous bioinspired algorithms for optimization and distributed decision-making in intelligent infrastructures
inferred← citeshttps://doi.org/10.1109/cste64638.2025.11092235openalex-snapshot
Design and Implementation on Intelligent Scheduling System for Computer Laboratory Management
inferred← citeshttps://doi.org/10.1109/icaica54878.2022.9844432openalex-snapshot
A novel transfer learning approach to predict student performance based on CNN-GWO
inferred← citeshttps://doi.org/10.1109/icccnt61001.2024.10726156openalex-snapshot
Quantum-Inspired Firefly Algorithm: An Enhanced Approach To Traffic Signal Optimization
inferred← citeshttps://doi.org/10.1109/iccct63501.2025.11019313openalex-snapshot
Dynamic Traffic Optimization Through Cloud-Enabled Big Data Analytics and Machine Learning for Enhanced Urban Mobility
inferred← citeshttps://doi.org/10.1109/icci54321.2022.9756111openalex-snapshot
A Hybrid Metaheuristic Approach for Automatic Clustering of Breast Cancer
inferred← citeshttps://doi.org/10.1109/iccrtee64519.2025.11052911openalex-snapshot
Dynamic Traffic Optimization through Cloud-Enabled Big Data Analytics and Machine Learning for Enhanced Urban Mobility
inferred← citeshttps://doi.org/10.1109/iccsai64074.2025.11063940openalex-snapshot
Dynamic Traffic Optimization Through Cloud-Enabled Big Data Analytics and Machine Learning for Enhanced Urban Mobility
inferred← citeshttps://doi.org/10.1109/icdici62993.2024.10810771openalex-snapshot
Dynamic Traffic Optimization through Cloud-Enabled Big Data Analytics and Machine Learning for Enhanced Urban Mobility
inferred← citeshttps://doi.org/10.1109/icfts62006.2025.11031704openalex-snapshot
Intelligent Traffic Signal Optimization and Vehicle Counting Using Canny Edge Detection and YOLOv8 Model
inferred← citeshttps://doi.org/10.1109/icnsc58704.2023.10319055openalex-snapshot
Combining Meta-heuristics and K-Means++ for Solving Unmanned Surface Vessels Task Assignment and Path Planning Problems
inferred← citeshttps://doi.org/10.1109/icpads60453.2023.00118openalex-snapshot
CustTest: An Effective Testbed for Testing Customized Routing in Integrated Heterogeneous Networks
inferred← citeshttps://doi.org/10.1109/icpsasia55496.2022.9949665openalex-snapshot
A Novel Wind Power Prediction Approach for Extreme Wind Conditions Based on TCN-LSTM and Transfer Learning
inferred← citeshttps://doi.org/10.1109/icset59111.2023.10295096openalex-snapshot
Performance Evaluation of Particle Swarm Optimisation Control for Traffic Light Systems in Roundabouts
inferred← citeshttps://doi.org/10.1109/idciot64235.2025.10914871openalex-snapshot
Real- Time Traffic Prediction And Optimization using Machine Learning
inferred← citeshttps://doi.org/10.1109/indin51773.2022.9976109openalex-snapshot
Multi-Agent Deep Reinforcement Learning For Real-World Traffic Signal Controls - A Case Study
inferred← citeshttps://doi.org/10.1109/itsc55140.2022.9922317openalex-snapshot
Problem Feature-Based Meta-Heuristics with Reinforcement Learning for Solving Urban Traffic Light Scheduling Problems
inferred← citeshttps://doi.org/10.1109/itsc58415.2024.10920050openalex-snapshot
A Multi-Agent Rollout Approach for Highway Bottleneck Decongestion in Mixed Autonomy
inferred← citeshttps://doi.org/10.1109/iv64158.2025.11097706openalex-snapshot
Green Wave as an Integral Part for the Optimization of Traffic Efficiency and Safety: A Survey
inferred← citeshttps://doi.org/10.1109/jiot.2023.3285942openalex-snapshot
Joint Optimization of Deployment and Flight Planning of Multi-UAVs for Long-Distance Data Collection From Large-Scale IoT Devices
inferred← citeshttps://doi.org/10.1109/jiot.2023.3286799openalex-snapshot
Ant Colony Optimization With Look-Ahead Mechanism for Dynamic Traffic Signal Control of IoV Systems
inferred← citeshttps://doi.org/10.1109/jiot.2024.3367328openalex-snapshot
A Multigroups Cooperative Particle Swarm Algorithm for Optimization of Multivehicle Path Planning in Internet of Vehicles
inferred← citeshttps://doi.org/10.1109/jiot.2024.3446699openalex-snapshot
Congestion-Aware Path Planning With Vehicle-Road Cooperation in AIoV
inferred← citeshttps://doi.org/10.1109/jiot.2025.3568839openalex-snapshot
Dynamic Cooperative Whale Optimization Algorithm for Multivehicle IoV Path Planning
inferred← citeshttps://doi.org/10.1109/jrfid.2024.3381029openalex-snapshot
Active Control Method of Traffic Signal Based on Parallel Control Theory
inferred← citeshttps://doi.org/10.1109/nnice64954.2025.11064433openalex-snapshot
Smart Pedestrian-Vehicle Signal Light: A Policy Gradient-Based Deep Reinforcement Learning Model for Single-Intersection Traffic Signal Control
inferred← citeshttps://doi.org/10.1109/taes.2024.3351110openalex-snapshot
An Improved Artificial Electric Field Algorithm for Robot Path Planning
inferred← citeshttps://doi.org/10.1109/tcyb.2025.3612091openalex-snapshot
A Constrained Learning-Based Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization
inferred← citeshttps://doi.org/10.1109/tetci.2024.3367809openalex-snapshot
Dynamic Population Structures-Based Differential Evolution Algorithm
inferred← citeshttps://doi.org/10.1109/tevc.2022.3170638openalex-snapshot
Contrastive Learning: An Alternative Surrogate for Offline Data-Driven Evolutionary Computation
inferred← citeshttps://doi.org/10.1109/tevc.2023.3338693openalex-snapshot
Offline Data-Driven Optimization at Scale: A Cooperative Coevolutionary Approach
inferred← citeshttps://doi.org/10.1109/thms.2021.3131683openalex-snapshot
A Survey of Hybrid Human-Artificial Intelligence for Social Computing
inferred← citeshttps://doi.org/10.1109/tim.2024.3472794openalex-snapshot
A Semi-Supervised Quality Soft Sensing Method Under Multiple Operating Conditions for Complex Product Manufacturing Processes
inferred← citeshttps://doi.org/10.1109/tits.2022.3175010openalex-snapshot
Novel Formulations and Improved Differential Evolution Algorithm for Optimal Lane Reservation With Task Merging
inferred← citeshttps://doi.org/10.1109/tits.2023.3257759openalex-snapshot
Graph Neural Networks for Intelligent Transportation Systems: A Survey
inferred← citeshttps://doi.org/10.1109/tits.2023.3296387openalex-snapshot
Scheduling Eight-Phase Urban Traffic Light Problems via Ensemble Meta-Heuristics and Q-Learning Based Local Search
inferred← citeshttps://doi.org/10.1109/tits.2023.3315785openalex-snapshot
Multi-Objective Home Health Care Routing and Scheduling With Sharing Service via a Problem-Specific Knowledge-Based Artificial Bee Colony Algorithm
inferred← citeshttps://doi.org/10.1109/tits.2023.3324962openalex-snapshot
Federated Learning in Intelligent Transportation Systems: Recent Applications and Open Problems
inferred← citeshttps://doi.org/10.1109/tits.2024.3352446openalex-snapshot
Large-Scale Traffic Signal Control Using Constrained Network Partition and Adaptive Deep Reinforcement Learning
inferred← citeshttps://doi.org/10.1109/tits.2024.3374550openalex-snapshot
Exploring Representations for Optimizing Connected Autonomous Vehicle Routes in Multi-Modal Transport Networks Using Evolutionary Algorithms
inferred← citeshttps://doi.org/10.1109/tits.2024.3397077openalex-snapshot
Problem-Specific Knowledge Based Multi-Objective Meta-Heuristics Combined Q-Learning for Scheduling Urban Traffic Lights With Carbon Emissions
inferred← citeshttps://doi.org/10.1109/tits.2024.3510379openalex-snapshot
Action Masking-Based Proximal Policy Optimization With the Dual-Ring Phase Structure for Adaptive Traffic Signal Control
inferred← citeshttps://doi.org/10.1109/tits.2025.3538573openalex-snapshot
Prediction and Feedback Assisted Evolutionary Algorithms for Scheduling Urban Traffic Signals
inferred← citeshttps://doi.org/10.1109/tits.2025.3626004openalex-snapshot
Joint Optimization of Vehicle and Pedestrian Traffic Signals Using Multi-Objective Deep Reinforcement Learning
inferred← citeshttps://doi.org/10.1109/tits.2026.3670486openalex-snapshot
Scalable Multi-Objective Optimization for Robust Traffic Signal Control in Uncertain Environments Based on Hierarchical Reinforcement Learning
inferred← citeshttps://doi.org/10.1109/tsmc.2024.3352522openalex-snapshot
Scheduling Multiobjective Dynamic Surgery Problems via Q-Learning-Based Meta-Heuristics
inferred← citeshttps://doi.org/10.1109/tsmc.2024.3490544openalex-snapshot
Double-Learning-Strategy-Based Evolutionary Algorithm for Scheduling Multiobjective Distributed Assembly Permutation Flowshops With Setup Time
inferred← citeshttps://doi.org/10.1111/exsy.13487openalex-snapshot
Multi‐criteria evolutionary optimization of a traffic light using genetics algorithm and teaching‐learning based optimization
inferred← citeshttps://doi.org/10.1111/mice.13293openalex-snapshot
Optimizing green splits in high‐dimensional traffic signal control with trust region Bayesian optimization
inferred← citeshttps://doi.org/10.1142/s0129183127500501openalex-snapshot
A circle search algorithm based on dual population co-evolution for vehicle routing problems with capacity constraints
inferred← citeshttps://doi.org/10.1155/2022/8131897openalex-snapshot
HD-RMPC: A Hierarchical Distributed and Robust Model Predictive Control Framework for Urban Traffic Signal Timing
inferred← citeshttps://doi.org/10.1155/atr/3890878openalex-snapshot
Multi‐Intersection Signal Control Based on Asynchronous Reinforcement Learning
inferred← citeshttps://doi.org/10.1177/18724981251369386openalex-snapshot
Intelligent traffic signal optimization algorithm based on multi-source data fusion
inferred← citeshttps://doi.org/10.2139/ssrn.5079474openalex-snapshot
An Efficient Dynamic Adaptive Traffic Light Control Algorithm Considering Weather Conditions and Driver Behaviours
inferred← citeshttps://doi.org/10.2139/ssrn.5277558openalex-snapshot
A Cooperative Ensemble Co-Evolutionary Algorithm for Multiagent Reinforcement Learning Adaptive Traffic Signal Control with Mixed Traffic Flow
inferred← citeshttps://doi.org/10.2339/politeknik.1369924openalex-snapshot
Kavşaklarda Trafik Işık Optimizasyonu: Ankara İli’nde Bir Uygulama
inferred← citeshttps://doi.org/10.23919/csms.2024.0022openalex-snapshot
Scheduling Bi-Objective Lot-Streaming Hybrid Flow Shops with Consistent Sublots via an Enhanced Artificial Bee Colony Algorithm
inferred← citeshttps://doi.org/10.23919/jsee.2023.000061openalex-snapshot
Product Quality Prediction Based on RBF Optimized by Firefly Algorithm
inferred← citeshttps://doi.org/10.2514/6.2021-2325openalex-snapshot
Hybrid AI-Based Demand-Capacity Balancing for UAS Traffic Management and Urban Air Mobility
inferred← citeshttps://doi.org/10.31590/ejosat.1270905openalex-snapshot
Comparison of Optimization Techniques for Delay Minimization in Signalized Intersections: PSO vs GA
inferred← citeshttps://doi.org/10.3390/app16083833openalex-snapshot
Adaptive Traffic Signal Control Using Deep Reinforcement Learning with Noise Injection
inferred← citeshttps://doi.org/10.3390/biomimetics7040144openalex-snapshot
Egret Swarm Optimization Algorithm: An Evolutionary Computation Approach for Model Free Optimization
inferred← citeshttps://doi.org/10.3390/drones7040246openalex-snapshot
A Sampling-Based Distributed Exploration Method for UAV Cluster in Unknown Environments
inferred← citeshttps://doi.org/10.3390/drones9020128openalex-snapshot
UAV Path Planning Trends from 2000 to 2024: A Bibliometric Analysis and Visualization
inferred← citeshttps://doi.org/10.3390/electronics11030465openalex-snapshot
State-of-Art Review of Traffic Light Synchronization for Intelligent Vehicles: Current Status, Challenges, and Emerging Trends
inferred← citeshttps://doi.org/10.3390/electronics13101910openalex-snapshot
Deep Reinforcement Learning for Ecological and Distributed Urban Traffic Signal Control with Multi-Agent Equilibrium Decision Making
inferred← citeshttps://doi.org/10.3390/math13071212openalex-snapshot
Multistage Threshold Segmentation Method Based on Improved Electric Eel Foraging Optimization
inferred← citeshttps://doi.org/10.3390/math13162574openalex-snapshot
State-Aware Graph Dynamics for Urban Transport Systems with Topology-Based Rate Modulation
inferred← citeshttps://doi.org/10.3390/math9121417openalex-snapshot
A Knowledge-Based Hybrid Approach on Particle Swarm Optimization Using Hidden Markov Models
inferred← citeshttps://doi.org/10.3390/modelling7010031openalex-snapshot
Modelling and Optimizing IoT-Based Dynamic Bus Lanes to Minimize Vehicle Energy Consumption at Intersections
inferred← citeshttps://doi.org/10.3390/polym14153114openalex-snapshot
An Effective Shrinkage Control Method for Tooth Profile Accuracy Improvement of Micro-Injection-Molded Small-Module Plastic Gears
inferred← citeshttps://doi.org/10.3390/s22124467openalex-snapshot
Intelligent Scheduling Methodology for UAV Swarm Remote Sensing in Distributed Photovoltaic Array Maintenance
inferred← citeshttps://doi.org/10.3390/s22165953openalex-snapshot
Coordinated Control of Intelligent Fuzzy Traffic Signal Based on Edge Computing Distribution
inferred← citeshttps://doi.org/10.3390/s26072219openalex-snapshot
From Concrete to Code: A Survey of AI-Driven Transportation Infrastructure, Security, and Human Interaction
inferred← citeshttps://doi.org/10.3390/su141811422openalex-snapshot
Optimized Intersection Signal Timing: An Intelligent Approach-Based Study for Sustainable Models
inferred← citeshttps://doi.org/10.3390/su15086631openalex-snapshot
Vehicle-to-Infrastructure-Based Traffic Signal Optimization for Isolated Intersection
inferred← citeshttps://doi.org/10.3390/su16135581openalex-snapshot
Expressway Vehicle Arrival Time Estimation Algorithm Based on Electronic Toll Collection Data
inferred← citeshttps://doi.org/10.3390/sym17020251openalex-snapshot
Scheduling Optimization of Emergency Resources to Chemical Industrial Parks Based on Improved Bacterial Foraging Optimization
inferred← citeshttps://doi.org/10.3390/w17010061openalex-snapshot
Optimization of Water Quantity Allocation in Multi-Source Urban Water Supply Systems Using Graph Theory
inferred← citeshttps://doi.org/10.34218/ijaret.13.12.007openalex-snapshot
AI-Driven Resource Allocation
inferred← citeshttps://doi.org/10.36227/techrxiv.16974493openalex-snapshot
Application of Multi-Agent Deep Reinforcement Learning to Optimize Real-World Traffic Signal Controls
inferred← citeshttps://doi.org/10.36227/techrxiv.16974493.v1openalex-snapshot
Application of Multi-Agent Deep Reinforcement Learning to Optimize Real-World Traffic Signal Controls
inferred← citeshttps://doi.org/10.36227/techrxiv.24265186openalex-snapshot
Mitigating Road Traffic Crashes in Urban Environments: A Case Study and Literature Review-based Approach
inferred← citeshttps://doi.org/10.36227/techrxiv.24265186.v2openalex-snapshot
Mitigating Road Traffic Crashes in Urban Environments: A Case Study and Literature Review-based Approach
inferred← citeshttps://doi.org/10.36227/techrxiv.24265186.v3openalex-snapshot
Mitigating Road Traffic Crashes in Urban Environments: A Case Study and Literature Review-based Approach
inferred← citeshttps://doi.org/10.36227/techrxiv.24265186.v4openalex-snapshot
Mitigating Road Traffic Crashes in Urban Environments: A Case Study and Literature Review-based Approach
inferred← citeshttps://doi.org/10.47836/pjst.29.3.38openalex-snapshot
Performance Evaluation of Heuristics and Meta-Heuristics Traffic Control Strategies Using the UTNSim Traffic Simulator
inferred← citeshttps://doi.org/10.47869/tcsj.75.4.11openalex-snapshot
Enhanced-GA supports traffic signal optimizations and protects the urban environment
inferred← citeshttps://doi.org/10.54097/bj3pnm85openalex-snapshot
Efficient State Representation for Multi-Agent Reinforcement Learning in Traffic Signal Control
inferred← citeshttps://doi.org/10.59287/ijanser.1534openalex-snapshot
Advancements in Intelligent Transportation Systems ITS and Roadside Unit RSU Design
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.