2023 · 12 citations · 8 references
EngineeringAutomotive EngineeringOptimizationProcess ControlVehicle DynamicsControl SystemsControl TheoryController TuningCruise PerformanceSpeed ControlVehicle ControlCruise ControlCruise Control SystemsOptimal Speed ControlParticle Swarm ControlParticle Swarm OptimizationPid Speed ControlPid TuningVehicle Speed Control
The Proportional-Integral-Derivative (PID) controller is a widely used feedback control mechanism in various applications, including automobile cruise control systems. The performance of a PID controller is highly dependent on the values of its tuning parameters, which can be challenging to determine in practice. Particle Swarm Optimization (PSO) has emerged as a powerful optimization algorithm that can tune the PID controller parameters for optimal performance. The PSO is a metaheuristic optimization algorithm inspired by the social behavior of birds and fish. The PSO-PID is a variant of the PID controller that employs PSO to optimize its tuning parameters. PSO-PID offers several advantages over traditional PID tuning methods, including improved accuracy, stability, and robustness. This paper briefly overviews the PSO-PID algorithm and its application to automobile cruise control systems. The paper discusses the key steps involved in PSO-PID tuning, including initialization, evaluation, update, and termination. It provides an example of how PSO-PID can achieve optimal vehicle speed control. The paper highlights the advantages of PSO-PID over traditional PID tuning methods. PSO-PID is a promising technology for cruise control systems and has the potential to significantly improve the safety, comfort, and efficiency of modern automobiles.
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Yu Zhang, Yu Bai, Jia Hu et al. · Transportation Research Record Journal of the Transportation Research Board · 2020 · 62 citations · Full text
A simple PID-based strategy for particle swarm optimization algorithm
Zhenglong Xiang, Daomin Ji, Heng Zhang et al. · Information Sciences · 2019 · 55 citations
Philip J. O’Donnell, William W. Seifort, Carl W. Steeg · OR · 1961 · 36 citations