Adaptive cruise control system with fractional order ANFIS PD+I controller: optimization and validation

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作者
Prabhakar Gunasekaran
Rajaram Sivasubramanian
Karuppasamy Periyasamy
Suresh Muthusamy
Om Prava Mishra
Ponarun Ramamoorthi
Kishor Kumar Sadasivuni
Mithra Geetha
机构
[1] Thiagarajar College of Engineering (Government Aided and Autonomous),Department of Electronics and Communication Engineering
[2] Adhiyamaan College of Engineering (Autonomous),Department of Electronics and Communication Engineering
[3] Kongu Engineering College (Autonomous),Department of Electrical and Electronics Engineering
[4] Vel Tech Rangarajan Dr,Department of Electronics and Communication Engineering
[5] Sagunthala R&D Institute of Science and Technology,Department of Electrical and Electronics Engineering
[6] Theni Kammavar Sangam College of Technology,Centre for Advanced Materials
[7] Qatar University,Department of Mechanical and Industrial Engineering, College of Engineering
[8] Qatar University,undefined
关键词
Wheel rolling resistance; Cruise control system; Fractional order structures; Genetic algorithm;
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中图分类号
学科分类号
摘要
Designing the control structures of fractional order PID controllers has proven to be effective in providing adaptability in set point tracing the performance of a nonlinear cruise control system. Wheel rolling resistance, wind drag force, and road gradient are incorporated into the design to better describe the system under consideration and to show how the nonlinear cruise control system behaves. This study presents a comparative investigation using simulation between control structures such as fractional order proportional–integral–derivative, fractional order integral minus proportional derivative, and fractional order proportional integral minus derivative. By preserving integral error indices as the goal function, a genetic algorithm is used to improve the controller gain parameters and fractional scaling values. To prevent integral windup conflicts and derivative boost issues, both traditional fractional order structures and adaptive neuro-fuzzy-based fractional order structures were used to create the adaptive cruise control system. The FO ANFIS PD plus I controller for the cruise control system exceeds the competition in servo and regulatory difficulties.
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