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

عرض / فتح
التاريخ
2024المؤلف
Gunasekaran, PrabhakarSivasubramanian, Rajaram
Periyasamy, Karuppasamy
Muthusamy, Suresh
Mishra, Om Prava
Ramamoorthi, Ponarun
Sadasivuni, Kishor Kumar
Geetha, Mithra
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البيانات الوصفية
عرض كامل للتسجيلةالملخص
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.
المجموعات
- الأبحاث [1449 items ]
- الهندسة الميكانيكية والصناعية [1454 items ]